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Proceedings Papers

Utilizing Vision-Based Object Detection Algorithms in Recognizing Uncommon Operating Conditions for CNC Milling Machine

Sahil J. Choudhari, Sujay B. J., Swarit Anand Singh, K. A. Desai
Publisher: American Society of Mechanical Engineers
Proc. ASME. MSEC2023, Volume 2: Manufacturing Equipment and Automation; Manufacturing Processes; Manufacturing Systems; Nano/Micro/Meso Manufacturing; Quality and Reliability, V002T05A007, June 12–16, 2023
Paper No: MSEC2023-105311
https://doi.org/10.1115/MSEC2023-105311
View Paper titled, Utilizing Vision-Based Object Detection Algorithms in Recognizing Uncommon Operating Conditions for CNC Milling Machine
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Topics: Algorithms, Computer numerical control machine tools, Image processing, Machinery, Machining centers, Graphical user interfaces, Internet of things, Artificial intelligence, Chatter, Computers
Proceedings Papers

Physics-Informed Machine Learning Model for In-Process Estimation of Cutter Runout Parameters in End Milling

Shubham Vaishnav, K. A. Desai
Publisher: American Society of Mechanical Engineers
Proc. ASME. MSEC2023, Volume 2: Manufacturing Equipment and Automation; Manufacturing Processes; Manufacturing Systems; Nano/Micro/Meso Manufacturing; Quality and Reliability, V002T06A030, June 12–16, 2023
Paper No: MSEC2023-105175
https://doi.org/10.1115/MSEC2023-105175
View Paper titled, Physics-Informed Machine Learning Model for In-Process Estimation of Cutter Runout Parameters in End Milling
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Topics: Machine learning, Milling, Physics
Journal Articles

Design-as-a-Service Framework for Enabling Innovations in Small- and Medium-Sized Enterprises

Ankit Agarwal, Pratik C. Sorathiya, Shubham Vaishnav, K. A. Desai, Laine Mears
Journal: Journal of Mechanical Design
Article Type: Technical Briefs
J. Mech. Des. April 2023, 145(4): 044501.
Paper No: MD-22-1439
https://doi.org/10.1115/1.4056373
Published Online: December 21, 2022
View Article titled, Design-as-a-Service Framework for Enabling Innovations in Small- and Medium-Sized Enterprises
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Topics: Design, Innovation, Manufacturing
Proceedings Papers

Machine Setup Abnormality Detection Using Machine Vision and Deep Learning

Sahil J. Choudhari, Swarit Anand Singh, Aitha Sudheer Kumar, K. A. Desai
Proc. ASME. MSEC2022, Volume 1: Additive Manufacturing; Biomanufacturing; Life Cycle Engineering; Manufacturing Equipment and Automation; Nano/Micro/Meso Manufacturing, V001T04A009, June 27–July 1, 2022
Paper No: MSEC2022-85519
https://doi.org/10.1115/MSEC2022-85519
View Paper titled, Machine Setup Abnormality Detection Using Machine Vision and Deep Learning
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Topics: Machinery
Proceedings Papers

Vision-Sensor Fusion-Based Low-Cost Dimension Measurement System for Machining Shop Floor

Swarit Anand Singh, Aitha Sudheer Kumar, Pratik C. Sorathiya, K. A. Desai
Proc. ASME. MSEC2022, Volume 1: Additive Manufacturing; Biomanufacturing; Life Cycle Engineering; Manufacturing Equipment and Automation; Nano/Micro/Meso Manufacturing, V001T04A005, June 27–July 1, 2022
Paper No: MSEC2022-85442
https://doi.org/10.1115/MSEC2022-85442
View Paper titled, Vision-Sensor Fusion-Based Low-Cost Dimension Measurement System for Machining Shop Floor
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Topics: Dimensions, Machinery, Machining, Measurement systems, Sensors
Proceedings Papers

Digital Twin-Based Tool State Prognosis Model for Drilling Machines

Sunidhi Dayam, K. A. Desai
Proc. ASME. MSEC2022, Volume 2: Manufacturing Processes; Manufacturing Systems, V002T05A039, June 27–July 1, 2022
Paper No: MSEC2022-85449
https://doi.org/10.1115/MSEC2022-85449
View Paper titled, Digital Twin-Based Tool State Prognosis Model for Drilling Machines
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Topics: Digital twin, Drilling, Machinery
Proceedings Papers

Machine Learning-Based Cutting Constant Estimation for Mechanistic Force Models of End Milling Operation

Shubham Vaishnav, K. A. Desai
Proc. ASME. MSEC2022, Volume 2: Manufacturing Processes; Manufacturing Systems, V002T05A048, June 27–July 1, 2022
Paper No: MSEC2022-85587
https://doi.org/10.1115/MSEC2022-85587
View Paper titled, Machine Learning-Based Cutting Constant Estimation for Mechanistic Force Models of End Milling Operation
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Topics: Cutting, Machine learning, Machinery, Milling
Journal Articles

Long Short-Term Memory-Based Cutting Depth Monitoring System for End Milling Operation

Shubham Vaishnav, K. A. Desai
Journal: Journal of Computing and Information Science in Engineering
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. October 2022, 22(5): 051001.
Paper No: JCISE-21-1400
https://doi.org/10.1115/1.4054091
Published Online: March 25, 2022
View Article titled, Long Short-Term Memory-Based Cutting Depth Monitoring System for End Milling Operation
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Topics: Cutting, Milling
Journal Articles

Rigidity Regulation Approach for Geometric Tolerance Optimization in End Milling of Thin-Walled Components

Ankit Agarwal, K. A. Desai
Journal: Journal of Manufacturing Science and Engineering
Article Type: Research Papers
J. Manuf. Sci. Eng. November 2021, 143(11): 111006.
Paper No: MANU-20-1704
https://doi.org/10.1115/1.4051008
Published Online: June 11, 2021
View Article titled, Rigidity Regulation Approach for Geometric Tolerance Optimization in End Milling of Thin-Walled Components
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Topics: Algorithms, Cutting, Deflection, Geometry, Milling, Stiffness, Machining