Publications Related to Process Monitoring

• Zhang, B. and Shin, Y.C., "A Probabilistic Neural Network for Uncertainty Prediction with Applications to Manufacturing Process Monitoring", Applied Soft Computing, Volume 124, July 2022, 108995. https://doi.org/10.1016/j.asoc.2022.108995
• Zhang, B. and Shin, Y.C., "An Adaptive Gaussian Mixture Method for Nonlinear Uncertainty Propagation in Neural Networks", Neurocomputing, Volume 458, 7 October 2021, Pages 170-183. https://doi.org/10.1016/j.neucom.2021.06.007
• Zhang, B., Katinas, C., and Shin, Y.C., "Robust Wheel Wear Monitoring System for Cylindrical Traverse Grinding", IEEE/ASME Transactions on Mechatronics, Vol. 25, No. 5, October 2, 2020, pp. 2220-2229. https://doi.org/10.1109/TMECH.2020.3007047
• Zhang, B., Hong, K.M., and Shin, Y.C., "Deep-Learning-Based Porosity Monitoring of Laser Welding Process", Manufacturing Letters, Volume 23, January 2020, Pages 62-66. https://doi.org/10.1016/j.mfglet.2020.01.001
• Zhang, B., Liu, S., and Shin, Y.C., "In-Process Monitoring of Porosity During Laser Additive Manufacturing Process", Additive Manufacturing, Vol. 28, August 2019, pp. 497-505. https://doi.org/10.1016/j.addma.2019.05.030
• Zhang, B. and Shin, Y.C., "A Multimodal Intelligent Monitoring System for Turning Processes", Journal of Manufacturing Processes, Volume 35, October 2018, Pages 547-558. https://doi.org/10.1016/j.jmapro.2018.08.021
• Luo, M. and Shin, Y.C., "Estimation of Keyhole Geometry and Prediction of Welding Defects Based on a Visual System and a Radial Basis Function Neural Network", International Journal of Advanced Manufacturing Technology, Volume 81, Issue 1 (2015), Page 263-276. DOI: 10.1007/s00170-015-7079-1
• Luo, M. and Shin, Y.C., "Vision-based Weld Pool Boundary Extraction and Width Measurement during Keyhole Fiber Laser Welding", Optics and Lasers in Engineering, Volume 64, January 2015, Pages 59-70.  Doi: 10.1016/j.optlaseng.2014.07.004
• Subrahmanya, N. and Shin, Y.C., "A Variational Bayesian Framework for Group Feature Selection", International Journal Machine Learning and Cybernetics, December 2013, Volume 4, Issue 6, pp 609-619. DOI: 10.1007/s13042-012-0121-9.
• Subrahmanya, N., Shin, Y.C. and Meckl, P.H., "A Bayesian Machine Learning Method for Sensor Selection and Fusion with Application to On-Board Fault Diagnostics", Mechanical Systems and Signal Processing, 24, 182-192, 2010.   
• Subrahmanya, N. and Shin, Y.C., "Sparse Multiple Kernel Learning for Signal Processing Applications", IEEE Trans. on Pattern Analysis and Machine Intelligence, Vol. 32 Issue: 5, pp. 788 - 798, May 2010. doi:10.1109/TPAMI.2009.98.
• Subrahmanya, N. and Shin, Y.C., "Automated Sensor Selection and Fusion for Monitoring and Diagnostics of Plunge Grinding Processes", Trans. of the ASME, J. of Manufacturing Science and Engineering Vol. 130, 031014, June, 2008.
• Pfefferkorn, F.E., Incropera, F.P. and Shin, Y.C., "Surface Temperature Measurement of Partially-Stabilized Zirconia by Long-Wavelength Pyrometry", Transactions ASME, Journal of Heat Transfer, Vol. 125, No. 1, pp. 48-56, Feb. 2003.
• Choi, T.J. and Shin, Y.C., "On-line Chatter Detection Using Wavelet-Based Parameter Estimation", Transactions ASME, Journal of Manufacturing Science and Engineering, Vol. 125, pp. 21-28, February 2003.
• Pfefferkorn, F.E., Incropera, F.P. and Shin, Y.C., "Surface Temperature Measurement of Partially-Stabilized Zirconia by Long-Wavelength Pyrometry", ASME IMECE, IMECE2002-39543, CD Volume 1, Nov. 2002, New Orleans, LA, pp. 1-10.
• Hu, S. and Shin, Y.C., "Simultaneous In-Process Roughness Control and Tool Wear Monitoring via a Distributed Open Architecture Controller", Proceedings of the ASME Dynamic Systems and Control Division, MED-Vol. 8, pp. 531-537, Symposium on Precision Machine Control and Metrology, ASME IMECE, Nov. 1998, Anaheim, GA.
• Coker, S., Oh, S.J. and Shin, Y.C., "In-process Monitoring of Surface Roughness Utilizing Ultrasound",  Transactions ASME, Journal of Manufacturing Science and Engineering, Vol. 120, No.  1, pp.  197-200, February 1998.
• Shin, Y.C., Coker, S.A., Oh, S.J. and Hu, S. "In-process Monitoring and Control of Surface Roughness", Proceedings of the 1998 SAE Aerospace Manufacturing Technology Conference, pp.  83-86, SAE Technical Paper 981850, June 2-4, 1998, Long Beach, CA.
• Coker, S., Oh, S.J. and Shin, Y.C., "In-process Monitoring of Surface Roughness Utilizing Ultrasound", accepted for publication in Transactions ASME, Journal of Manufacturing Science and Engineering, Vol. 120, No. 1, pp. 197-200, February 1998.
• Leshock, C. and Shin, Y.C., "Study on the Tool Temperature in Turning by a Tool-Work Thermocouple Technique", accepted for publication in Transactions ASME, Journal of Manufacturing Science and Engineering, May, 1997.
• Pfefferkorn, F., Rozzi, J.C., Incropera, F.P. and Shin, Y.C., "Surface Temperature Measurement in Laser Assisted Machining Processes", Experimental Heat Transfer, Vol 10., pp.  291-313, 1997.
• Jensen, S.A., Shin, Y.C. and Davies, P., "Inverse Filtering of Unwanted System Dynamics in Cutting Force Measurement", Proceedings of the ASME Dynamic Systems and Control Division, pp.  167-174, ASME IMECE, Nov. 1996, Atlanta, GA.
• Oh, S.J., Shin, Y.C. and Furgason, E.S., "Measurement and Characterization of Milled Surface Profiles with Ultrasonic Waves", Measurement, Journal of the International Measurement Confederation, Vol. 17, No. 1, pp. 59-72, January, 1996.
• Coker, S.A. and Shin, Y.C., "In-process Control of Surface Roughness Due to Wear Using a New Ultrasonic System", International Journal of Machine Tools and Manufacture, Vol. 36, No. 3, pp. 411-422, March, 1996.
• Pettengill, J. and Shin, Y.C., "Surface Contour Measurement by an Ultrasonic Technique", Proceeding of Japan-USA Symposium on Flexible Automation, Vol.  2, pp.  1181-1188, Boston, Massachusetts, July 7-10, 1996.
• Shin, Y.C., Oh, S.J., and Coker, S.A., "Surface Roughness Measurement by Ultrasonic Sensing for In-process Monitoring", ASME Trans., J. of Engineering for Industry, Vol. 117, pp. 1-9, August 1995.
• Elanayar, S.V.T. and Shin, Y.C., "Robust Tool Wear Monitoring using Radial Basis Function Neural Network", ASME Trans., J. of Dynamic Systems, Measurement and Control, Vol. 117, No. 4, pp. 459-467, December, 1995.
• Nguyen, T., Furgason, E.S. and Shin, Y.C., "Feasibility Assessment of Residual Stress Measurement by an Ultrasonic Technique", Trans. of North American Manufacturing Research Institution, pp. 287-292, 1995.
• Elanayar V.T., S. and Shin, Y.C., "Robust Tool Wear Monitoring", Proc. of American Control Conference, pp. 1722-1726, Seattle, Washington, June 21-23, 1995.
• Vishnupad, P., Shin, Y.C. and Shih A., "Monitoring of Internal Plunge Grinding Processes", the Proc. of the 1st International Machining & Grinding Conference, pp. 351-372, MR95-179, Dearborn, Michigan, Sept. 12-14, 1995.
• Oh, S.J., Shin, Y.C. and Furgason, E.S., "Surface Roughness Evaluation via Ultrasonic Scanning", IEEE Trans. on Ultrasonics, Ferroelectrics and Frequency Control, Vol. 41, No. 6, pp. 1-9, Nov. 1994.
• Coker, S., Oh, S.J. and Shin, Y.C., "In-process Monitoring of Surface Roughness using Ultrasonic Sensing", Manufacturing Science and Engineering, ASME PED-Vol. 68-1, pp. 145-154, Symposium on "Measurement and Inspection of Products and Processes", ASME WAM, 1994.
• Oh, S.J., Shin, Y.C. and Furgason, E.S., "Surface Roughness Evaluation via Ultrasonic Scanning", IEEE Symposium on Ultrasonics, Ferroelectrics and Frequency Control, vol. 2, pp. 741-744, Nov. 1993, Baltimore, MD.
• Shin, Y.C. and Oh, S.J., "Surface Roughness Measurement by Ultrasonic Sensing for In-process Monitoring", ASME DSC-Vol. 50, Symp. on Computer Control Machines for Manufacturing, Dec. 1993, pp. 3-12, New Orleans, LA.
• Shin, Y.C., S.J. Oh, C.O. Ruud, "Investigation of Residual Stresses of Machined Surface by an X-ray Diffraction Technique", Nondestructive Characterization of Materials IV , pp. 409-418, 1991.
• Elanayar V.T., S. and Shin, Y.C., "Tool Wear Estimation in Turning Operations Based on Radial Basis Functions", Proc. of the First Artificial Neural Network in Engineering (ANNIE) Conference, pp. 685-692, ASME Press, 1991.
• Shin, Y.C., S.J. Oh, C.O. Ruud, "Machining Condition Monitoring by an X-ray Diffraction Technique", Trans. of the North American Manufacturing Research Institution/SME, Vol. 19, 1991, pp. 136-141.
• Elanayar V.T., S. and Shin, Y.C., "Flank and Crater Wear Estimation with Radial Basis Function Neural Networks", PED-Vol. 57, Neural Networks in Manufacturing and Robotics, pp. 37-51, Nov. 8-13, 1992, ASME Winter Annual Meeting, Anaheim, CA.
• Elanayar V.T., S., Shin, Y.C. and Kumara, S., "Machining Condition Monitoring for Automation Using Neural Networks", ASME PED-Vol. 44, Monitoring and Control of Manufacturing Processes, 1990 ASME WAM, pp. 85-100.
• Shin, Y.C., "Recognition of Cutting State via Compensated Piezoelectric Force Dynamometer", J. of Wave-Materials Interaction, Vol. 4, 1989, pp. 203-220.