Education

  • Ph.D., University of California, Berkeley, 1987
  • M.S., Michigan State University, 1984
  • B.S., National Cheng-Kung University, Taiwan, 1980

Background

Dr. Liang began at Tech in 1990 as an Assistant Professor. Prior, he was an Assistant Professor at Oklahoma State University. He was named to the Bryan Professorship in 2005. He was President of Walsin-Lihwa Corporation in 2008-2010.

Research

Dr. Liang's research interests focus on precision manufacturing processes in the context of modeling, monitoring, control, and optimization.  Specifically, his work has been devoted to physics-based analysis and predictive modeling of metal machining and additive manufacturing, with emphasis on materials-driven processing.  It addresses the materials microstructural response to process-induced thermal-mechanical strain, stress, and heat distributions germane to part properties and performance, thus rendering a deeper insight into the manufacturing process physics as well as a scientific foundation to support process planning and optimization for effectiveness and productivity.

 
Full-field infrared digital thermography in wet machining

Full-field infrared digital
thermography in wet machining
In the field of precision machining, Dr. Liang’s research has centered on predictive modeling of shear straining, thermal kinematics, and material constitutives to apprehend the coupling of thermal and mechanical loadings and the related materials behavior evolutions.  The study has shed lights on the effects of machining and grinding parameters, tool geometries, and lubrication condition on the dynamics of velocity, deformation, stress, and temperature profiles.  It has examined the microstructural aspects of recrystallization, grain growth, texture variation, and phase field change in machining, thus offering a better understanding of the fundamental mechanisms that govern the machined part performance of tolerance, strength, modulus, hardness, and endurance, in addition to process effectiveness attributes of machinability, tool efficiency, and environmental compatibility.
 

Temperature gradients in Ti64 additive manufacturing

Temperature gradients in Ti64 
additive manufacturing

In the field of metal additive manufacturing, Dr. Liang’s work has developed physics-based analytical modeling flanked by computational mechanics of materials to quantify the thermodynamics, heat-transfer, and materials thermo-physical behaviors in powder bed and powder feed processes.  Aiming at a scientific scope and engineering applicability far beyond experimentation and finite element iteration numerics, closed-form analytical solutions have been established by integrating semi-infinite medium solutions with boundary heat transfers for temperature and thermal stress distributions.  The corresponding build residual stress, microstructure, distortion, porosity, and mechanical properties are expressed as explicit functions of process parameters and powder properties, factoring in the effects of scan strategy and powder size statistical distributions.
 

Thermal conductivity profile in Ti64 additive manufacturing

Thermal conductivity profile in Ti64 
additive manufacturing

Much of Dr. Liang’s studies have bonded together materials science and mechanical manufacturing engineering to provide clearer linkages between the manufacturing process condition, material microstructures, and the part properties and functionalities.  Dr. Liang’s research program has been sponsored largely by federal agencies, national laboratories, along with industry sectors of aerospace, automotive, and energy to provide fundamental science and engineering with tangible application relevance.

  • American Society of Mechanical Engineers (ASME)
    • Milton C. Shaw Manufacturing Research Medal, 2016
    • Dedicated Service Award, Manufacturing Engineering Division, 2014
    • International Manufacturing Science and Engineering Conference  Chair, 2008
    • International Symposium on Flexible Automation Conference Chair, 2007
    • Outstanding Service Award, 2007
    • Blackall Machine Tool and Gage Award, 2005
    • Manufacturing Engineering Division, Chair, 2005
    • Manufacturing Engineering Division Executive Committee, 2001-2005
    • Fellow, 2002
    • Japan-U.S.A. Symposium on Flexible Automation Program Committee Chair, 2000
  • Society of Manufacturing Engineers (SME)
    • Gold Medal, 2021
    • Most Influential Professor in Smart Manufacturing, 2020
    • Outstanding Lifetime Service Award of NAMRI/SME, 2021
    • Fellow, 2012
    • President of the North American Manufacturing Institution  (NAMRC/SME), 2006
    • Scientific Committee Chair, 2002-2004
    • Robert B. Douglas Outstanding Young Manufacturing Engineer Award,1991
  • Academy of Engineering and Technology (AET), Fellow, 2020
  • Woodruff School Faculty Fellow, 1997-2002
  • Society of Automotive Engineers Ralph R. Teetor Educational Award, 1995

Publications

SELECTED RECENT 3-YEAR (2019-2021) PUBLICATIONS (revised 1/1/2022)

A.  Referred Journal Papers

1.    Lu, X. H., Wang, H., Jia, Z. Y., Feng, Y. X., and Liang. S. Y., “Coupled Thermal and Mechanical Analyses of Micro-milling Inconel 718,” Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture (SCI listed), Vol. 233, N. 4, pp. 1112-1126, March 2019.
2.    Lu, Y., Xie, R., and Liang, S. Y., “Bearing Fault Diagnosis with Nonlinear Adaptive Dictionary Learning”, International Journal of Advanced Manufacturing Technology (SCI listed), Vol. 102, pp. 4227-4239, 2019.
3.    Yue, C., Gao, H., Liu, X., Liang, S. Y., and Wang, L., “A Review of Chatter Vibration Research in Milling,” Chinese Journal of Aeronautics (SCI listed), Vol. 32, Issue 2, pp. 215-242, 2019.
4.    Zhao, M., Ji, X., Li, B., & Liang, S. Y., “Effect of Crystallographic Orientation on the Hardness of Polycrystalline Materials AA7075,” Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science (SCI Listed), Vol. 233, No, 9, pp. 3182-3192, 2019.
5.    Wu, C., Pang, J., Li B., and Liang, S.Y. “High Speed Grinding of HIP-SiC Ceramics on Transformation of Microscopic Features,” International Journal of Advanced Manufacturing Technology (SCI Listed), Vol. 102, pp. 1913–1921, 2019.
6.    Feng, Y., Hung, T.-P., Lu, Y.-T., Lin, Y.-F., Hsu, F.-C., Lin, C.-F., Lu, Y.-C., and Liang, S. Y., “Inverse Analysis of the Residual Stress in Laser-assisted Milling,” International Journal of Advanced Manufacturing Technology (SCI listed), doi: 10.1007/s00170-019-04794-9, 2019.
7.    Ning, J., Mirkoohi, E., Dong, Y., Sievers, D. E., Garmestani, H., and Liang, S. Y., "Analytical Modeling of 3D Temperature Distribution in Selective Laser Melting of Ti-6Al-4V Considering Part Boundary Conditions," Journal of Manufacturing Processes (SCI listed), Vo. 44, pp. 319-326, 2019.
8.    Ning, J., Nguyen, V., and Liang, S. Y., “Analytical Modeling of Machining Forces of Ultra-fine-grained Titanium,” The International Journal of Advanced Manufacturing Technology (SCI listed), Vol. 101(1-4), pp. 627-636, March 2019.
9.    Feng, Y., Hung, T.-P., Lu, Y.-T., Lin, Y.-F., Hsu, F.-C., Lin, C.-F., Lu, Y.-C., and Liang, S. Y., “Analytical Prediction of Temperature in Laser-assisted Milling with Laser Preheating and Machining Effects,” International Journal of Advanced Manufacturing Technology (SCI listed), Vol. 100, pp. 3185-3195, February 2019.
10.    Li, Q. and Liang, S. Y., “Weak Crack Detection for Gearbox using Sparse Denoising and Decomposition Method,” IEEE Sensors Journal (SCI listed), Vol. 19, No. 6, pp. 2243-2253, March 2019.
11.    Feng, Y., Hung, T.-P., Lu, Y.-T., Lin, Y.-F., Hsu, F.-C., Lin, C.-F., Lu, Y.-C., and Liang, S. Y., “Residual Stress Prediction in Laser-assisted Milling considering Recrystallization Effects,” International Journal of Advanced Manufacturing Technology (SCI listed), Vol. 102, pp. 393-402, May 2019.
12.    Lu, Y., Xie, R., and Liang, S. Y., “Extraction of Weak Fault using Combined Dual-Tree Wavelet and Improved MCA for Rolling Bearings”, The International Journal of Advanced Manufacturing Technology (SCI listed), Vol. 104, Issue 5-8, pp. 2389-2400, 2019.
13.    Ning, J., Sievers, D.E., Garmestani, H., and Liang, S. Y., ”Analytical Modeling of In-Process Temperature in Powder Bed Additive Manufacturing Considering Laser Power Absorption, Latent Heat, Scanning Strategy, and Powder Packing,” Materials (SCI listed), Vol. 12(5), pp. 808, March 2019.
14.    Lu, Y., Xie, R., and Liang, S. Y., “CEEMD Assisted Bearing Degradation Assessment using Tight Clustering”, The International Journal of Advanced Manufacturing Technology (SCI listed), Vol. 104, pp.1259-1267, 2019.
15.    Zhao M, Ji X, and Liang S. Y., “Force Prediction in Micro-Grinding Maraging Steel 3J33b considering the Crystallographic Orientation and Phase Transformation,” International Journal of Advanced Manufacturing Technology. (SCI listed), Vol. 103, pp. 2821–2836, April 2019.
16.    Li, Q., Ji, X., Yang, J. G., and Liang, S. Y., “Stability Analysis for SiC Grinding Based Upon Harmonic Wavelet and Lipschitz Exponent,” Machining Science and Technology (SCI listed), Vol. 23, No.5, pp. 669-687, August 2019.
17.    Ning, J. and Liang, S. Y., “Predictive Modeling of Machining Temperatures with Force–Temperature Correlation using Cutting Mechanics and Constitutive Relation,” Materials (SCI listed), Vol. 12(2), pp. 284, January 2019.
18.    Li, Q., Hu, W., Peng, E. F., and Liang, S. Y., “Weak Fault Diagnosis of Rotating Machinery based on Augmented Huber Regularized Sparse Low-Rank-Matrix Approach,” Proceedings of the CSEE (EI listed), Vol. 39, No.15, pp. 4579-4588, August, 2019.
19.    Lu, Y., Xie, R., and Liang, S. Y., “Bayesian Optimized Deep Convolutional Network for Electro-Chemical Drilling Process”, Journal of Manufacturing and Materials Processing (ESCI Listed), 3(3), 57, doi: 10.3390/jmmp3030057, 2019.
20.    Du, J., Yue, C., Liu, X., Liang, S. Y., Wang, L., Gao, H., and Liu, H., “Transient Temperature Field Model of Wear Land on the Flank of End Mills: a Focus on Time-varying Heat Intensity and Time-varying Heat Distribution Ratio,” Applied Sciences (SCI listed), Vol. 9, No. 8, pp. 1698-1724, April 2019.
21.    Ning, J., Sievers, D.E., Garmestani, H., and Liang, S. Y., “Analytical Modeling of Transient Temperature in Powder Feed Metal Additive Manufacturing during Heating and Cooling Stages,” Applied Physics A, (SCI listed), Vol. 125(8), pp. 496, July 2019.
22.    Feng, Y., Hung, T.-P., Lu, Y.-T., Lin, Y.-F., Hsu, F.-C., Lin, C.-F., Lu, Y.-C., and Liang, S. Y., “Inverse Analysis of the Tool Life in Laser-assisted Milling,” International Journal of Advanced Manufacturing Technology (SCI listed), Vol.103, pp. 1947-1958, August 2019.
23.    Mahdavi, M., Hoar, E., Sievers, D. E., Chong, Y., Tsuji, N., Liang, S., Y., and Garmestani, H., “Statistical Representation of the Microstructure and Strength for a Two-phase Ti–6Al–4V,” Materials Science and Engineering: A (SCI listed), 759, pp. 313-319, 2019.
24.    Feng, Y., Hung, T.-P., Lu, Y.-T., Lin, Y.-F., Hsu, F.-C., Lin, C.-F., Lu, Y.-C., Lu, X., and Liang, S. Y., “Surface Roughness Modeling in Laser-assisted End Milling of Inconel 718,” Machining Science and Technology (SCI listed), Vol. 23 (4), pp. 650-668, 2019.
25.    Ning, J., Sievers, D.E., Garmestani, H., and Liang, S. Y., “Analytical Thermal Modeling of Metal Additive Manufacturing by Heat Sink Solution,” Materials (SCI listed), Vol. 12(16), pp. 2568, August 2019.
26.    Lu, X. H., Xv Y. C., Wang, W. T., Zhou, Y., and Liang. S. Y., “Experimental Study of the Effect of Light Source Spot Size on Measure Error of PSD,” International Journal of Manufacturing Research (EI listed). Vol. 14, N. 1, pp. 1-14, January 2019.
27.    Mirkoohi, E., Seivers, D. E., Garmestani, H., and Liang, S. Y., "Heat Source Modeling in Selective Laser Melting," Materials (SCI listed), Vol. 12, Issue 13, pp. 2052-2069, 2019.
28.    Ning, J., Wang, W., Zamorano, B., and Liang, S. Y., “Analytical Modeling of Lack-of-fusion Porosity in Metal Additive Manufacturing,” Applied Physics A (SCI listed), Vol. 125(11), pp. 797, November 2019.
29.    Yue, C., Chen, Z., Liang, S. Y., Gao, H., and Liu, H., “Modeling Machining Errors for Thin-walled Parts according to Chip Thickness,” International Journal of Advanced Manufacturing Technology (SCI listed), Vol. 103, No. 1-4, pp. 91-100, July 2019.
30.    Lu, X. H., Jia, Z. Y., Wang, X. X., Liu, Y. B., Liu M. Y., Feng, Y. X. and Liang. S. Y., “Measurement and Prediction of Vibration Displacement in Micro-milling of Nickel-based Superalloy,” Measurement: Journal of the International Measurement Confederation (SCI listed), Vol. 145, pp. 254-263, October 2019.
31.    Zou, P., Rajora, M., and Liang, S. Y., “Multimodal Optimization of Job-Shop Scheduling Problems using a Clustering Generic-Algorithm Based Approach,” International Journal of Industrial Engineering: Theory, Applications, and Practice (SCI indexed), Vol 26, No. 5, pp. 651-662, October 2019.
32.    Zhao M, Ji X, and Liang, S. Y., “Influence of AA7075 Crystallographic Orientation on Micro-Grinding Force,” Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture (SCI listed), Vol. 233, No, 8, pp.1831–1843, 2019.
33.    Tabei, A., Mirkoohi, E., Garmestani, H., and Liang, S. Y., "Modeling of Texture Development in Additive Manufacturing of Ni-Based Superalloys," The International Journal of Advanced Manufacturing Technology (SCI listed), Vol. 103, Issue 1-4, pp. 1057-1066, 2019.
34.    Zhao M, Ji X., and Liang, S. Y., “Micro-Grinding Temperature Prediction Considering the Effects of Crystallographic Orientation and the Strain Induced by Phase Transformation,” International Journal of Precision Engineering and Manufacturing (SCI listed), Vol. 20, pp. 1861-1876, August 2019.
35.    Mirkoohi, E., Bocchini, P., and Liang, S. Y., "Inverse Analysis of Residual Stress in Orthogonal Cutting," Journal of Manufacturing Processes, (SCI listed), Vol. 38, pp. 462-471, 2019.
36.    Lu, X. H., Wang F. R., Xue, L., Feng, Y. X. and Liang. S. Y., “Investigation of Material Removal Rate and Surface Roughness using Multi-objective Optimization for Micro-milling of Inconel 718,” Industrial Lubrication and Tribology (SCI listed), Vol. 71, N. 6, pp. 787-794, August 2019.
37.    Zhao, M., Ji, X. & Liang, S. Y., “Micro-grinding Temperature Prediction considering the Effects of Crystallographic Orientation,” Manufacturing Review (ESCI listed), Vol. 6, No. 22, pp. 1-11, 2019.
38.    Mahdavi, M., Hoar, E., Sievers, D. E., Liang, S. Y., and Garmestani, H., “Inverse Modeling of Inelastic Properties of a Two-phase Microstructure,” Engineering Research Express, 1(1), 015026, 2019.
39.    Li, Q. and Liang, S. Y., “Noise Suppression for Electronic Microstructure Images using Variational Mode Decomposition and Sparse SURE Algorithm,” accepted by Journal of Harbin Institute of Technology (EI listed), 2019 (in print).
40.    Lu, X. H., Xue, L., Ruan, F. X., Yang K. and Liang. S. Y., “Prediction Model of the Surface Roughness of Micro-milling Single Crystal Copper,” Journal of Mechanical Science and Technology (SCI listed), Vol. 33, N. 11, pp 5369-5374, November 2019.
41.    Mirkoohi, E., Bocchini, P., and Liang, S. Y., "Analytical Temperature Predictive Modeling and Non-Linear Optimization in Machining," The International Journal of Advanced Manufacturing Technology, (SCI listed), Vol. 102, Issue 5-8, pp. 1557-1566, 2019.
42.    Li, Q., Zuo, M. J., and Liang, S. Y., “A New Method for Long-Distance Data Reconstruction in Big Data Environment,” IEEE Transactions on Reliability (SCI listed), doi: 10.1109/TR.2019.2954969, 2019.
43.    Ding, Z., Sun, G., Jiang, X., Guo, M., and Liang, S. Y., “Predictive Modeling of Microgrinding Force incorporating Phase Transformation Effects”, Journal of Manufacturing Science and Engineering-Transactions of the ASME (SCI listed), Vol. 141, No. 8, doi:10.1115/1.4043839, 2019.
44.    Feng, Y., Hsu, F.-C., Lu, Y.-T., Lin, Y.-F., Lin, C.-T., Lin, C.-F., Lu, Y.-C., and Liang, S. Y., “Residual Stress Prediction in Ultrasonic Vibration–assisted Milling,” International Journal of Advanced Manufacturing Technology (SCI listed), Vol. 104, pp. 2579-2592, October 2019.
45.    Lu, X. H., Wang, Y. Q., Li, J., Zhou, Y., Ren, Z. J. and Liang. S. Y., “Three-dimensional Coordinate Measurement Algorithm by Optimizing BP Neural Network based on GA,” Engineering Computations (SCI listed), Vol. 36, N. 6, pp. 2066-2083, July 2019.
46.    Mirkoohi, E., Sievers, D. E., Garmestani, H., Chiang, K., and Liang, S. Y., "Three-Dimensional Semi-Elliptical Modeling of Melt Pool Geometry Considering Hatch Spacing and Time Spacing in Metal Additive Manufacturing," Journal of Manufacturing Processes (SCI listed), Vol. 45, pp. 532-543, 2019.
47.    Lu, X. H., Jia, Z. Y., Liu, S. Q., Yang, K., Feng, Y. X. and Liang. S. Y., “Chatter Stability of Micro-milling by Considering the Centrifugal Force and Gyroscopic Effect of the Spindle,” Journal of Manufacturing Science and Engineering, Transactions of the ASME (SCI listed), Vol. 141, N. 11, November 2019.
48.    Lu, Y., Pan, Z., Bocchini, P., Garmestani, H., and Liang, S. Y., "Grain Size Sensitive MTS Model for Ti-6Al-4V Machining Force and Residual Stress Prediction", The International Journal of Advanced Manufacturing Technology (SCI indexed) Vol. 102, pp. 2173–2181, January 2019.
49.    Li, F., Ning, J., and Liang, S. Y., “Analytical Modeling of the Temperature using Uniform Moving Heat Source in Planar Induction Heating Process,” Applied Sciences-Basel (SCI listed), doi: 10.3390/app9071445 9(7), 1445, 2019.
50.    Pan, Z., Shih, D.S., Garmestani, H. and Liang, S. Y., "Residual Stress Prediction for Turning of Ti-6Al-4V Considering the Microstructure Evolution,” Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture (SCI listed), V. 223(1), pp. 109-117, January 2019.
51.    Yue, C., Du, J., Liu, X., Liang, S. Y., Wang, L., Gao, H., and Liu, H., “Modeling Research on Transient Temperature Field of Rake Face on End Mills Considering Time-varying Heat Intensity and Time-varying Distribution Ratio,” Journal of Mechanical Engineering (In Chinese) (EI listed), No. 9, pp. 206-216, 2019.
52.    Chou, P. H., Liang, S. Y., and Chiang, K.-N., “Reliability Assessment of Wafer level Package using Artificial Neural Network Regression Model,” Journal of Mechanics (SCI listed), doi: 10.1017/jmech.2019.20, 2019.
53.    Lu, X. H., Jia, Z. Y., Wang, H., Feng, Y. X. and Liang. S. Y., “The Effect of Cutting Parameters on Micro-hardness and the Prediction of Vickers Hardness Based on a Response Surface Methodology for Micro-milling Inconel 718,” Measurement: Journal of the International Measurement Confederation (SCI listed), Vol. 140, pp. 56-62, July 2019.
54.    Ning, J., Nguyen, V., Huang, Y., Hartwig, K. T., and Liang, S. Y., “Constitutive Modeling of Ultra-fine-grained Titanium Flow Stress for Machining Temperature Prediction,” Bio-design and Manufacturing (SCI listed), Vol. 2(3), pp.153-160, August 2019.
55.    Wu, C., Guo, W., Wu, Z., Li K., Li, B. and Liang, S. Y., “High Speed Toughening-based Ceramics Grinding Mechanism for Quality and Efficiency,” Journal of Advanced Mechanical Design, Systems, and Manufacturing (SCI listed), 13 (3), doi: 10.1299/jamdsm.2019jamdsm0053, 2019.
56.    Li, F., Ning, J., Wang, T., and Liang, S. Y., “Analytical Modeling and Sensitivity Analysis of the Temperature Distribution in the Planar Scanning Induction Heating based on 2D Moving Heat Source,” Journal of Mechanical Science and Technology (SCI listed), Vol. 33, Issue 10, pp. 5093-5102, 2019.
57.    Yang, C. C., Su, Y. F., Liang, S. Y., and Chiang, K.-N., “Simulation of Wire Bonding Process Using Explicit FEM with ALE Remeshing Technology,” Journal of Mechanics (SCI listed), doi: 10.1017/jmech.2019.25, Vol. 36, No. 1, February 2020.
58.    Ning, J. and Liang, S. Y., “A Comparative Study of Analytical Thermal Models to Predict the Orthogonal Cutting Temperature of AISI 1045 Steel,” The International Journal of Advanced Manufacturing Technology (SCI listed), Vol. 102(9-12), pp.3109-3119, February 2019.
59.    Feng, Y., Hung, T.-P., Lu, Y.-T., Lin, Y.-F., Hsu, F.-C., Lin, C.-F., Lu, Y.-C., and Liang, S. Y., “Flank Tool Wear Prediction of Laser-assisted Milling,” Journal of Manufacturing Processes (SCI listed), Vol. 43, pp. 292-299, July 2019.
60.    Liang, S. Y., Ning, J., and Mirkoohi, E., “A Closed-form Solution for Temperature Prediction in Selective Laser Melting Considering Boundary Condition” Materials Science Forum (EI listed), Vol. 982, pp. 98-105, 2019.
61.    Ning, J., Sievers, D.E., Garmestani, H., and Liang, S. Y., “Analytical Modeling of In-situ Deformation of Part and Substrate in Laser Cladding Additive Manufacturing of Inconel 625,” Journal of Manufacturing Processes (SCI listed), Vol.49, pp. 135-140, January 2020.
62.    Mahdavi, M., Mirkoohi, E., Hoar, E., Liang, S. Y., and Garmestani, H., "Prediction of the Deformation Behavior of a Selective Laser Melted Ti-6Al-4V Alloy as a Function of Process Parameters," International Journal of Advanced Manufacturing Technology (SCI list), Vol. 107, pp. 4069-4076, April, 2020.
63.    Feng, Y., Hsu, F.-C., Lu, Y.-T., Lin, Y.-F., Lin, C.-T., Lin, C.-F., Lu, Y.-C., Lu, X., and Liang, S. Y., “Surface Roughness Prediction in Ultrasonic vibration-assisted Milling,” Journal of Advanced Mechanical Design, Systems, and Manufacturing (SCI listed), Vol. 14, No. 4, doi: 10.1299/jamdsm.2020jamdsm0063, 2020.
64.    Hao, X., Yue, C., Chen, Z., Liu, X., Liang, S. Y., Wang, L., and Yan, F. “Research on TANH Material Constitutive Model Based on Analytical Method,” Journal of Mechanical Engineering (In Chinese) (EI listed), Vol. 56, No. 9, pp. 252-264, May 2020.
65.    Lu, Y., Wang, Z., Xie, R., and Liang, S. Y., “Bayesian Optimized Deep Convolutional Network for Bearing Diagnosis,” The International Journal of Advanced Manufacturing Technology (SCI listed), Vol. 108, pp. 313-322, 2020.
66.    Li, Q., Zuo, M. J., and Liang, S. Y., “Prognosis of Bearing Degeneration using Adaptive Quaternion Least Mean Biquadrate under Framework of Hypercomplex Data,” IEEE Sensors Journal (SCI listed), Vol. 20, No. 5, pp. 2659-2670, 2020.
67.    Ning, J., Sievers, D.E., Garmestani, H. and Liang, S.Y., “Analytical Modeling of in-process Temperature in Powder Feed Metal Additive Manufacturing considering Heat Transfer Boundary Condition,” International Journal of Precision Engineering and Manufacturing-Green Technology (SCI listed), V. 7, pp.585-593, May 2020.
68.    Lu, Y., Xie, R., and Liang, S. Y., “CEEMD-assisted Kernel Support Vector Machines for Bearing Diagnosis”, The International Journal of Advanced Manufacturing Technology (SCI listed), Vol. 106, Issue 7-8, pp. 3063-3070, 2020.
69.    Ji, X., Mirkoohi, E., Ning, J., and Liang, S. Y., "Analytical Modeling of Post-Printing Grain Size in Metal Additive Manufacturing," Optics and Lasers in Engineering (SCI listed), Vol. 124, doi: 10.1016/j.optlaseng.2019.105805, 2020.
70.    Li, Q., Zuo, M. J., and Liang, S. Y., “False Lipschitz Penalty Sparse Low-Rank Matrix (SLRM) and Chaotic Bionic Optimization for Prognosis of Bearing Degradation,” IEEE Transactions on Reliability (SCI listed), doi: 0.1109/TR.2020.2969176, 2020.
71.    Ning, J., Sievers, D. E., Garmestani, H., and Liang, S. Y., “Analytical Modeling of Part Porosity in Metal Additive Manufacturing,” International Journal of Mechanical Sciences (SCI listed), doi: 10.1016/j.ijmecsci.2020. Vol. 172, 15, 105428, 2020.
72.    Li, F., Li, X., Wang, T., Rong, Y., and Liang, S. Y., "In-process Residual Stresses Regulation During Grinding through Induction Heating with Magnetic Flux Concentrator," International Journal of Mechanical Sciences (SCI listed), Vol. 172, doi: 10.1016/j.ijmecsci.2019.105393, 2020.
73.    Mirkoohi, E., Dobbs, J. R., and Liang, S. Y., “Analytical Modeling of Residual Stress in Direct Metal Deposition Considering Scan Strategy,” The International Journal of Advanced Manufacturing Technology (SCI listed), doi: 10.1007/s00170-019-04919-0, 2020.
74.    Ding, Z., Sun, G., Guo, M., Jiang, X., Li, B., Liang, S. Y., ‘’Effect of Phase Transition on Micro-grinding Introduced Residual Stress”, Journal of Materials Processing Technology (SCI listed), doi: 10.1016/j.jmatprotec.2020.116647, 2020.
75.    Wang Z., Liu, X., Li M., Liang S. Y, Wang, L., Li, Y., Meng B., “Intelligent Monitoring and Control Technology of Cutting Chatter,” Journal of Mechanical Engineering (in Chinese) (EI listed), Vol. 56, No. 24, 2020.
76.    Zhao, M., Ji, X. and Liang, S. Y., “Phase Transformation Prediction Considering Crystallographic Orientation in Microgrinding Multiphase Material,” Transactions of ASME, Journal of Manufacturing Science and Engineering (SCI listed), doi: 10.1115/1.4047492, Vol. 142(10): 104501, 2020.
77.    Ning, J., Praniewicz, M., Wang, W., Dobbs, J. R., and Liang, S. Y., “Analytical Modeling of Part Distortion in Metal Additive Manufacturing,” International Journal of Advanced Manufacturing Technology (SCI listed), doi: 10.1007/s00170-020-05065-8, 2020.
78.    Mirkoohi, E., Tran, H. C., Lo, Y. L., Chang, Y. C., Lin, H. Y., and Liang, S. Y., “Analytical Mechanics Modeling of Residual Stress in Laser Powder Bed Considering Flow Softening and Hardening,” The International Journal of Advanced Manufacturing Technology (SCI listed), doi: 10.1007/s00170-020-05304-y, Vo. 107, pp. 4159-4172, 2020.
79.    Zhao, Z., Liu, X., Yue, C., Zhang H., Li, R., and Liang, S. Y., “Time-varying Analytical Model of Ball-end Milling Tool Wear in Surface Milling,” International Journal of Advanced Manufacturing Technology (SCI listed), Vol. 108, No. 3, pp. 1109–1123, May 2020.
80.    Ning, J., Wang, W., Ning, X., Sievers, D. E., Garmestani, H., Liang, S. Y., “Analytical Thermal Modeling of Powder Bed Metal Additive Manufacturing Considering Powder Size Variation and Packing,” Materials (SCI listed), Vol. 13, No. 8, doi: 10.3390/ma13081988, 2020.
81.    Zhang M., Liu, X., Yue, C., Liang, S. Y., Li H., Liu Z., “Study on Constitutive Model of Titanium Alloy with Strain-temperature Coupling and High Temperature Dynamic Crystallization,” accepted by Mechanical Science and Technology for Aerospace Engineering (in Chinese), 2020.
82.    Zhao, Z., Liu, X., Yue, C., Li, R., Zhang H., and Liang, S. Y., “Tool Quality Life during Ball End Milling of Titanium Alloy Based on Tool Wear and Surface Roughness Models,” Applied Sciences (SCI listed), doi:10.3390/app10093316, Vol. 10, No. 9, 3316, May 2020.
83.    Mirkoohi, E., Tran, H. C., Lo, Y. L., Chang, Y. C., Lin, H. Y., and Liang, S. Y., “Analytical Modeling of Residual Stress in Laser Powder Bed Fusion Considering Part’s Boundary Condition,“ Crystals (SCI listed), 10, 337; doi:10.3390/cryst10040337, 2020.
84.    Chen, Z., Yue, C., Liang, S. Y., Liu, X., Li, H., and Li, X., “Iterative Form Error Prediction for Side-milling of Thin-walled Parts,” International Journal of Advanced Manufacturing Technology (SCI listed), Vol. 107, pp. 4173-4189, April 2020.
85.    Mu D., Liu, X., Yue, C., Liang, S. Y., Chen Z., Li H., Xu M., “Research on Wear Status Recognition of Milling Cutter by Deep Learning and Multi-signal Fusion,” accepted by Mechanical Science and Technology for Aerospace Engineering (in Chinese), Sept 2020.
86.    Mirkoohi, E., Dobbs, J. R., and Liang, S. Y., “Analytical Mechanics Modeling of In-Process Thermal Stress Distribution in Metal Additive Manufacturing”, Journal of Manufacturing Processes (SCI listed), (58), pp. 41-54, 2020.
87.    Yue, C., Hao, X., Ji, X., Liu, X., Liang, S. Y., Wang, L., and Yan, F., “Analytical Prediction of Residual Stress in the Machined Surface during Milling,” Metals (SCI listed), Vol. 10, No. 4, 498, April 2020.
88.    Lu, X. H., Jia, Z. Y., Zhang, H. X., Qiao, J., H., Feng, J. H., and Liang, S. Y., “Simulation of Micro-milling Inconel 718 Considering Scale Effect,” International Journal of Advanced Manufacturing Technology (SCI listed), Vol. 108, N. 3, pp. 671-681, May 1, 2020.
89.    Wei, X., Yue, C., Liu, X., Yan, F., Wei, S., Liang, S. Y. “Modeling and Experimental Study of Axial Ultrasonic Vibration-assisted Milling Force,” Mechanical Science and Technology for Aerospace Engineering (in Chinese), Dec 2020.
90.    Mirkoohi, E., Seivers, D. E., Garmestani, H., and Liang, S. Y., ”Thermo-Mechanical Modeling of Thermal Stress in Metal Additive Manufacturing Considering Elastoplastic Hardening,” CIRP Journal of Manufacturing Science and Technology (SCI listed), Vol. 28, pp. 52-67, 2020.
91.    Hao, X., Yue, C., Liu, X., Wang, L., Liang, S. Y., and Nan, Y., “Modeling of Convex Surface Topography in Milling Process,” Metals (SCI listed), 10, 1218, doi 10.3390/met10091218, 2020.
92.    Lu, X., Luan, Y., Meng, X., Feng, J., and Liang, S. Y., “Prediction Model of Cutting Force in Micro-milling Single Crystal Copper,” accepted by International Journal of Manufacturing Research (EI listed), 2020.
93.    Feng, Y., Hsu, F.-C., Lu, Y.-T., Lin, Y.-F., Lin, C.-T., Lin, C.-F., Lu, Y.-C., and Liang, S. Y., “Force Prediction in Ultrasonic Vibration-assisted Milling,” Machining Science and Technology (SCI listed), doi: 10.1080/10910344.2020.1815048, 2020.
94.    Wu, C., Dong, W., Zhu L., Zhang, J., Xu, L. and Liang, S. Y., “Modeling of Grinding Chip Thickness Distribution based on Material Removal Mode in Grinding of SiC Ceramics” Journal of Advanced Mechanical Design, Systems, and Manufacturing (SCI listed), Vol. 14, No. 1, doi: 10.1299/jamdsm.2020jamdsm001, 2020.
95.    Ding, Z., Sun, G., Guo, M., Jiang, X., Li, B., and Liang, S.Y., “Effect of Phase Transition on Micro-grinding-induced Residual Stress,” Journal of Materials Processing Technology (SCI listed), Vol. 281, doi: 10.1016/j.jmatprotec.2020.116647, 2020.
96.    Mirkoohi, E., Li, D., Garmestani, H., and Liang, S. Y., “Analytical Modeling of Residual Stress in Metal Additive Manufacturing Considering Volume Conservation in Plastic Deformation,” Modelling (SCI listed), 1(2), pp. 242-259, 2020.
97.    Li, H., Liu, X., Yue, C., Li, X., Liang, S. Y., and Wang, L., “Automatic Recognition and Detection System for Cutter Wear,” Journal of Computer Applications, Vol.41, pp. 259-263, June 2020.
98.    Ding, Z., Sun, G., Jiang, X., and Liang, S.Y., “Cubic Boron Nitride Wheel Topography Effects on Phase Transformation of Maraging C250 Steel and Grinding Surface Quality” International Journal of Advanced Manufacturing Technology (SCI listed), Vol. 108, pp. 2881–2893, 2020.
99.    Feng, Y., Hsu, F.-C., Lu, Y.-T., Lin, Y.-F., Lin, C.-T., Lin, C.-F., Lu, Y.-C., and Liang, S. Y., “Temperature Prediction of Ultrasonic Vibration-assisted Milling,” Ultrasonics (SCI listed), 108, doi: 10.1016/j.ultras.2020.106212, 2020.
100.    Luan, Y. H., Meng, X. Y., Xue, L., Liang, S. Y., and Lu, X. H., “Simulation of a Micro-milling Single Crystal Copper Process based on Crystal Plastic Constitutive Theory,” Simulation (SCI listed), Vol. 96, N. 12, pp. 957-968, December 2020.
101.    Liu, Z., Yue, C., Li, X., Liu, X., Liang, S. Y., and Wang, L., “Research on Milling Tool Wears Prediction based on 3-D Finite Element Process Simulation,” Journal of Manufacturing and Materials Processing (ESCI listed), 4, 121, doi: 10.3390/jmmp4040121, 2020.
102.    Feng, Y., Hsu, F.-C., Lu, Y.-T., Lin, Y.-F., Lin, C.-T., Lin, C.-F., Lu, Y.-C., and Liang, S. Y., “Tool Wear Rate Prediction in Ultrasonic Vibration-ssisted Milling,” Machining Science and Technology (SCI listed), doi: 10.1080/10910344.2020.1752240, April 2020.
103.    Chen, Z, Liu, X., He, G., Yue, C., Wang, L., Liang, S. Y., “An iteration-based Algorithm for Two-pass Flute Grinding of Slide Round Milling Tools,” The International Journal of Advanced Manufacturing Technology (SCI listed), Vol. 111, No. 9, pp. 2533-2543. 2020.
104.    Lin, C-J, Lui, Y-T, Lin, Y-F, Wang, H-B, Liang, S. Y., Wang, J-J J., “Analytical Prediction of Shearing and Ploughing Constants in Milling of Inconel 718,” Journal of Manufacturing and Materials Processing (ESCI listed), doi: 10.3390/jmmp5010008, 5, 8, 2021.
105.    Jia, Z. Y., Lu, X. H., Gu, H., Ruan, F. X., and Liang, S. Y., “Deflection Prediction of Micro-milling Inconel 718 Thin-walled Parts,” Journal of Materials Processing Technology (SCI listed), doi: https://authors.elsevier.com/a/1cFiR3I6Alcnc2, 2021.
106.    Zhang, A., Liu, X., Yue, C., Li, R., Liang, S.Y., Wang, L., “Velocity Effect Sensitivity Analysis of Ball-End Milling Ti-6Al-4V,” International Journal of Advanced Manufacturing Technology (SCI listed), pp. 1-20. 2021.
107.    Jia, Z. Y., Lu, X. H., Yang, K., Sun, X. D., and Liang, S. Y., “Stability of Micro-milling Micro-scale Thin-walled Parts Process,” International Journal of Advanced Manufacturing Technology (SCI listed), Vol. 112, N. 5-6, pp. 1529-1544, January 2021.
108.    Lu, X. H., Ruan, F. X., Han, P. Z., Zou, Y. and Liang, S. Y., “Comprehensive Laboratory Testing and Perform Evaluation of Chain-type Tool Magazine and ATC,” International Journal of Manufacturing Research (EI listed), Vol. 16, No. 4, 2021.
109.    Mirkoohi, E., Li, D., Garmestani, H., and Liang, S. Y., “Residual Stress Modeling Considering Microstructural Evolution in Metal Additive Manufacturing,” Journal of Manufacturing Processes (SCI listed), Vol. 68, pp. 383-397, 2021.
110.    Yu F., Li M., Yan F., Liu, X., Liang, S. Y. “A Prediction Method of Milling Stability based on Multi-step Backtracking Algorithm,” Journal of Vibration and Shock (In Chinese) (EI listed), Vol. 40, No. 1, pp. 102-109, 2021.
111.    Mirkoohi, E., Mahdavi, M., Li, D., Garmestani, H., and Liang, S. Y., “Microstructure Affected Residual Stress Prediction Based on Mechanical Threshold Stress in Direct Metal Deposition of Ti-6Al-4V,” The International Journal of Advanced Manufacturing Technology (SCI listed), doi: 10.1007/s00170-020-06526-w, Vol. 112, 1705-1712, 2021.
112.    Zhang, A., Yue, C., Liu, X., and Liang, S. Y., “Study on the Formation Mechanism of Surface Adhered Damage in Ball-End Milling Ti6Al4V,” Materials (SCI listed), Vol. 14, 7143, doi: 10.3390/ma14237143, 2021.
113.    Zhao, M., Mao J., Ji, X., Feng, Y., and Liang, S. Y., “Effect of Crystallographic Orientation on Residual Stress Induced in Micro-grinding,” International Journal of Advanced Manufacturing Technology (SCI listed), Vol. 112, pp. 1271–1284, 2021.
114.    Mirkoohi, E., Tran, H. C., Lo, Y. L., Chang, Y. C., Lin, H. Y., and Liang, S. Y., “Mechanics Modeling of Residual Stress Considering Effect of Preheating in Laser Powder Bed Fusion,” Journal of Manufacturing and Materials Processing (ESCI listed), doi: 10.3390/jmmp5020046, Vol. 5, 46, 2021.
115.    Yue, D., Yue, C., Liu, X., Zhang, A., Li, M., Liang, S. Y., Li, M., “Analysis of Cutting Performance of the Tool Based on FEM and Grey-fuzzy Analytic Hierarchy Process,” International Journal of Advanced Manufacturing Technology (SCI listed), doi: 10.1007/s00170-021-08013-2, 2021.
116.    Zou, P., Rajora, M., and Liang, S. Y., “Obtaining Multiple Process Parameter Combinations using a Supervised Clustering-Optimization Approach,” International Journal of Industrial Engineering: Theory, Applications, and Practice (SCI listed), 27(4), pp.515-526, 2021.
117.    Wang, W., Ning, J., Liang, S. Y., “In-Situ Distortion Prediction in Metal Additive Manufacturing Considering Boundary Conditions,” International Journal of Precision Engineering and Manufacturing (SCI listed), 22, pp, 909–917, 2021.
118.    Meng, B., Liu, Li, X., Li, M., Liang, S. Y., Wang, L., Wang, Z., “Uniformity, Periodicity, and Symmetry Characteristics of Forces Fluctuation in Helical-Edge Milling Cutter,” Applied Sciences (SCI listed), doi: 10.3390/app11062693, 11, 2693, 2021
119.    Rajora, M., Zou, P., and Liang, S. Y., “Multimodal Optimization of Permutation Flow-Shop Scheduling Problems using a Clustering Genetic-Algorithm Based Approach,” Applied Science (SCI listed), 11, 3388. doi: 10.3390/app11083388, 2021.
120.    Lu, X. H., Luan, Y. H., Hou, P. R. and Liang, S. Y., “Characteristics and Mechanism of Top Burr Formation in Micro-milling LF21” Journal of Manufacturing Science and Engineering-Transactions of the ASME (SCI listed), Vol. 143, N. 7, doi: 10.1115/1.4049650, 2021.
121.    Wang, W., Ning, J., Liang, S. Y., “Prediction of Lack-of-Fusion Porosity in Laser Powder-Bed Fusion Considering Boundary Conditions and Sensitivity to Laser Power Absorption,” The International Journal of Advanced Manufacturing Technology (SCI listed), doi: 10.1007/s00170-020-06224-7, Vol. 112, pp. 61-70, 2021.
122.    Zou, P., Rajora, M., and Liang, S. Y., “A Two-stage Filter Split-Optimization Approach for Obtaining Multiple Solutions with Identical Objective Value,” Machines (SCI listed), 9, 65. doi: 10.3390/machines9030065, 2021.
123.    Hoar, E., Sahoo, S., Mahdavi, M., Liang, S. Y., Roy, S., and Garmestani, H., “Statistical Modeling of Microstructure Evolution in a Ti-6Al-4V Alloy during Isothermal Compression,” Acta Materialia (SCI listed), Vol. 210, doi: 10.1016/j.actamat.2021.116827, 2021.
124.    Cai, L. and Liang, Sy. Y., “Analytical Modelling of Temperature Distribution in SLM Process with Consideration of Scan Strategy Difference between Layers,” Materials (SCI listed), 14, 1869. doi: 10.3390/ma14081869, 2021.
125.    Wang, W., Ning, J., and Liang, S. Y., “In‑Situ Distortion Prediction in Metal Additive Manufacturing Considering Boundary Conditions,” International Journal of Precision Engineering and Manufacturing (SCI listed), Vol. 22, pp. 909-917, 2021.
126.    Ding, Z., Guo, F., Guo W., Sun, G., Lin, J., Wu, C., and Liang, S. Y., “Investigations on Grain Size Characteristics in Microstructure during Grinding of Maraging Steel 3J33,” Journal of Manufacturing Processes, (SCI listed), Vol. 69, pp. 434-450, 2021.
127.    Liu, X., Liu, S., Li, X., Zhang, B., Yue, C., and Liang, S. Y., “Intelligent Tool Wear Monitoring based on Parallel Residual and Stacked Bidirectional Long Short-term Memory Network,” Journal of Manufacturing Systems (SCI listed), Vol. 60, pp. 608-619, 2021.
128.    Liu, X., Zhang, B., Li, X., Liu, S., Yue, C., and Liang, S. Y., “An Approach for Tool Wear Prediction using Customized Dense Net and GRU Integrated Model based on Multi-sensor Feature Fusion,” accepted by Journal of Intelligent Manufacturing (SCI listed), 2021.
129.    Liu, X., Wang, Z., Li, M., Yue, C., Liang, S. Y., and Wang, L. “Feature Extraction of Milling Chatter based on Optimized Variational Mode Decomposition and Multi-scale Permutation Entropy,” International Journal of Advanced Manufacturing Technology (SCI listed), Vol. 114, Issue 9-10, pp. 2849-2862, 2021.
130.    Du, Y., Yue, C., Li, X., Liu, X., and Liang, S. Y., “Research on Breakage Characteristics in Side Milling of Titanium Alloy with Cemented Carbide End Mill,” International Journal of Advanced Manufacturing Technology (SCI listed), doi: 10.1007/s00170-021-07938-y, 2021.
131.    Ding, Z., Sun, J., Jiang, X., Wu, C., and Liang, S. Y., "Thermal Analysis of 3J33 Grinding under Minimum Quantity Lubrication Condition," International Journal of Precision Engineering and Manufacturing-Green Technology (SCI listed), doi: 10.1007/s40684-021-00391-y, 2021.
132.    Rajora, M., Zou, P., and Liang, S. Y., “An Improved Approach for Solving Hierarchically Coupled Constrained Optimization Problem in Simultaneous Optimization of Neural Network Structure and Weights,” International Journal of Industrial Engineering: Theory, Applications, and Practice (SCI listed), Vol. 28, Issue 2, pp. 148-161, 2021.
133.    Wang, W., Ning, J., and Liang, S. Y., “Analytical Prediction of Balling, Lack-of-fusion and Keyholing Thresholds in Powder Bed Fusion,” Applied Sciences (SCI listed), Vol. 11(24), p.12053, doi: 10.3390/app112412053, 2021.
134.    Wang, W., and Liang, S. Y., “Physics-based Predictive Model of Lack-of-Fusion Porosity in Laser Powder Bed Fusion Considering Cap Area”, Crystals (SCI listed), Vol. 11(12), p.1568, doi: 10.3390/cryst11121568, 2021.
135.    Lu, X. H., Gu, H., Ruan, F. X., Meng, X. Y., and Liang, S. Y., “Force Prediction of Micro-milling Inconel 718 Thin-walled Parts Based on Cutting Process Simulation,” accepted by Journal of Northeastern University (Natural Science) (EI listed), 2021.
136.    603.  Ji, X., Wang, Y. F., and Liang, S. Y., “Simulation of Temperature Field in Selective Laser Considering Melt Pool Flow Effect,” Applied Laser, Vol. 42, No. 8, 2022.
137.    Meng, B., Li, M., Liu, X., Wang, L., Liang, S. Y., and Wang, Z., “Research Progress on the Architecture and Key Technologies of Machine Tool Intelligent Control System”, Journal of Mechanical Engineering (In Chinese) (EI listed), Vol 57, No 9, pp. 147-166, 2021.
138.    Li, X., Liu, X., Yue, C., Liu, S., Zhang, B., Li, R., Liang, S. Y., and Wang, L. “A Data-driven Approach for Tool Wear Recognition and Quantitative Prediction based on Radar Map Feature Fusion”, Measurement (SCI listed), Vol.185, doi: 10.1016/j.measurement.2021.110072, 2021.
139.    Lu, X. H., Sun X. D., Xue L. and Liang, S. Y., “Surface Topography Simulation and Roughness Prediction of Micro-milling Single Crystal Copper,” accepted by International Journal of Nanomanufacturing (EI listed), 2021.
140.    Liu, X., Li, X., Ding, M., Yue C., Wang, L., Liang, S. Y., and Zhang, B., “Intelligent Management and Control Technology of Cutting Tool Life-cycle for Intelligent Manufacturing,” Journal of Mechanical Engineering (In Chinese) (EI listed), Vol 57, No 10, pp. 196-219, 2021.
141.    Lu, X. H., Luan, Y. H., Meng, X. Y., Zhou, Y., and Liang, S. Y., “Temperature Distribution and Mechanical Properties of FSW Medium Thickness 2219 Aluminum Alloy”, accepted by International Journal of Advanced Manufacturing Technology (SCI listed), 2021.
142.    Du, Y., Yue, C., Li, X., Liu, X., and Liang, S. Y., “Analytical Modeling of Tool Failure Boundary Map in Milling Titanium Alloy,” Part B: Journal of Engineering Manufacture (SCI listed), doi: 10.1177/09544054211043981, 2021.
143.    Chen, Z., Yue, C., Liu, X., Liang, S. Y., Wei, X., and Du, Y., ”Surface Topography Prediction Model in Milling of Thin-walled Parts Considering Machining Deformation,” Materials (SCI listed), 14, 7679, doi: 10.3390/ma14247679, 2021.
144.    Ji, X., Wang, Y. F., and Liang, S. Y., “Analytical Modeling of Temperature Evolution in Laser Powder Bed Fusion Considering the Size and Shape of the Build Part”, Journal of Materials Processing Technology (SCI listed), doi: 10.1016/j.jmatprotec.2021.117452, Vol. 301, 117452, 2022.
145.    Mahdavi, M., Liang, S. Y., and Garmestani, H., “Prediction of Yield Strength of Selective Laser MeltedTi-6Al-4V Alloy Using Melt Pool Geometry,” ASME Trans, Journal of Engineering Materials and Technology (SCI listed). doi:10.1115/1.4051564, Vol. 144(1), 2022.
146.    Wang, W., Garmestani, H., and Liang, S. Y., “Prediction of Upper Surface Roughness in Laser Powder Bed Fusion”, Metals (SCI listed), Vol. 12(1), p.11, doi: 10.3390/met12010011, 2022.
147.    Wang, W. and Liang, S. Y., “Prediction of Molten Pool Height, Contact Angle and Balling Occurrence in Laser Powder Bed Fusion”, The International Journal of Advanced Manufacturing Technology (SCI listed), doi: 0.1007/s00170-021-08633-8, 2021.
148.    Yue, C. Zhang, J., Liu, X., Chen, Z., Liang, S. Y., and Wang, L., “Research Progress on Machining Deformation of Thin-walled Parts in Milling Process,” accepted by Chinese Journal of Aeronautics, 2021.
149.    Alaghmandfard, R., Mahdavi, M., Seraj, P., Pirgazi, H., Chalasani, D., Amirkhiz, B. S., Kestens, L., Odeshi, A., Liang, S., Garmestani, H., and Mohammadi, M., “Characterization and Statistical Modeling of Texture and Microstructure Evolution in Dynamically Fractured Electron Beam Melted Ti-6Al-4V,” Acta Materialia (SCI listed), doi: 10.2139/ssrn.3949514, 2021.
150.    Ding, Z., Guo, F., Guo, W., Sun, G., Lin, J., Wu, C., and Liang, S. Y., “Investigations on Grain Size Characteristics in Microstructure during Grinding of Maraging Steel 3J33,” Journal of Manufacturing Processes, (SCI Archived), 2021 (in print).
151.    Zhou, H., Zhang, Q., Wu, C., You, Z., Liu, Y. and Liang, S. Y. “An Effective Selective Assembly Model for Spinning Shells Based on the Improved Genetic Simulated Annealing Algorithm (IGSAA),” International Journal of Advanced Manufacturing Technology (SCI listed), doi: 0.1007/s00170-021-08580-42021.
152.    Wang, W., Garmestani, H., and Liang, S. Y., “Prediction of Molten Pool Size and Vapor Depression Depth in Keyhole Melting Mode of Laser Powder Bed Fusion”, The International Journal of Advanced Manufacturing Technology (SCI listed), doi: 10.1007/s00170-021-08295-6 2021.
153.    Wang, W., Ning, J., and Liang, S. Y., “Analytical Prediction of Keyhole Porosity in Laser Powder Bed Fusion”, accepted by The International Journal of Advanced Manufacturing Technology (SCI listed), 2021, (in print).

B.  Referred Conference Papers

154.    Feng, Y., Hung, T.-P., Lu, Y.-T., Lin, Y.-F., Hsu, F.-C., Lin, C.-F., Lu, Y.-C., and Liang, S. Y., “Prediction of Surface Hardness in Laser-assisted Milling,” Proceedings, ASME 14th International Manufacturing Science and Engineering Conference (MSEC) (EI listed), 2019, USA, June 10–14, 2019.
155.    Liang, S. Y., Ning, J., and Mirkoohi, E., “A Closed-form Solution for Temperature Prediction in Selective Laser Melting Considering Boundary Condition” Proceedings, 3rd International Conference on Advanced Manufacturing and Materials (ICAMM) (EI listed), Beijing, May 29-31, 2019.
156.    Liang, S. Y., Lu, Y., and Xie, R., “Intelligent Diagnosis and Signal Processing of Vibration Signal from Rotating Machinery”, Proceedings, 1st International Conference on Advances in Signal Processing and Artificial Intelligence (ASPAI), 2019, Barcelona, Spain, March 20-22, 2019.
157.    Lu, X. H., Wang, F. R., Yang K., Feng, Y. X., and Liang, S. Y., “An Indirect Method for the Measurement of Micro-milling Forces,” Proceedings, 14th International Manufacturing Science and Engineering Conference (MSEC), (EI listed), 2019, Erie, PA, June 10-14, 2019.
158.    Mirkoohi, E., Sievers, D. E., and Liang, S. Y.,”Effect of Time Spacing and Hatching Space on Thermal Material Properties and Melt Pool Geometry in Additive Manufacturing of S316L,” Proceedings, ASME 14th International Manufacturing Science and Engineering Conference, (MSEC) (EI listed), Erie, PA, June 10-14, 2019.
159.    Liang, S. Y., Feng, Y., and Ning, J., “Predictive Manufacturing: Subtractive and Additive,” Proceedings, 4th International Conference on Manufacturing Technologies (ICMT), Seattle, January 17-20, 2020.
160.    Mirkoohi, E., Sievers, D.E., and Liang, S. Y., ”Analytical Modeling of Residual Stress in Metal Additive Manufacturing,” Proceedings, ASME 15th International Manufacturing Science and Engineering Conference (MSEC) (EI listed), 2020.
161.    Liang, S. Y., “Non-iterative Prediction of Metal Additive Manufacturing,” Proceedings, 11th International Conference on Advanced Materials Research (ICAMR), Singapore, January 21-24, 2021.
162.    Zhao, M., Ji, X., and Liang, S. Y., “Modeling of Residual Stress in Micro-Grinding Considering Texture Effect,” Paper No. IMECE2021-69724, Proceedings, International Mechanical Engineering Congress & Exposition (IMECE), 2021.
163.    Lu, X. H., Qiao, J. H.., Luan Y. H., Han, Z. S., and Liang, S. Y., “Influence of Mesh Density on Repeatability of FSW Process Simulation based on DEFORM”, 2021 3rd International Conference on Computer, Communications and Mechatronics Engineering (CCME2021)/IOP Journal of Physics: Conference Series (ISSN: 1742-6596), (EI listed), 2021, Xiamen, China, December 17-18, 2021.

C. Submitted Journal Papers

1.    Kuttolamadom, M. A., Niaki, F. A., Huang, Y., Kurfess, T., Liang, S., Mears, L., Ozel, T., Ulutan, D., and Wang, J., “State-of-the-Art Review on Machining Tool Wear Mechanisms and Modeling,” submitted to Machining Science and Technology (SCI listed), (under review).
2.    Mirkoohi, E., Dobbs, J. R., and Liang, S. Y., “An Analytical Modeling of the Residual Stress Considering the Dynamic Recrystallization,” submitted to SME Journal of Manufacturing Processes (SCI listed), (under review).
3.    Mirkoohi, E., Hong, C. T.,Yo, Y. L., and Liang, S. Y., “Flow Softening and Microstructure Evolution Affected Residual Stress in Laser Powder Bed Fusion,” submitted to International Journal of Advanced Manufacturing Technology (SCI listed), (under review).
4.    Mirkoohi, E., Seivers, D. E., Garmestani, H., and Liang, S. Y., ”Effects of Scan Strategy on Thermal Properties and Temperature Field in Selective Laser Melting,” submitted to CIRP Journal of Manufacturing Science and Technology (SCI listed), (under review).
5.    Cai, L., Feng, Y., and Liang, S. Y., “Analytical Modeling of Residual Stress in End-Milling with Minimum Quantity Lubrication,” submitted to Mechanics & Industry (SCI listed), (under review).
6.    Cai, L., Feng, Y., and Liang, S. Y., “Analytical Modelling of End-Milling Forces with Minimum Quantity Lubrication,” submitted to International Journal of Precision Engineering and Manufacturing (SCI listed), (under review).
7.    Mirkoohi, E., Tran, H. C., Lo, Y. L., Chang, Y. C., Lin, H. Y., and Liang, S. Y., “Effect of Pre-Heating on Residual Stress in Powder Bed Fusion,” submitted to Meccanica (SCI listed), (under review).
8.    Cai, L., Feng, Y., Lu, Y., Lin, Y., Hsu, F., Hung, T. and Liang, S. Y., “Analytical Prediction of Milling Temperature with Minimum Quantity Lubrication,” submitted to Journal of Materials Processing Technology (SCI listed), (under review).
9.    Wang, W., Ning, J., Liang, S. Y., “Prediction of Keyhole Porosity in Laser Powder-bed Fusion Additive Manufacturing,” submitted to Advances in Manufacturing (SCI listed), (under review).
10.    Liu, X. Wang, Z., Li, M., Yue, C., Liang, S. Y., Wang, L., "Milling Chatter Feature Extraction based on PSO-CE-VMD and MPE," submitted to International Journal of Advanced Manufacturing Technology (SCI listed), (under review).
11.    Mahdavi, M., Liang, S. Y., and Garmestani, H., “Prediction of the β-phase Crystallographic Texture and its Effect on the Strength of Selective Laser Melted Ti-6Al-4V,” submitted to Journal of Manufacturing Processes (SCI listed), (under review).
12.    Cai, L., Feng, Y., and Liang, S. Y., “Analytical Model for Flank Tool Wear Prediction in End Milling with Minimum Quantity Lubrication,” submitted to Tribology Letter (SCI listed), (under review).
13.    Mirkoohi, E., Tran, H. C., Lo, Y. L., Chang, Y. C., Lin, H. Y., and Liang, S. Y., “Effect of Powder Layer Thickness on Residual Stress in Powder Bed Fusion,” submitted to Meccanica (SCI listed), (under review).
14.    Mirkoohi, E., Tran, H. C., Lo, Y. L., Chang, Y. C., Lin, H. Y., and Liang, S. Y., “Effect of Hatch Spacing on Residual Stress in Powder Bed Fusion,” submitted to Journal of Mechanical Science (SCI listed), (under review).
15.    Lu, X. H., Gu, H., Ruan, F., Meng, X., Liang, S. Y., “Force Prediction of Micro-milling Inconel 718 Thin-walled Parts," submitted to Journal of Mechanical Science and Technology (SCI listed), (under review).
16.    Mahdavi, M., Liang, S. Y., and Garmestani, H., “Inverse Modeling: Calculation of Corresponding Additive Manufacturing Process Parameters to the Deformation Behavior of Selective Laser Melted Ti-6Al-4V Alloy,” submitted to International Journal of Advanced Manufacturing Technology (SCI listed), (under review).
17.    Cai, L., Feng, Y., and Liang, S. Y., “Analytical Model for Flank Tool Wear Prediction in End Milling with Minimum Quantity Lubrication,” submitted to Journal of Friction and Wear (SCI listed), (under review).
18.    Wang, Z., Liu, X. H., Li, M., Wang, L., Liang, S. Y., and Yu, F., “Multi-point Contact Stability Prediction considering Deformation Effect in Milling Thin-walled Parts,” Journal of Mechanical Engineering, (under review).
19.    Lu, X. H., Hou, P. R., Luan, Y. H., Sui, G. C., and Liang, S. Y., “Surface Roughness Prediction of Micro-milling Aluminum Alloy LF21 Side Wall,” submitted to International Journal of Machining and Machinability of Materials (ESCI listed). 2021 (under review).
20.    Zhao, Z., Zhang, H., Yue, C., Li, R., Liang, S. Y., “Wear Distribution Characteristics of Carbide Ball End Milling Tool Focusing on Tool Path and Posture,” submitted to International Journal of Mechanical Sciences (SCI listed), (under review).
21.    Mostafa Mahdavi, Steven Liang, Hamid Garmestani. “3D Microstructure Prediction of Additively Manufactured Metallic Materials,” submitted to Journal of Additive Manufacturing (SCI listed). (under review).
22.    Lu, X. H., Qiao, J. H., Wang, Y. Q., Ma, H., and Liang, S. Y., “Error Analysis of Measuring 3D Coordinate Based on Double PSDs,” submitted to Transactions of the Institute of Measurement and Control (SCI listed), (under review).
23.    Yue, C., Du, Y., Li, X., Chen, Z., Liu, X., Liang, S. Y., and Wang, L., “Analytical Modeling of Tool Rake Face Wear in Milling,” submitted to Journal of Mechanical Engineering (EI listed), (under review)
24.    Wang, W., Garmestani, H., Liang, S. Y., “Prediction of Molten Pool Dimensions and Vapor Depression Depth in Keyhole Melting Mode of Laser Powder Bed Fusion,” submitted to The International Journal of Advanced Manufacturing Technology (SCI listed), (under review).
25.    Wang, Zhixue, Liu, Xian Li, Li, Maoyue, Wang, L., Liang, S. Y., "Multi-point Contact Chatter Stability Prediction Considering Deformation Effect in Milling Thin-walled Parts,” submitted to Shock and Vibration (SCI listed), (under review).
26.    Hu, D., Yue, C., Zhang, A., Liu, X., Liu Z., and Liang, S. Y., “Simulation of Engine Valve Guide Reaming Process and Blade Optimization,” submitted to Mechanical Science and Technology for Aerospace Engineering, (under review).
27.    Wang, W., Liang, S. Y., “Analytical Prediction of Keyhole Porosity Volume Fraction in Laser Powder Bed Fusion,” submitted to Advances in Manufacturing (SCI listed), (under review).
28.    Wei, X., Sun, Q., Liu, X. H., Yue, C., Liang, S. Y., and Wang, L., “Research on Parallel Distributed Clustering Algorithm Applied to Milling Parameter Optimization,” submitted to International Journal of Advanced Manufacturing Technology (SCI listed), (under review)
29.    Wei, X., Yue, C., Hu, D., Liu, X., Ding, Y., and Liang, S. Y., “Research on Surface Roughness of Supersonic Vibration Auxiliary Side Milling for Titanium Alloy,” submitted to Chinese Journal of Mechanical Engineering, (under review).
30.    Wang, W. and Liang, S. Y., “A 3D Complete Analytical Modeling Method for Keyhole Porosity Prediction in Laser Powder Bed Fusion,” submitted to International Journal of Advanced Manufacturing Technology (SCI listed), (under review).
31.    Zhao, Z, Liu, X., Li, R., Zhang, H., Yue, C. and Steven Y. Liang. “Tool Wear Distrbution Modelling Based Time Varying Wear Model,” submitted to Wear (SCI listed), (under review).
32.    Sun, Y., Liu, X., and Liang, S. Y., “Surface Roughness Prediction Method of Titanium Alloy Milling-based Platform,” submitted to International Journal of Advanced Manufacturing Technology (SCI listed), (under review)
33.    Liu, X., Sun, Y., Yue, C., Wei, X., Sun, Q., Liang, S. Y, Wang, L., and Qin, Y., “Surface Roughness Prediction Method of Titanium Alloy Milling based on CDH Platform,” submitted to The International Journal of Advanced Manufacturing Technology (SCI listed), (under review).
34.    Lu, X. H., Sun, X. D., Sun, S. X., Qian, J. Y., and Liang, S. Y., “Numerical Simulation of Thermal Field of FSW Medium Thickness 2219 Aluminum Alloy,” submitted to China Welding, (under review).
35.    Wang, S., Liu, X., and Liang, S. Y., “Numerical Calculation of Grinding Wheel Wear for Spiral Groove Grinding,” submitted to International Journal of Advanced Manufacturing Technology (SCI listed), (under review)
36.    Lu, X. H., Qiao, J. H., Qian, J. Y., Sun, S. X., and Liang, S. Y., “Welding Parameters Optimization in Plunging and Dwelling Phase of FSW Medium Thickness 2219 Aluminum Alloy,” submitted to International Journal of Advanced Manufacturing Technology (SCI listed), (under review).
37.    Wang, W., Ning, J., Garmestani, H., and Liang, S. Y., “Analytical Prediction of Molten Pool Dimensions in Powder Bed Fusion Considering Process Conditions-Dependent Laser Absorptivity,” submitted to Applied Sciences (SCI listed), (under review).
38.    Wei, X., Liu, X., and Liang, S. Y., “Tool Wear State Recognition based on Feature Selection Method with Whitening Variational Mode Decomposition,” submitted to Robotics and Computer-Integrated Manufacturing (SCI listed), (under review)
39.    Li, X., Liu, X., Liang, S. Y., and Wang, L., “A Systematic Review on Tool Breakage Monitoring Techniques for Cutting Processes,” submitted to International Journal of Machine Tools and Manufacture (SCI listed), 2021. (under review)
40.    Lu, X. H., Meng X. Y., Sun, S. X., Luan, Y. H., Ma C., and Liang, S. Y., “Temperature Prediction of FSW Medium Thickness 2219 Aluminum Alloy based on Intelligent Algorithm,” submitted to International Journal of Manufacturing Research (EI listed) (under review).
41.    Wei, X., Liu, X., and Liang, S. Y., “Surface Roughness Prediction Framework for Flank Milling Ti6Al4V alloy based on IBAS- P loihBP Algorithm,” submitted to Soft Computing (SCI listed), (under review)
42.    Ding, Z., Guo, F., Sun, G., Guo, M., Lin, J., and Liang, S. Y., “Dislocation Density and Shear Texture Effects on Grinding Force during Grinding Maraging Steel 3J33,” submitted to Journal of Manufacturing Processes, (SCI Archived), (under review).