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hybrid-model optimization algorithm based on the Gaussian process and particle swarm optimization for mixed-variable Research Article
Han YAN, Chongquan ZHONG, Yuhu WU, Liyong ZHANG, Wei LU
Frontiers of Information Technology & Electronic Engineering 2023, Volume 24, Issue 11, Pages 1557-1573 doi: 10.1631/FITEE.2200515
Keywords: Convolutional neural network Gaussian process Hybrid model Hyperparameter optimization Mixed-variable
Data Centric Design: A New Approach to Design of Microstructural Material Systems Article
Wei Chen, Akshay Iyer, Ramin Bostanabad
Engineering 2022, Volume 10, Issue 3, Pages 89-98 doi: 10.1016/j.eng.2021.05.022
Building processing, structure, and property (PSP) relations for computational materials design is at the heart of the Materials Genome Initiative in the era of high-throughput computational materials science. Recent technological advancements in data acquisition and storage, microstructure characterization and reconstruction (MCR), machine learning (ML), materials modeling and simulation, data processing, manufacturing, and experimentation have significantly advanced researchers’ abilities in building PSP relations and inverse material design. In this article, we examine these advancements from the perspective of design research. In particular, we introduce a data-centric approach whose fundamental aspects fall into three categories: design representation, design evaluation, and design synthesis. Developments in each of these aspects are guided by and benefit from domain knowledge. Hence, for each aspect, we present a wide range of computational methods whose integration realizes data-centric materials discovery and design.
Keywords: Materials informatics Machine learning Microstructure Reconstruction Bayesian optimization Mixed-variable
Frontiers of Mechanical Engineering 2022, Volume 17, Issue 3, doi: 10.1007/s11465-022-0691-5
Keywords: multifingered hand mechanism design robot safety variable stiffness actuator
Iteration framework for solving mixed lubrication computation problems
Frontiers of Mechanical Engineering 2021, Volume 16, Issue 3, Pages 635-648 doi: 10.1007/s11465-021-0632-8
Keywords: mixed lubrication discretization formula relative error Reynolds equation asperity
Perspective of mixed matrix membranes for carbon capture
Shinji Kanehashi, Colin A. Scholes
Frontiers of Chemical Science and Engineering 2020, Volume 14, Issue 3, Pages 460-469 doi: 10.1007/s11705-019-1881-5
Keywords: membranes polymeric mixed matrix impurities
Effect of variable heat capacities on performance of an irreversible Miller heat engine
Xingmei YE
Frontiers in Energy 2012, Volume 6, Issue 3, Pages 280-284 doi: 10.1007/s11708-012-0203-0
Keywords: Miller cycle variable heat capacity irreversibility parametric optimization
A neural network-based production process modeling and variable importance analysis approach in corn
Frontiers of Chemical Science and Engineering 2023, Volume 17, Issue 3, Pages 358-371 doi: 10.1007/s11705-022-2190-y
Keywords: big data corn to sugar factory neural network variable importance analysis
Hui Ching FAN, Hong Sen YAN
Frontiers of Mechanical Engineering 2012, Volume 7, Issue 1, Pages 5-15 doi: 10.1007/s11465-012-0310-y
Without modifying the cam contour, a cam mechanism with a variable input speed trajectory offers an
Keywords: cam mechanism variable input speed kinematic design dynamic design optimal design
Frontiers of Mechanical Engineering 2021, Volume 16, Issue 4, Pages 711-725 doi: 10.1007/s11465-021-0647-1
Keywords: variable stiffness actuator variable stiffness module drive module symmetrical structure double-deck
Zhigang LIU, Shaomin ZHU, Yansheng LI
Frontiers of Environmental Science & Engineering 2012, Volume 6, Issue 1, Pages 45-50 doi: 10.1007/s11783-010-0262-6
Keywords: aluminum (Al) form resins desalination mixed bed (MB) regeneration
Frontiers of Environmental Science & Engineering 2022, Volume 16, Issue 1, Pages 6-6 doi: 10.1007/s11783-021-1440-4
• MPs were analyzed throughout three WWTPs with mixed domestic–industrial
Keywords: Microplastic Wastewater treatment plant Mixed domestic-industrial influent Characteristic Daily fluctuation
Frontiers of Environmental Science & Engineering 2021, Volume 15, Issue 4, doi: 10.1007/s11783-020-1358-2
• Microbes enhance denitrification under varying DO concentrations and SIF dosages.
Keywords: Scrap iron filing Nitrate removal Phosphate removal Mixed culture denitrification Zero valent iron
Fluoride ions adsorption from water by CaCO enhanced Mn–Fe mixed metal oxides
Frontiers of Chemical Science and Engineering 2023, Volume 17, Issue 2, Pages 236-248 doi: 10.1007/s11705-022-2193-8
Keywords: mesoporous materials metal oxides fluoride ion adsorption mechanism
Shaojie Wang,Zhihong Ma,Ting Zhang,Meidan Bao,Haijia Su
Frontiers of Chemical Science and Engineering 2017, Volume 11, Issue 1, Pages 100-106 doi: 10.1007/s11705-017-1617-3
Keywords: cassava biohydrogen mixed cultures kinetics
Jiuxiao Hao, Xiujin Wang, Hui Wang
Frontiers of Environmental Science & Engineering 2017, Volume 11, Issue 1, doi: 10.1007/s11783-017-0896-8
Keywords: Polyhydroxyalkanoates (PHAs) Valerate Mixed culture 3-hydroxyvalerate (3HV) Propionate
Title Author Date Type Operation
hybrid-model optimization algorithm based on the Gaussian process and particle swarm optimization for mixed-variable
Han YAN, Chongquan ZHONG, Yuhu WU, Liyong ZHANG, Wei LU
Journal Article
Data Centric Design: A New Approach to Design of Microstructural Material Systems
Wei Chen, Akshay Iyer, Ramin Bostanabad
Journal Article
Mechanical design, modeling, and identification for a novel antagonistic variable stiffness dexterous
Journal Article
Perspective of mixed matrix membranes for carbon capture
Shinji Kanehashi, Colin A. Scholes
Journal Article
Effect of variable heat capacities on performance of an irreversible Miller heat engine
Xingmei YE
Journal Article
A neural network-based production process modeling and variable importance analysis approach in corn
Journal Article
On the improvement design of dynamic characteristics for the roller follower of a variable-speed plate
Hui Ching FAN, Hong Sen YAN
Journal Article
Mechanical design and analysis of a novel variable stiffness actuator with symmetrical pivot adjustment
Journal Article
new regeneration approach to cation resins with aluminum salts: application of desalination by its mixed
Zhigang LIU, Shaomin ZHU, Yansheng LI
Journal Article
characteristics and daily fluctuations of microplastics throughout wastewater treatment plants with mixed
Journal Article
Scrap Iron Filings assisted nitrate and phosphate removal in low C/N waters using mixed microbial culture
Journal Article
Optimization and modeling of biohydrogen production by mixed bacterial cultures from raw cassava starch
Shaojie Wang,Zhihong Ma,Ting Zhang,Meidan Bao,Haijia Su
Journal Article