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Sungmin Kim Email & Phone Number
Graduate Researcher
at
Georgia Institute of Technology
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Role
Graduate Researcher
Location
Atlanta, Georgia, United States
Who is Sungmin Kim? Overview
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Sungmin Kim is listed as Graduate Researcher at Georgia Institute of Technology, based in Atlanta, Georgia, United States. AeroLeads shows a matched LinkedIn profile for Sungmin Kim.
Sungmin Kim previously worked as Senior Researcher at Korea Electric Power Corporation (Kepco) and Researcher at Korea Electric Power Corporation (Kepco). Sungmin Kim holds Doctor Of Philosophy - Phd, Mechanical Engineering from Georgia Institute Of Technology.
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Georgia Institute of Technology
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Profile bio
About Sungmin Kim
I explore solutions for engineering challenges with AI and robots. My current research is developing advanced online monitoring systems with adaptive data acquisition with mobile robots in industrial facilities. Leveraging my on-site research experience in modeling system dynamics such as vibration and acoustic noise, I explores on integrating data-driven methods with physics-based analysis.
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6 roles
Sungmin Kim work experience
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Senior Researcher
Developed monitoring & diagnosis systems with AI for power plants- Completed an IoT monitoring system prototyping leading 6 institutions- Developed a diagnosis AI with rule-based and data-driven models- Devised a low-cost data transmission technique for IoT vibration sensors- Initiated research on mobile robot based monitoring with acoustic cameras- Led a research project on statistic analysis of cracked blades and their dynamic characteristics- Proposed and managed 5 KEPCO funded projects on AI research in academia
Researcher
- Developed mass-spring models of turbine-generators to evaluate mechanical loads to the power grid- Devised a long-term data analysis process for performance evaluation of vibration dampers under storms- Developed acoustic source estimation processes with combination of simulation and measurements- Provided on-site engineering solutions for 185 cases: design improvement, operational guide, etc.
Aug 2013 - Jun 2018
Graduate Student Researcher
Developing mobile robot applications for improving diagnostic AI in nuclear power plants - Proposed a novel anomaly detection framework for large-scale facilities - Developed measurement selection techniques for robotic measurements - Developed a integrated digital twin simulator of robots & power plants with ROS and Omniverse - Devised massive data generation techniques with a commercial simulator for machine learningLeading a team of 6 graduate students for a 5 year research projectEstablished new computing infrastructure for a starting research group including cloud services
Research Assistant
Conducted research on a crack detection method for wind turbine blades - Developed a structural health monitoring system for operating wind turbines - Analyzed nonlinear dynamics between structural vibration and PZT excited signals - Configured hardware and software for wind tunnel experiments
Jan 2011 - Aug 2012
Student Researcher
Conducted research on fluid-structure vibration instability problems of heat exchangers- Developed a stability analysis program for tube arrays in flow- Performed wind tunnel experiments with tube arrays
Apr 2010 - Aug 2011
3 education records
Sungmin Kim education
Doctor Of Philosophy - Phd, Mechanical Engineering
Master Of Science - Ms, Mechanical Engineering
Bachelor Of Engineering - Be, Mechanical & Aerospace Engineering
FAQ
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What company does Sungmin Kim work for?
Sungmin Kim works for Georgia Institute of Technology.
What is Sungmin Kim's role at Georgia Institute of Technology?
Sungmin Kim is listed as Graduate Researcher at Georgia Institute of Technology.
Where is Sungmin Kim based?
Sungmin Kim is based in Atlanta, Georgia, United States while working with Georgia Institute of Technology.
What companies has Sungmin Kim worked for?
Sungmin Kim has worked for Georgia Institute Of Technology, Korea Electric Power Corporation (Kepco), Purdue University, and Kyushu University.
How can I contact Sungmin Kim?
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What schools did Sungmin Kim attend?
Sungmin Kim holds Doctor Of Philosophy - Phd, Mechanical Engineering from Georgia Institute Of Technology.
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