Multi-objective Gaussian process approach for robust optimization and prediction of carbonization process
暂无分享,去创建一个
[1] Abbas S. Milani,et al. Predictive modelling and optimization of carbon fiber mechanical properties through high temperature furnace , 2017 .
[2] Audun Jøsang. Generalising Bayes' theorem in subjective logic , 2016, 2016 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI).
[3] Ron Kohavi,et al. A Study of Cross-Validation and Bootstrap for Accuracy Estimation and Model Selection , 1995, IJCAI.
[4] Carl E. Rasmussen,et al. Gaussian Processes for Machine Learning (GPML) Toolbox , 2010, J. Mach. Learn. Res..
[5] S. Ozbek,et al. Strain-induced density changes in PAN-based carbon fibres , 2000 .
[6] I. Y. Kim,et al. Adaptive weighted-sum method for bi-objective optimization: Pareto front generation , 2005 .
[7] David Barber,et al. Bayesian reasoning and machine learning , 2012 .
[8] Ronald L. Rardin,et al. Optimization in operations research , 1997 .
[9] Christopher J. Paciorek,et al. Nonstationary Gaussian Processes for Regression and Spatial Modelling , 2003 .
[10] Ryutaro Fukushima. CARBON FIBERS , 2002 .
[11] Jus Kocijan,et al. Evolving Gaussian process models for prediction of ozone concentration in the air , 2013, Simul. Model. Pract. Theory.
[12] K. Shimazaki,et al. Studies on the Development of Polyacrylonitrile Based Activated Carbon Fiber. I. Studies on Preparation of Polyacrylonitrile Based Activated Carbon Fiber. , 1992 .
[13] Y. Censor. Pareto optimality in multiobjective problems , 1977 .
[14] Peter Morgan,et al. Carbon Fibers and Their Composites , 2005 .
[15] John E. Dennis,et al. Normal-Boundary Intersection: A New Method for Generating the Pareto Surface in Nonlinear Multicriteria Optimization Problems , 1998, SIAM J. Optim..
[16] A. Derré,et al. High temperature thermal and mechanical properties of high tensile carbon single filaments , 1996 .
[17] D. J. Johnson,et al. Structure-compressional property relations in carbon fibres , 1995 .
[18] Neil D. Lawrence,et al. Gaussian Processes for Big Data , 2013, UAI.
[19] T. L. Saaty,et al. The computational algorithm for the parametric objective function , 1955 .
[20] Carl E. Rasmussen,et al. A Unifying View of Sparse Approximate Gaussian Process Regression , 2005, J. Mach. Learn. Res..
[21] T. Breurch,et al. A simple test for heteroscedasticity and random coefficient variation (econometrica vol 47 , 1979 .
[22] Vladimir Vapnik,et al. Statistical learning theory , 1998 .
[23] T. Matsumoto,et al. Mesophase pitch and its carbon fibers , 1985 .
[24] Ahmad Fauzi Ismail,et al. A review of heat treatment on polyacrylonitrile fiber , 2007 .
[25] R. Moreton,et al. Carbon Fibres of High Strength and High Breaking Strain , 1967, Nature.
[26] Robert B. Gramacy,et al. Speeding Up Neighborhood Search in Local Gaussian Process Prediction , 2014, Technometrics.
[27] A. Ismail,et al. Post spinning and pyrolysis processes of polyacrylonitrile (PAN)-based carbon fiber and activated carbon fiber: A review , 2012 .
[28] David J. Fleet,et al. 3D People Tracking with Gaussian Process Dynamical Models , 2006, 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'06).
[29] F. Windmeijer,et al. An R-squared measure of goodness of fit for some common nonlinear regression models , 1997 .
[30] Yoshua Bengio,et al. No Unbiased Estimator of the Variance of K-Fold Cross-Validation , 2003, J. Mach. Learn. Res..
[31] G. C. Jain,et al. Length changes in PAN fibres during their pyrolysis to carbon fibres , 1978 .
[32] M. Matsuo,et al. Small angle X-ray scattering from voids within fibers during the stabilization and carbonization stages , 2003 .
[33] Carl Edward Rasmussen,et al. Advances in Gaussian Processes Tutorial at NIPS 2006 in Vancouver , 2006 .
[34] Michael E. Gorman,et al. Understanding Invention as a Cognitive Process: The Case of Thomas Edison and Early Motion Pictures, 1888-91 , 1990 .
[35] J. A. Morgan,et al. Calculation of the Residual Sum of Squares for all Possible Regressions , 1972 .
[36] M. Josephson. The Invention of the Electric Light , 1959 .
[37] Ian R. Harrison,et al. New aspects in the oxidative stabilization of PAN-based carbon fibers: II , 1996 .
[38] Tse-Hao Ko. The influence of pyrolysis on physical properties and microstructure of modified PAN fibers during carbonization , 1991 .
[39] Pradeep Mitra Ecspe,et al. REPORT NO , 2001 .
[40] Ratko Grbic,et al. Stream water temperature prediction based on Gaussian process regression , 2013, Expert Syst. Appl..
[41] Eyal Zussman,et al. Mechanical and structural characterization of electrospun PAN-derived carbon nanofibers , 2005 .
[42] L. P. Kobets,et al. Carbon fibres: structure and mechanical properties , 1998 .
[43] J. Hensman,et al. Damage localisation in delaminated composite plates using a Gaussian process approach , 2015 .
[44] Michalis K. Titsias,et al. Variational Learning of Inducing Variables in Sparse Gaussian Processes , 2009, AISTATS.
[45] Andrew A. Marino,et al. Use of carbon fibers in the reconstruction of knee ligaments. , 1991, Clinical orthopaedics and related research.
[46] J. Tsai,et al. The effect of the side chain of acrylate comonomers on the orientation, pore‐size distribution, and properties of polyacrylonitrile precursor and resulting carbon fiber , 1991 .
[47] R. Mathur,et al. Post spinning modification of PAN fibres — a review , 1997 .
[48] Tao Yu,et al. Reliable multi-objective optimization of high-speed WEDM process based on Gaussian process regression , 2008 .
[49] Carl E. Rasmussen,et al. Gaussian processes for machine learning , 2005, Adaptive computation and machine learning.
[50] Their Composites,et al. Composite Materials: Testing and Design (Eighth Conference) , 1988 .
[51] Lotfi A. Zadeh,et al. Optimality and non-scalar-valued performance criteria , 1963 .
[52] Erich Fitzer,et al. Optimization of stabilization and carbonization treatment of PAN fibres and structural characterization of the resulting carbon fibres , 1986 .
[53] Hamid Khayyam,et al. Stochastic optimization models for energy management in carbonization process of carbon fiber production , 2015 .
[54] R. Engle. Autoregressive conditional heteroscedasticity with estimates of the variance of United Kingdom inflation , 1982 .
[55] X. Qin,et al. A comparison of the effect of graphitization on microstructures and properties of polyacrylonitrile and mesophase pitch-based carbon fibers , 2012 .
[56] Soojin Park,et al. Precursors and Manufacturing of Carbon Fibers , 2015 .