AI solutions for industrial robots
<Quality Analysis of Robot Operations and Anomaly Prediction> Challenge: Unexpected failures occur more than 50 times each year in automotive assembly and painting production lines. Approach: Developed an anomaly detection model based on data from normal operations, while simultaneously obtaining insights for operational improvements. Created Value: Implemented in a total of 300 robots across two automotive production plants, achieving over 90% accuracy in failure prediction up to 5 days before a failure occurs. <Automation of Offline Programming (OLP)> Challenge: OLP is required every time a new car is launched, but it takes up to 6 weeks due to manual work by on-site engineers. Approach: Automated OLP by utilizing algorithms for verifying welding points and path planning based on inverse kinematics. Created Value: Fully automated the OLP process, reducing human resources by 50% and shortening the required time from 4-6 weeks to 3 days.
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[Company Overview] - Company Name: MakinaRocks Co., Ltd - Established: 2017 - Location: 11F~12F, 343 Gangnam-daero, Seocho-gu, Seoul - Number of Employees: 120 - Revenue: 5.2 billion won - Certifications: 1. Certifications: ISO/IEC 27001, ISO 9001 2. International Patents: 20 registered patents in the United States
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<Achievements in the mobility sector and global collaboration> - Utilizing a uniquely developed Dynamics model based on deep learning and reinforcement learning, we have developed and supplied AI models for major domestic and international client companies. - We possess a wealth of mobility-related cases, including projects with automotive manufacturers such as Hyundai and Kia, as well as the development of lithium-ion battery remaining life prediction and optimization models for electric vehicle thermal management systems (EMS). - Since our founding, we have closely collaborated with overseas companies, such as conducting AI model development projects with Applied Materials in the United States, successfully implementing AI solutions.
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KOTRA (Korea Trade-Investment Promotion Agency) is a government agency established under the Ministry of Trade, Industry and Energy (equivalent to Japan's Ministry of Economy, Trade and Industry) to promote trade and attract investment. The KOTRA Japan Regional Headquarters focuses on promoting exports for Korean small and medium-sized enterprises and attracting foreign companies to invest in Korea (such as establishing factories and mergers and acquisitions).