Shintaro Mukogawa

Title: Shintaro Mukogawa: Innovator in Vehicle Evaluation and Diagnostics

Introduction

Shintaro Mukogawa is a prominent inventor based in Nagoya, Japan. He has made significant contributions to the field of vehicle evaluation and diagnostics, holding a total of 3 patents. His work focuses on enhancing vehicle performance and reliability through innovative technologies.

Latest Patents

One of Mukogawa's latest patents is a vehicle evaluation system. This system includes processing circuitry and a memory device that stores data from a pretrained model. The pretrained model is trained by supervised learning to generate operation data from training sound data. The operation data indicates changes in operation information during a measurement operation pattern. The processing circuitry performs both a generation process and an evaluation process. The generation process outputs generated data based on evaluation data input into the pretrained model. The evaluation data consists of evaluation sound data recorded while operating a target vehicle. The evaluation process compares the operation data with the generated data to evaluate the target vehicle based on the magnitude of the difference.

Another notable patent is a vehicle diagnostic system. In this system, a storage device holds data from a learned model and probability distribution data generated from sound data recorded from vehicles with identified types of anomalies. The processing circuitry executes a loss calculation process to generate pieces of data using diagnostic sound data. It also determines which probability distribution of an anomaly the sample data matches, ultimately outputting a diagnosis result indicating the type of anomaly present in the target vehicle.

Career Highlights

Shintaro Mukogawa is currently employed at Toyota Motor Corporation, where he applies his expertise in vehicle technology. His innovative work has contributed to advancements in vehicle diagnostics and evaluation systems, enhancing the overall safety and performance of vehicles.

Collaborations

Mukogawa collaborates with talented colleagues, including Hideaki Bunazawa and Rikako Zenibana. Together, they work on developing cutting-edge technologies that push the boundaries of vehicle evaluation and diagnostics.

Conclusion

Shintaro Mukogawa is a key figure in the automotive industry, known for his innovative patents and contributions to vehicle technology. His work continues to influence the future of vehicle evaluation and diagnostics, ensuring safer and more efficient vehicles on the road.