Publication on Intelligent Systems/Data-driven
Science
Publication on Intelligent Systems/Data-driven
Science
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
Zhang, B., Katinas, C. and Shin, Y.C., "Robust Tool Wear Monitoring Using Systematic Feature Selection in Turning Processes with Consideration of Measurement Uncertainties", Trans. of the ASME, Journal of Manufacturing Science and Engineering, 140(8), 081010, Jun 04, 2018. DOI: 10.1115/1.4040267
Davis, T., Yao, B. and Shin, Y.C., "Adaptive Robust Control of Combined Machining Force and Contour Error using Global Task Coordinate Frame", Journal of Engineering Manufacture, 2018, Vol. 232(1) 40-50. http://journals.sagepub.com/doi/full/10.1177/0954405416654100
Ngo, P.D. and Shin, Y.C., "Modeling and Robust Controlling of Laser Welding Process on High Strength Titanium Alloy Using Fuzzy Basis Function Networks and Robust Takagi Sugeno Fuzzy Controller", International Journal of Advanced Manufacturing Technology, 89(1), 1089-1102, 2017. http://link.springer.com/article/10.1007/s00170-016-9104-4
Ngo, P.D. and Shin, Y.C., "Modelling of Unstructured Uncertainties and Robust Controlling of Nonlinear Dynamic Systems Based on Type-2 Fuzzy Basis Function Networks", Engineering Applications of Artificial Intelligence, Volume 53, August 2016, Pages 74-85 (2016). doi:10.1016/j.engappai.2016.03.010
Jin, X. and Shin, Y.C., "Nonlinear Discrete Time Optimal Control Based on Fuzzy Models", Journal of Intelligent and Fuzzy Systems, 29 (2015) 647-658. DOI: 10.3233/IFS-141376
Ngo, P.D. and Shin, Y.C., "Gain Estimation of Nonlinear Dynamic Systems Modeled by an FBFN and the Maximum Output Scaling Factor for a Self-Tuning PI Fuzzy Controller", Engineering Applications of Artificial Intelligence, Volume 42, June 2015, Pages 1-15. DOI:10.1016/j.engappai.2015.03.004
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
Davis, T., Yao, B. and Shin, Y.C., "Adaptive Robust Control of Circular Machining Contour Error using Global Task Coordinate Frame", Trans. of the ASME, Journal of Manufacturing Science and Engineering, 137, 014501 (2015). doi:10.1115/1.4028634
Subrahmanya, N. and Shin, Y.C., "A Data-Based Framework for Fault Detection and Diagnostics of Non-Linear Systems with Partial State Measurement", Engineering Applications in Artificial Intelligence, Volume 26, Issue 1, January 2013, Pages 446-455. Doi: 10.1016/j.engappai.2012.09.004
Ngo, P. and Shin, Y.C. "Milling Contour Error Control Using Multilevel Fuzzy Controller", International Journal of Advanced Manufacturing Technology, Volume 66, Issue 9 (2013), Page 1641-1655. DOI: 10.1007/s00170-012-4447-y
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.
Davis, T., Ngo, P. and Shin, Y.C., "Adaptive Fuzzy Logic Control of Friction Stir Welding Axial Force", International Journal of Advanced Manufacturing Technology, Volume 59, Issue 5 (2012), Page 559-567. http://dx.doi.org/10.1007/s00170-011-3522-0
Xu, C. and Shin, Y.C., "An Adaptive Fuzzy Controller for MISO Systems with Stability Analysis", IEEE Trans. on Industrial Electronics, Vol. 59, No. 8, pp. 3113-3123, Aug. 2012. 10.1109/TIE.2011.2158033.
Xu, C. and Shin, Y.C., "A Self-tuning Multivariable Fuzzy Controller for General Multi-Input Multi-Output Nonlinear Systems", Engineering Applications of Artificial Intelligence, Volume 24, Issue 2, March 2011, Pages 238-250. Doi: 10.1016/j.engappai.2010.10.021
Davis, T., Shin, Y.C., and Yao, B. "Observer-Based Adaptive Robust Control of Friction Stir Welding Axial Force", IEEE-ASME Trans. on Mechatronics, Vol. 16, No. 6, Dec. 2011. doi: 10.1109/TMECH.2010.2071417
Hippalgaonkar, R. and Shin, Y.C., "Robust Optimization of Machining Conditions with Tool Life and Surface Roughness Uncertainties", International Journal of Production Research, Volume 49, Issue 13, 2011, Pages 3963 - 3978. doi: 10.1080/00207543.2010.495207
Subrahmanya, N. and Shin, Y.C.,
"Constructive Training of Recurrent Neural Networks Using Hybrid
Optimization", Neurocomputing, Vol. 73, Issues 13-15, August 2010, Pages
2624-2631.
doi:10.1016/j.neucom.2010.05.012
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., 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. http://dx.doi.org/10.1016/j.ymssp.2009.06.010.
Subrahmanya, N. and Shin, Y.C., "Adaptive Divided Difference Filtering for Simultaneous State and Parameter Estimation", Automatica, 45, 1686-1693, 2009, doi:10.1016/j.automatica.2009.02.029.
Lee, C.W. and Shin, Y.C., "Growing Radial Basis Function Networks Using Genetic Algorithm and Orthogonalization", International Journal of Innovative Computing, Information and Control, Vol. 5, Number 11(A), pp. 3933-3948, November 2009.
Xu, C. and Shin, Y.C., "A Hierarchical Self-tuning Fuzzy Controller for General Nonlinear Systems with Stability Analysis", Control and Intelligent Systems, Vol. 37, 201-2006, 2009, doi:10.2316/Journal.201.2009.2.201-2006.
Shin, Y.C., and Xu, C. Intelligent Systems: Modeling, Optimization and Control, CRC Press, Francis and Taylor Group, 430 pages, 2008.
Xu, C. and Shin, Y.C., "A Fuzzy Inverse Model Construction Method for a MISO System", IEEE Trans. on Fuzzy Systems, Vol. 15, No. 5, pp. 1216-1231, 2008. doi:10.1109/TFUZZ.2008.924336
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. http://dx.doi.org/10.1115/1.2927439
Xu, C. and Shin, Y.C., "An Adaptive Fuzzy Controller for Constant Cutting Force in Endmilling Processes", Trans. of the ASME, J. of Manufacturing Science and Engineering, Vol. 130, 031001-1-10, June, 2008. doi:10.1115/1.2823070
Xu, C. and Shin, Y.C., "A Multi-Level Fuzzy Control Design for General Nonlinear Multi-Input Single-Output Systems", NAFIPS 2008 - Proc. of 2008 Annual Meeting of the North American Fuzzy Information Processing Society, May 19-22, 2008 New York, NY.
Xu, C. and Shin, Y.C.,
"Interaction Analysis for MIMO Nonlinear
Systems based on a FBFN model", Fuzzy Sets and Systems, Vol. 158, 2013-2025,
2007.
doi:10.1016/j.fss.2007.02.012
Xu, C. and Shin, Y.C., "Control of Cutting Force for Creep-feed Grinding Processes using a Multi-level Fuzzy Controller", Trans. of the ASME, Journal of Dynamic Systems, Measurement and Control, Vol. 129, No. 4, pp. 480-492, 2007. doi:10.1115/1.2718238
Subrahmanya, N., Choi, T. and Shin, Y.C., "Model-Based Optimization of the OD Plunge Grinding Process via Generalized Intelligent Grinding Advisory System (GIGAS)", Trans. of the North American Manufacturing Research Institution, Vol. 35, pp. 489-496, 2007.
Choi, T. and Shin, Y.C., "Generalized Intelligent Grinding Advisory System", International Journal of Production Research, Vol. 45, No. 8, pp. 1899-1932, April, 2007. DOI: 10.1080/00207540600562025
Xu, C. and Shin, Y.C., "An Adaptive Fuzzy Controller for Constant Cutting Force in Endmilling Processes", ASME International Mechanical Engineering Congress & Exposition, IMECE2006-13758, Chicago, IL, Nov. 5-10, 2006.
Xu, C. and Shin, Y.C., "A Hierarchical Self-tuning Fuzzy Controller for General Nonlinear Systems with Stability Analysis", Proc. of the 3rd International Conference on Cybernetics and Information Technologies, Systems and Applications, Orlando, FL, July 20-23, 2006.
Xu, C. and Shin, Y.C., " Design of a Multi-level Fuzzy Controller for Nonlinear Systems and Stability Analysis", IEEE Trans. on Fuzzy Systems, Vol. 13, No. 6, pp. 761-778, Dec. 2005. 10.1109/TFUZZ.2005.859308
Lee, C.W. and Shin, Y.C., "Modeling of Complex Manufacturing Processes by Fuzzy Basis Function Networks With Application to Grinding Processes", Trans. of the ASME, Journal of Dynamic Systems, Measurement and Control, Vol. 126, pp. 880-890, Dec. 2004. doi:10.1115/1.1849247
Shin, Y.C., Lee, C.W. and Choi, T., "Intelligent Grinding Advisory System", Proc. of the International Grinding Conference, April 4-9, 2003, Itasca, Illinois.
Lee, C.W. and Shin, Y.C.,
"Construction of
Fuzzy Systems Using Least-Squares Method and Genetic Algorithm", Fuzzy
Sets and Systems, Vol. 137, pp. 297-323, 2003.
doi:10.1016/S0165-0114(02)00344-5
Lee, C.W., Choi, T.J., Shin, Y.C., "Intelligent Model-based Optimization of the Surface Grinding Process for Heat-Treated 4140 Steel Alloys with Aluminum Oxide Grinding Wheels," Trans. of the ASME, Journal of Manufacturing Science and Engineering, Vol. 125, pp. 65-76, February 2003. doi:10.1115/1.1537738
Lee, C.W., Choi, T.J. and Shin, Y.C., "Intelligent Modeling of Complex Manufacturing Processes Using Hierarchical Fuzzy Basis Function Networks", ASME IMECE, DSC24590, CD Vol. 2, Nov. 2001, New York, NY.
Lee, C.W. and Shin, Y.C., "Intelligent Modeling and Control of Computer Hard Disk Grinding Processes", Proceedings of the 3rd International Conference on Intelligent Processing and Manufacturing of Materials, July 29-Aug. 2, 2001, Vancouver, British Columbia, Canada.
Lee, C.W. and Shin, Y.C., "Construction of Fuzzy Systems Using Least-Squares Method and Genetic Algorithm", Proceedings of the 9th IFSA World Congress and 20th North American Fuzzy Information Processing Society (NAFIPS) International Conference, CD volume, ISBN: 0-7803-7079-1, pp. 2630-2635, July 25-July 28, 2001, Vancouver, British Columbia, Canada.
Lee, C.W. and Shin, Y.C., "Evolutionary Modeling and Optimization of Grinding Processes" International Journal of Production Research, 2000, Vol. 38, No. 12, pp. 2787-2813, 2000.
Lee, C.W. and Shin, Y.C., "Improved Generalized Grinding Advisory System", Proceedings of the ASME Manufacturing Science and Engineering, MED-Vol. 10, pp. 473-480, ASME IMECE, Nov. 1999, Nashville, TN.
Shin, Y.C., Lee, C.W., Choi, T.J. and Hu, S., "Intelligent Control via Open Architecture Controller", Proceedings of the 3rd International Machining and Grinding Conference, pp. 257-272, Oct. 4-7, 1999.
Shin, Y.C., Hu, S. and Choi, T.J., "Distributed Open Architecture Controller for Machine Tools", SAE Technical Paper, 1999-0102278, Aerospace Manufacturing Technology Conference, Bellevue, Washington, June 8-10, 1999.
Vishnupad, P.S. and Shin, Y.C., "Adaptive Tuning of Membership Functions for Non-linear Optimization Using Gradient Descent Method", Journal of Intelligent and Fuzzy Systems, Volume 7, Issue 1, pp. 13-25, March 1999.
Vishnupad, P.S. and Shin, Y.C., "Intelligent Optimization of Grinding Processes using Fuzzy Logic", Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture, Vol. 212, pp. 647-660, 1998.
Shin, Y.C. and Waters, A.J., "Framework for a Machining Advisory System with Application to Facemilling Operation", Journal of Intelligent Manufacturing, Vol. 9, No.3, pp. 225-234, June 1998.
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 Manufacturing Science and Engineering, MED-Vol. 8, pp. 531-537, Symposium on Sensor Based Control for Manufacturing, ASME IMECE, Nov. 1998, Anaheim, GA.
Lee, C.W. and Shin, Y.C., "Fuzzy Basis Function Networks of Hierarchical Structure for Modeling Manufacturing Processes", Proceedings of the ASME Dynamic Systems and Control Division, pp. , Symposium on Precision Machine Control and Metrology, ASME IMECE, Nov. 1998, Anaheim, GA.
Shin, Y.C., Neural Network Systems Techniques and Applications Series, Vol. 4 Industrial and Manufacturing Systems (ed. by Cornelius T. Liondes), "Dynamic Non-linear Systems: Theory and Application to Tool Wear Monitoring in Flexible Manufacturing Systems", pp. 345-389, CRC Press Inc., 1998.
Vishnupad, P.S. and Shin, Y.C., "Adaptive Tuning of Membership Functions for Non-linear Optimization Using Gradient Descent Method", Proceeding of the Eleventh International Conference on Systems Engineering, pp. 799-804, UNLV, Las Vegas, Nevada, July 9-11, 1996.
Shin, Y.C. and Vishnupad, P., "Neuro-fuzzy Control of Complex Manufacturing Processes", International J. of Production Research, Vol. 34, No. 12, pp. 3291-3309, 1996.
Elanayar, S.V.T. and Shin, Y.C., "Robust Tool Wear Monitoring using Radial Basis Function Neural Network", Trans. of the ASME, J. of Dynamic Systems, Measurement and Control, Vol. 117, pp. 459-467, December, 1995.
Elanayar V.T., S. and Shin, Y.C., "Design and Implementation of Robust Tool Wear Monitoring by Radial Basis Function Neural Networks", Proc. of American Control Conference, pp. 1722-1726, Seattle, Washington, June 21-23, 1995.
Elanayar V.T., S. and Shin, Y.C., "State Estimation of Continuous Time Radial Basis Function Networks", Proc. of American Control Conference, pp. 3775-3779, Seattle, Washington, June 21-23, 1995.
Shin, Y.C. and Vishnupad, P., "Neuro-Fuzzy Control of Complex Manufacturing Processes", Proc. of the First World Congress on Intelligent Manufacturing Processes and Systems, Feb. 13-17, 1995, Mayaguez, Puerto Rico.
Elanayar, S. and Shin, Y.C., "Radial Basis Function Neural Network for Approximation and Estimation of Nonlinear Stochastic Dynamic Systems", IEEE Trans. on Neural Networks, Vol. 5, No. 4, pp. 594-603, July 1994.
Shin, Y.C., Artificial Neural Networks for Intelligent Manufacturing, chapter 11 "Adaptive Control in Manufacturing", pp. 399-411, Chapman and Hall, ed. by C. Dagli, 1993.
Shin, Y.C., A. Abdelmonem and S. Kumara, Neural Networks in Manufacturing and Robotics, ASME PED-Vol. 57, co-editor, 1992.
Dagli, C.H., Burke, L. and Shin, Y.C., Intelligent Engineering Systems through Artificial Neural Networks, Vol 2, ASME Press, co-editor,1992.
Elanayar, S. and Shin, Y.C., "Approximation Capabilities of Radial Basis Function Neural Networks", Proceedings of the Second Artificial Neural Network in Engineering (ANNIE) Conference, pp 291-298, 1992.
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.
Shin, Y.C. and Joo, Y.S., "Optimization of Machining Conditions with Practical Constraints", International Journal of Production Research, Vol. 30, No. 12, pp. 2907-2919, 1992.
Shin, Y.C., Chen, Y.T. and Kumara, S., "Framework of an Intelligent Grinding Process Optimizer", Journal of Intelligent Manufacturing, Vol. 3, 1992, pp. 135-148.
Intelligent Engineering Systems through Artificial Neural Networks, Vol. 1, ASME Press, co-editor with C.H. Dagli and S.R.T. Kumara, 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.
Y.T. Chen and Y.C. Shin, "A Surface Grinding Advisory System with Fuzzy Logic", ASME DSC-Vol. 28, Control of Manufacturing Processes, pp. 67-77, 1991, ASME WAM.
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.
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