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Course Outline

Foundations of Safety and Explainability in Robotics

  • Overview of safety and transparency in robotic systems
  • Regulatory and ethical landscape for robotics and AI
  • Relevant standards and frameworks: ISO 26262, ISO 10218, and ISO/IEC 42001

Risk and Hazard Analysis

  • Identification of hazards in autonomous and semi-autonomous systems
  • Execution of Failure Mode and Effects Analysis (FMEA)
  • Risk quantification and mitigation through safety-oriented design

Verification and Validation Techniques

  • Testing robotic behaviors within simulated environments
  • Formal verification methods and test case design
  • Data-driven validation and monitoring approaches

Development of Safety Cases

  • Structure and core components of a safety case
  • Documentation of compliance and traceability
  • Utilization of tools for evidence management and risk justification

Explainable AI in Robotics

  • Enhancing transparency in decision-making processes
  • Interpretability techniques for ML-based control systems
  • Communicating robotic behaviors to users and regulators

Ethical and Governance Considerations

  • Ethical principles applicable to robotics and autonomous systems
  • Addressing bias, accountability, and responsibility in AI-driven robotics
  • Striking a balance between innovation and public trust or regulatory requirements

Practical Workshop: Creating a Safe and Explainable Robotics Scenario

  • Designing a small robotic simulation using ROS 2 or Gazebo
  • Implementing verification and validation procedures
  • Formulating and presenting a summary of the safety case

Conclusion and Future Directions

Requirements

  • Fundamental understanding of robotics systems and control architectures
  • Proficiency with Python programming and simulation tools
  • Background knowledge in system engineering or safety processes

Target Audience

  • System engineers involved in robotics or autonomous systems
  • Safety professionals ensuring adherence to functional safety standards
  • Technical managers supervising the integration and deployment of robotics
 21 Hours

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  • Format: Online (live), In-company (at your offices), or Hybrid.
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