18093666. SIMULATION TEST VALIDATION simplified abstract (GM Cruise Holdings LLC)
Contents
SIMULATION TEST VALIDATION
Organization Name
Inventor(s)
Hariprasad Govardhanam of Fremont CA (US)
Luke Murchison of Belmont CA (US)
SIMULATION TEST VALIDATION - A simplified explanation of the abstract
This abstract first appeared for US patent application 18093666 titled 'SIMULATION TEST VALIDATION
The technology described in the patent application offers solutions for evaluating the performance of autonomous vehicles (AVs) in simulated test environments.
- Receiving road data containing AV sensor data
- Generating simulation data based on the road data
- Measuring performance metrics in both real-world and simulated environments
- Training a machine-learning model to predict AV performance in different environments
Potential Applications: - Testing and optimizing AV performance before deployment - Enhancing safety and efficiency of AV systems - Improving overall reliability and accuracy of AV technology
Problems Solved: - Addressing the need for accurate and reliable AV performance evaluation - Bridging the gap between real-world and simulated testing environments - Enhancing the development and deployment process of AV technology
Benefits: - Increased accuracy and reliability of AV systems - Cost-effective testing and optimization of AV performance - Improved safety and efficiency of autonomous vehicles
Commercial Applications: Title: "Enhanced Autonomous Vehicle Performance Evaluation Technology" This technology can be utilized by AV manufacturers, testing facilities, and regulatory bodies to ensure the safe and efficient operation of autonomous vehicles in various environments. It can also be integrated into AV development processes to streamline testing and optimization procedures.
Questions about Autonomous Vehicle Performance Evaluation Technology: 1. How does this technology improve the overall reliability of autonomous vehicles?
- This technology enhances reliability by accurately evaluating AV performance in both real-world and simulated environments, allowing for more effective testing and optimization.
2. What are the potential cost savings associated with using this technology for AV development?
- By streamlining testing processes and optimizing performance metrics, this technology can lead to significant cost savings in the development and deployment of autonomous vehicles.
Original Abstract Submitted
The subject technology provides solutions for evaluating AV performance in simulated test environments. In some aspects, the disclosed technology includes a process for receiving road data comprising autonomous vehicle (AV) sensor data, generating simulation (SIM) data based on the road data, and measuring one or more first performance metrics, wherein the one or more first performance metrics correspond with a performance of an AV in the real-world environment. The process can further include steps for measuring one or more second performance metrics, wherein the one or more second performance metrics correspond with a performance of the AV in the simulated environment, training a machine-learning (ML) model to predict a correspondence between the performance of the AV in the real-world environment and the performance of the AV in the simulated environment. Systems and machine-readable media are also provided.
