Jae-Min Jin

Title: **Innovative Contributions of Inventor Jae-Min Jin**

Introduction

Jae-Min Jin, a prominent inventor based in Seoul, South Korea, has made significant strides in the field of diagnostic technology. With a total of four patents to his name, Jin's work primarily focuses on the application of artificial intelligence in mechanical diagnostics, showcasing his innovative spirit and dedication to advancing technology.

Latest Patents

Jae-Min Jin's latest patents demonstrate his expertise in automation and diagnostic methods. One notable invention is the **Automation Method of AI-Based Diagnostic Technology for Equipment Application**. This method involves receiving various data types, including vibration data, noise data, and controller area network (CAN) data. The process includes trimming input data, extracting features, and generating multiple models using both machine learning and deep learning techniques. The method optimizes model accuracy by adjusting hyper-parameters and developing ensemble prediction model structures.

Another significant patent is the **Mechanical Combustion Abnormality Diagnosis Determination Method and Combustion Abnormality Diagnosis System Using Engine Noise**. This method analyzes engine noise to diagnose combustion abnormality by calculating energy and loudness indices through Kurtosis analysis. It distinguishes cylinders experiencing abnormal combustion from those that are operating normally, thereby enhancing the efficiency of mechanical diagnostics.

Career Highlights

Jae-Min Jin has played an instrumental role in the automotive industry, having worked with well-known companies such as Hyundai Motor Company and Kia Motors Corporation. His expertise and innovations in diagnostic technologies have contributed to advancing the automotive sector, particularly in engine performance and safety.

Collaborations

Throughout his career, Jae-Min Jin has collaborated with talented individuals, including coworkers In-Soo Jung and Seung-Hyun Lee. Their joint efforts have fostered an environment of creativity and innovation, leading to the successful development of groundbreaking diagnostic technologies.

Conclusion

Jae-Min Jin continues to be a leading figure in the field of innovation and technology. With his impressive portfolio of patents and contributions to the automotive industry, his work exemplifies the vital role that inventors play in shaping the future of technology. As he moves forward, the impact of his inventions is likely to resonate within the industry, inspiring future advancements in diagnostic methods and artificial intelligence applications.