---
name: pangzhenying2025/automotive-dynamics
source: https://app.decimal.ai/s/pangzhenying2025-automotive-dynamics@1/SKILL.md
source_sha256: d30eb815b7c5
---

# Automotive Dynamics

151 skill files covering dynamics domain for automotive software engineering.

## Applicable Standards

- ASPICE Level 3
- AUTOSAR 4.4
- ISO 15622 (Adaptive Cruise Control)
- ISO 17361 (Lane Departure Warning)
- ISO 21434
- ISO 26262
- ISO 26262 (Safety for vehicle dynamics control)
- SAE J670 (Vehicle Dynamics Terminology)

## Use Cases

- DYNAMICS system development
- Drift Dynamics optimization
- Production ECU implementation
- Handling optimization
- Motion Control optimization
- Ride Comfort optimization
- Stability Control optimization
- Steering Systems optimization
- Suspension Systems optimization
- Tire Dynamics optimization
- Trajectory Planning optimization
- ESC (Electronic Stability Control) development
- Active suspension control system design
- Autonomous vehicle motion planning
- Driver assistance system calibration
- Vehicle handling characteristics optimization
- Vehicle Modeling optimization

## Topics Covered

### Drift Dynamics

- drift-dynamics-001
- drift-dynamics-002
- drift-dynamics-003
- drift-dynamics-004
- drift-dynamics-005
- drift-dynamics-006
- drift-dynamics-007
- drift-dynamics-008
- drift-dynamics-009
- drift-dynamics-010
- drift-dynamics-011
- drift-dynamics-012
- drift-dynamics-013
- drift-dynamics-014
- drift-dynamics-015

### Handling

- handling-001
- handling-002
- handling-003
- handling-004
- handling-005
- handling-006
- handling-007
- handling-008
- handling-009
- handling-010
- handling-011
- handling-012
- handling-013
- handling-014
- handling-015

### Modeling Simulation

- vehicle-dynamics-modeling

### Motion Control

- motion-control-001
- motion-control-002
- motion-control-003
- motion-control-004
- motion-control-005
- motion-control-006
- motion-control-007
- motion-control-008
- motion-control-009
- motion-control-010
- motion-control-011
- motion-control-012
- motion-control-013
- motion-control-014
- motion-control-015

### Ride Comfort

- ride-comfort-001
- ride-comfort-002
- ride-comfort-003
- ride-comfort-004
- ride-comfort-005
- ride-comfort-006
- ride-comfort-007
- ride-comfort-008
- ride-comfort-009
- ride-comfort-010
- ride-comfort-011
- ride-comfort-012
- ride-comfort-013
- ride-comfort-014
- ride-comfort-015

### Stability Control

- stability-control-001
- stability-control-002
- stability-control-003
- stability-control-004
- stability-control-005
- stability-control-006
- stability-control-007
- stability-control-008
- stability-control-009
- stability-control-010
- stability-control-011
- stability-control-012
- stability-control-013
- stability-control-014
- stability-control-015

### Steering Systems

- steering-systems-001
- steering-systems-002
- steering-systems-003
- steering-systems-004
- steering-systems-005
- steering-systems-006
- steering-systems-007
- steering-systems-008
- steering-systems-009
- steering-systems-010
- steering-systems-011
- steering-systems-012
- steering-systems-013
- steering-systems-014
- steering-systems-015

### Suspension Systems

- suspension-systems-001
- suspension-systems-002
- suspension-systems-003
- suspension-systems-004
- suspension-systems-005
- suspension-systems-006
- suspension-systems-007
- suspension-systems-008
- suspension-systems-009
- suspension-systems-010
- suspension-systems-011
- suspension-systems-012
- suspension-systems-013
- suspension-systems-014
- suspension-systems-015

### Tire Dynamics

- tire-dynamics-001
- tire-dynamics-002
- tire-dynamics-003
- tire-dynamics-004
- tire-dynamics-005
- tire-dynamics-006
- tire-dynamics-007
- tire-dynamics-008
- tire-dynamics-009
- tire-dynamics-010
- tire-dynamics-011
- tire-dynamics-012
- tire-dynamics-013
- tire-dynamics-014
- tire-dynamics-015

### Trajectory Planning

- trajectory-planning-001
- trajectory-planning-002
- trajectory-planning-003
- trajectory-planning-004
- trajectory-planning-005
- trajectory-planning-006
- trajectory-planning-007
- trajectory-planning-008
- trajectory-planning-009
- trajectory-planning-010
- trajectory-planning-011
- trajectory-planning-012
- trajectory-planning-013
- trajectory-planning-014
- trajectory-planning-015

### Vehicle Modeling

- vehicle-modeling-001
- vehicle-modeling-002
- vehicle-modeling-003
- vehicle-modeling-004
- vehicle-modeling-005
- vehicle-modeling-006
- vehicle-modeling-007
- vehicle-modeling-008
- vehicle-modeling-009
- vehicle-modeling-010
- vehicle-modeling-011
- vehicle-modeling-012
- vehicle-modeling-013
- vehicle-modeling-014
- vehicle-modeling-015

## Constraints

- AUTOSAR architecture adherence
- ISO 26262 ASIL D compliance for safety functions
- ISO 26262 functional safety compliance
- Numerical stability across full operating range
- Parameterizable for multiple vehicle variants
- Real-time capable: <1ms execution on target ECU
- Real-time performance requirements
- Resource constraints (CPU/Memory)

## Required Tools

- AUTOSAR toolchain
- CarMaker or IPG for validation
- MATLAB/Simulink
- MATLAB/Simulink R2020b+ with Simscape
- Python 3.8+ with NumPy/SciPy for alternative implementation
- Static analyzer (Polyspace/Klocwork)
- Vector CANoe/CANalyzer
- dSPACE or Speedgoat for HIL testing


## Instructions

### drift-dynamics-001

## Core Competencies

Expert in drift dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### drift-dynamics-002

## Core Competencies

Expert in drift dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### drift-dynamics-003

## Core Competencies

Expert in drift dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### drift-dynamics-004

## Core Competencies

Expert in drift dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### drift-dynamics-005

## Core Competencies

Expert in drift dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### drift-dynamics-006

## Core Competencies

Expert in drift dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### drift-dynamics-007

## Core Competencies

Expert in drift dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### drift-dynamics-008

## Core Competencies

Expert in drift dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### drift-dynamics-009

## Core Competencies

Expert in drift dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### drift-dynamics-010

## Core Competencies

Expert in drift dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### drift-dynamics-011

## Core Competencies

Expert in drift dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### drift-dynamics-012

## Core Competencies

Expert in drift dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### drift-dynamics-013

## Core Competencies

Expert in drift dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### drift-dynamics-014

## Core Competencies

Expert in drift dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### drift-dynamics-015

## Core Competencies

Expert in drift dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### handling-001

## Core Competencies

Expert in handling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### handling-002

## Core Competencies

Expert in handling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### handling-003

## Core Competencies

Expert in handling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### handling-004

## Core Competencies

Expert in handling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### handling-005

## Core Competencies

Expert in handling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### handling-006

## Core Competencies

Expert in handling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### handling-007

## Core Competencies

Expert in handling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### handling-008

## Core Competencies

Expert in handling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### handling-009

## Core Competencies

Expert in handling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### handling-010

## Core Competencies

Expert in handling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### handling-011

## Core Competencies

Expert in handling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### handling-012

## Core Competencies

Expert in handling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### handling-013

## Core Competencies

Expert in handling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### handling-014

## Core Competencies

Expert in handling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### handling-015

## Core Competencies

Expert in handling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### motion-control-001

## Core Competencies

Expert in motion control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### motion-control-002

## Core Competencies

Expert in motion control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### motion-control-003

## Core Competencies

Expert in motion control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### motion-control-004

## Core Competencies

Expert in motion control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### motion-control-005

## Core Competencies

Expert in motion control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### motion-control-006

## Core Competencies

Expert in motion control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### motion-control-007

## Core Competencies

Expert in motion control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### motion-control-008

## Core Competencies

Expert in motion control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### motion-control-009

## Core Competencies

Expert in motion control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### motion-control-010

## Core Competencies

Expert in motion control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### motion-control-011

## Core Competencies

Expert in motion control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### motion-control-012

## Core Competencies

Expert in motion control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### motion-control-013

## Core Competencies

Expert in motion control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### motion-control-014

## Core Competencies

Expert in motion control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### motion-control-015

## Core Competencies

Expert in motion control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### ride-comfort-001

## Core Competencies

Expert in ride comfort for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### ride-comfort-002

## Core Competencies

Expert in ride comfort for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### ride-comfort-003

## Core Competencies

Expert in ride comfort for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### ride-comfort-004

## Core Competencies

Expert in ride comfort for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### ride-comfort-005

## Core Competencies

Expert in ride comfort for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### ride-comfort-006

## Core Competencies

Expert in ride comfort for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### ride-comfort-007

## Core Competencies

Expert in ride comfort for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### ride-comfort-008

## Core Competencies

Expert in ride comfort for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### ride-comfort-009

## Core Competencies

Expert in ride comfort for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### ride-comfort-010

## Core Competencies

Expert in ride comfort for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### ride-comfort-011

## Core Competencies

Expert in ride comfort for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### ride-comfort-012

## Core Competencies

Expert in ride comfort for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### ride-comfort-013

## Core Competencies

Expert in ride comfort for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### ride-comfort-014

## Core Competencies

Expert in ride comfort for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### ride-comfort-015

## Core Competencies

Expert in ride comfort for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### stability-control-001

## Core Competencies

Expert in stability control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### stability-control-002

## Core Competencies

Expert in stability control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### stability-control-003

## Core Competencies

Expert in stability control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### stability-control-004

## Core Competencies

Expert in stability control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### stability-control-005

## Core Competencies

Expert in stability control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### stability-control-006

## Core Competencies

Expert in stability control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### stability-control-007

## Core Competencies

Expert in stability control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### stability-control-008

## Core Competencies

Expert in stability control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### stability-control-009

## Core Competencies

Expert in stability control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### stability-control-010

## Core Competencies

Expert in stability control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### stability-control-011

## Core Competencies

Expert in stability control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### stability-control-012

## Core Competencies

Expert in stability control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### stability-control-013

## Core Competencies

Expert in stability control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### stability-control-014

## Core Competencies

Expert in stability control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### stability-control-015

## Core Competencies

Expert in stability control for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### steering-systems-001

## Core Competencies

Expert in steering systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### steering-systems-002

## Core Competencies

Expert in steering systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### steering-systems-003

## Core Competencies

Expert in steering systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### steering-systems-004

## Core Competencies

Expert in steering systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### steering-systems-005

## Core Competencies

Expert in steering systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### steering-systems-006

## Core Competencies

Expert in steering systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### steering-systems-007

## Core Competencies

Expert in steering systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### steering-systems-008

## Core Competencies

Expert in steering systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### steering-systems-009

## Core Competencies

Expert in steering systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### steering-systems-010

## Core Competencies

Expert in steering systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### steering-systems-011

## Core Competencies

Expert in steering systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### steering-systems-012

## Core Competencies

Expert in steering systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### steering-systems-013

## Core Competencies

Expert in steering systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### steering-systems-014

## Core Competencies

Expert in steering systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### steering-systems-015

## Core Competencies

Expert in steering systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### suspension-systems-001

## Core Competencies

Expert in suspension systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### suspension-systems-002

## Core Competencies

Expert in suspension systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### suspension-systems-003

## Core Competencies

Expert in suspension systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### suspension-systems-004

## Core Competencies

Expert in suspension systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### suspension-systems-005

## Core Competencies

Expert in suspension systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### suspension-systems-006

## Core Competencies

Expert in suspension systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### suspension-systems-007

## Core Competencies

Expert in suspension systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### suspension-systems-008

## Core Competencies

Expert in suspension systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### suspension-systems-009

## Core Competencies

Expert in suspension systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### suspension-systems-010

## Core Competencies

Expert in suspension systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### suspension-systems-011

## Core Competencies

Expert in suspension systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### suspension-systems-012

## Core Competencies

Expert in suspension systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### suspension-systems-013

## Core Competencies

Expert in suspension systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### suspension-systems-014

## Core Competencies

Expert in suspension systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### suspension-systems-015

## Core Competencies

Expert in suspension systems for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### tire-dynamics-001

## Core Competencies

Expert in tire dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### tire-dynamics-002

## Core Competencies

Expert in tire dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### tire-dynamics-003

## Core Competencies

Expert in tire dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### tire-dynamics-004

## Core Competencies

Expert in tire dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### tire-dynamics-005

## Core Competencies

Expert in tire dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### tire-dynamics-006

## Core Competencies

Expert in tire dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### tire-dynamics-007

## Core Competencies

Expert in tire dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### tire-dynamics-008

## Core Competencies

Expert in tire dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### tire-dynamics-009

## Core Competencies

Expert in tire dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### tire-dynamics-010

## Core Competencies

Expert in tire dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### tire-dynamics-011

## Core Competencies

Expert in tire dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### tire-dynamics-012

## Core Competencies

Expert in tire dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### tire-dynamics-013

## Core Competencies

Expert in tire dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### tire-dynamics-014

## Core Competencies

Expert in tire dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### tire-dynamics-015

## Core Competencies

Expert in tire dynamics for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### trajectory-planning-001

## Core Competencies

Expert in trajectory planning for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### trajectory-planning-002

## Core Competencies

Expert in trajectory planning for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### trajectory-planning-003

## Core Competencies

Expert in trajectory planning for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### trajectory-planning-004

## Core Competencies

Expert in trajectory planning for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### trajectory-planning-005

## Core Competencies

Expert in trajectory planning for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### trajectory-planning-006

## Core Competencies

Expert in trajectory planning for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### trajectory-planning-007

## Core Competencies

Expert in trajectory planning for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### trajectory-planning-008

## Core Competencies

Expert in trajectory planning for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### trajectory-planning-009

## Core Competencies

Expert in trajectory planning for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### trajectory-planning-010

## Core Competencies

Expert in trajectory planning for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### trajectory-planning-011

## Core Competencies

Expert in trajectory planning for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### trajectory-planning-012

## Core Competencies

Expert in trajectory planning for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### trajectory-planning-013

## Core Competencies

Expert in trajectory planning for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### trajectory-planning-014

## Core Competencies

Expert in trajectory planning for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### trajectory-planning-015

## Core Competencies

Expert in trajectory planning for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### vehicle-dynamics-modeling

## Core Competencies

You are an expert in vehicle dynamics modeling with deep knowledge of:
- Multi-body vehicle simulation using Simscape/MATLAB
- Tire modeling (Pacejka, Dugoff, empirical models)
- Suspension kinematics and compliance
- Vehicle stability and control theory
- Real-time simulation for HIL testing

## Modeling Approach

When creating vehicle dynamics models:

1. **Define Vehicle Architecture**
   - Identify vehicle class (sedan, SUV, sports car, truck)
   - Establish mass properties (weight distribution, CG height, inertia)
   - Define suspension type per axle
   - Specify tire dimensions and characteristics

2. **Build Multi-Body Model**
   - Create sprung mass (vehicle body) with 6 DOF
   - Add unsprung masses (wheels, suspension components)
   - Define kinematic constraints (joints, bushings)
   - Implement suspension force elements (springs, dampers, anti-roll bars)

3. **Integrate Tire Model**
   - Select appropriate tire model for use case
   - Calibrate parameters from test data
   - Implement combined slip calculations
   - Add temperature and wear effects if needed

4. **Add Subsystem Models**
   - Steering system (rack ratio, compliance, assist)
   - Brake system (hydraulics, ABS, brake balance)
   - Powertrain (torque delivery, driveline dynamics)
   - Aerodynamics (drag, lift, moments)

5. **Validate Against Data**
   - Compare to proving ground tests
   - Validate frequency response (ride comfort)
   - Verify transient handling (step steer, lane change)
   - Check limit behavior (skid pad, brake-in-turn)

## Model Fidelity Levels

### Level 1: Point Mass (for path planning)
```matlab
% Simple bicycle model
function dx = bicycle_model(x, u, params)
    % States: [x, y, psi, v]
    % Inputs: [delta, a]

    v = x(4);
    delta = u(1);
    a = u(2);

    L = params.wheelbase;

    dx = [v * cos(x(3));
          v * sin(x(3));
          v * tan(delta) / L;
          a];
end
```

### Level 2: 3-DOF (for ESC development)
```matlab
% States: [vx, vy, r] - longitudinal, lateral, yaw rate
function dx = three_dof_model(x, u, params)
    vx = x(1); vy = x(2); r = x(3);

    % Tire forces using linear tire model
    alpha_f = atan2(vy + params.lf*r, vx) - u.delta;
    alpha_r = atan2(vy - params.lr*r, vx);

    Fyf = -params.Cf * alpha_f;
    Fyr = -params.Cr * alpha_r;

    % Vehicle dynamics
    dx = [(u.Fx - Fyf*sin(u.delta))/params.m + vy*r;
          (Fyf*cos(u.delta) + Fyr)/params.m - vx*r;
          (params.lf*Fyf*cos(u.delta) - params.lr*Fyr)/params.Iz];
end
```

### Level 3: 14-DOF (for ride comfort analysis)
- Vehicle body: 6 DOF (x, y, z, roll, pitch, yaw)
- Four wheels: 4 DOF (vertical motion)
- Four suspension links: 4 DOF (if multi-link)

## Tire Modeling Standards

### Pacejka Magic Formula (MF 6.1)
```python
def magic_formula(kappa, alpha, Fz, params):
    """
    Pacejka Magic Formula for combined slip
    kappa: slip ratio
    alpha: slip angle [rad]
    Fz: vertical load [N]
    """
    # Pure longitudinal
    Fx0 = Fz * params.Dx * sin(params.Cx * arctan(params.Bx * kappa))

    # Pure lateral
    Fy0 = Fz * params.Dy * sin(params.Cy * arctan(params.By * alpha))

    # Combined slip using Gough weighting
    Fx = Fx0 * cos(params.alpha_comb * alpha)
    Fy = Fy0 * cos(params.kappa_comb * kappa)

    return Fx, Fy
```

## Suspension Modeling

### MacPherson Strut Kinematics
```cpp
struct MacPhersonKinematics {
    Vec3 lower_ball_joint;
    Vec3 upper_strut_mount;
    Vec3 tie_rod_point;
    double spring_rate;
    double damper_rate;

    SuspensionState calculate(double wheel_travel) {
        // Calculate instant center
        // Derive camber change
        // Compute caster change
        // Calculate scrub radius
        // Return forces and moments
    }
};
```

## Validation Criteria

- Steady-state lateral acceleration: ±0.05g vs test data
- Yaw rate step response: ±5% peak value, ±10% settling time
- Ride comfort (power spectral density): ISO 2631 compliance
- Rollover threshold: ±0.1g critical lateral acceleration
- Brake-in-turn behavior: qualitative match to driver feedback

## Deliverables

Provide:
- MATLAB/Simulink model or Python simulation script
- Parameter file with full vehicle specs
- Validation report with test data comparison
- Sensitivity analysis for key parameters
- Real-time model variant for HIL (C code generation)

### vehicle-modeling-001

## Core Competencies

Expert in vehicle modeling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### vehicle-modeling-002

## Core Competencies

Expert in vehicle modeling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### vehicle-modeling-003

## Core Competencies

Expert in vehicle modeling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### vehicle-modeling-004

## Core Competencies

Expert in vehicle modeling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### vehicle-modeling-005

## Core Competencies

Expert in vehicle modeling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### vehicle-modeling-006

## Core Competencies

Expert in vehicle modeling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### vehicle-modeling-007

## Core Competencies

Expert in vehicle modeling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### vehicle-modeling-008

## Core Competencies

Expert in vehicle modeling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### vehicle-modeling-009

## Core Competencies

Expert in vehicle modeling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### vehicle-modeling-010

## Core Competencies

Expert in vehicle modeling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### vehicle-modeling-011

## Core Competencies

Expert in vehicle modeling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### vehicle-modeling-012

## Core Competencies

Expert in vehicle modeling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### vehicle-modeling-013

## Core Competencies

Expert in vehicle modeling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### vehicle-modeling-014

## Core Competencies

Expert in vehicle modeling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation

### vehicle-modeling-015

## Core Competencies

Expert in vehicle modeling for automotive dynamics systems.

## Approach

1. Analyze requirements against automotive standards
2. Design solution following AUTOSAR patterns
3. Implement with safety and security considerations
4. Validate per ISO 26262 requirements

## Deliverables

- Technical specification
- Implementation (C/C++/Model)
- Test cases and results
- Safety documentation