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Keywords: machine learning
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Proceedings Papers

Proc. ASME. SMASIS2023, ASME 2023 Conference on Smart Materials, Adaptive Structures and Intelligent Systems, V001T03A003, September 11–13, 2023
Publisher: American Society of Mechanical Engineers
Paper No: SMASIS2023-110634
... to train machine learning models for movement recognition, imitation learning, and adaptive control. Our machine learning algorithms trained using GED achieved exceptional accuracy in recognizing unprocessed EMG signals. For individual data, we achieved 100% accuracy, while for combined training...
Proceedings Papers

Proc. ASME. SMASIS2022, ASME 2022 Conference on Smart Materials, Adaptive Structures and Intelligent Systems, V001T03A013, September 12–14, 2022
Publisher: American Society of Mechanical Engineers
Paper No: SMASIS2022-92009
... from hysteresis. To achieve accurate position measurements from the flex sensors, we use time-series machine learning to model the relationship between flex voltage output and the true deflection. After testing offline, a long short-term memory (LSTM) neural network is implemented for inference...
Proceedings Papers

Proc. ASME. SMASIS2022, ASME 2022 Conference on Smart Materials, Adaptive Structures and Intelligent Systems, V001T05A001, September 12–14, 2022
Publisher: American Society of Mechanical Engineers
Paper No: SMASIS2022-88421
... structural damage detection machine learning deep learning transfer learning wavelet transform scalogram Abstract Vibration-based damage detection has become one of the principal practices to prevent structural collapses in civil, mechanical, and other engineering disciplines...
Proceedings Papers

Proc. ASME. SMASIS2022, ASME 2022 Conference on Smart Materials, Adaptive Structures and Intelligent Systems, V001T05A004, September 12–14, 2022
Publisher: American Society of Mechanical Engineers
Paper No: SMASIS2022-90377
... significantly improves the identification and localization abilities of boundary condition anomalies and eliminates undesired factors and false predictions. Keywords: damage detection and localization, machine learning, gusset plates, structural health monitoring 1. INTRODUCTION One of main challenges...
Proceedings Papers

Proc. ASME. SMASIS2021, ASME 2021 Conference on Smart Materials, Adaptive Structures and Intelligent Systems, V001T08A010, September 14–15, 2021
Publisher: American Society of Mechanical Engineers
Paper No: SMASIS2021-68292
... machine learning structural health monitoring total knee replacement electromechanical impedance Abstract Total knee arthroplasty (TKA) is currently one of the most common orthopedic surgeries in the United States. While the surgery is generally highly successful, revision due to pain...
Proceedings Papers

Proc. ASME. SMASIS2021, ASME 2021 Conference on Smart Materials, Adaptive Structures and Intelligent Systems, V001T03A004, September 14–15, 2021
Publisher: American Society of Mechanical Engineers
Paper No: SMASIS2021-67961
... Abstract The artificial intelligence (AI) field has encountered a turning point mainly due to advancements in machine learning, which allows systems to learn, improve, and perform a specific task through data without being explicitly programmed. Machine learning can be utilized with machining...
Proceedings Papers

Proc. ASME. SMASIS2020, ASME 2020 Conference on Smart Materials, Adaptive Structures and Intelligent Systems, V001T05A004, September 15, 2020
Publisher: American Society of Mechanical Engineers
Paper No: SMASIS2020-2249
... SMA actuators condition monitoring machine learning Abstract This work presents a scenario in which machine learning (ML) adds value to the usability of an SMA actuator. The considered actuator is a locking device which is actuated by two antagonistically arranged SMA wires. The wires...
Proceedings Papers

Proc. ASME. SMASIS2019, ASME 2019 Conference on Smart Materials, Adaptive Structures and Intelligent Systems, V001T05A004, September 9–11, 2019
Publisher: American Society of Mechanical Engineers
Paper No: SMASIS2019-5697
...STRUCTURAL HEALTH MONITORING OF COMPOSITE STRUCTURES VIA MACHINE LEARNING OF MECHANOLUMINESCENCE Sujasha Gupta Department of Mechanical and Aerospace Engineering The Ohio State University, Columbus, OH 43210, USA Srivatsava Krishnan Department of Mechanical and Aerospace Engineering The Ohio State...