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| 1 | Mechanical behavior predictions of additively manufactured microstructures using functional Gaussian process surrogates显示文摘Relational linkages connecting process,structure,and properties are some of the most sought after goals in additive manufacturing(AM).This is desired especially because the microstructural grain morphologies of AM components can be vastly different than their conventionally manufactured counterparts.Furthermore,data collection at the microscale is costly.Consequently,this work describes and demonstrates a methodology to link microstructure morphology to mechanical properties using functional Gaussian process surrogate models in a directed graphical network capable of achieving near real-time property predictions with single digit error magnitudes when predicting full stress–strain histories of a given microstructure.This methodology is presented and demonstrated using computationally generated microstructures and results from crystal plasticity simulations on those microstructures.The surrogate model uses grain-level microstructural descriptors rather than whole microstructure descriptors so that properties of new,arbitrary microstructures can be predicted.The developed network has the potential to scale to predict mechanical properties of grain structures that would be infeasible to simulate using finite element methods. | Robert Saunders Celia Butler John Michopoulos Dimitris Lagoudas Alaa Elwany Amit Bagchi | 2021 | npj Computational Materials2021，，1： | 3 |
| 2 | Effect of carbon nanotubes on the interfacial shear strength of T650 carbon fiber in an epoxy matrix显示文摘 | R.J. Sager P.J. Klein D.C. Lagoudas Q. Zhang J. Liu L. Dai J.W. Baur | 2009 | Composites Science and Technology2009，，7： | 2 |
| 3 | Tunable Separation of Single-Walled Carbon Nanotubes by Dual-Surfactant Density Gradient Ultracentrifugation显示文摘我们在场在由密度坡度 ultracentrifugation (DGU ) 的围单人赛的碳 nanotubes (SWNT ) 的分离的表面活化剂的效果的系统的研究。通过快活的密度,层位置,和用胆汁盐钠 deoxycholate (文档) 和 anionic 的 SWNT 分离的光吸收度系列的分析腌钠 dodecyl 硫酸盐(SDS ) ,我们在产出不同 DGU 结果澄清这二表面活化剂的角色和相互作用。这里描述的分离机制能也在由预言不同开始的配方的结果的品质上设计新 DGU 实验帮助,改进 DGU 的功效并且简化 post-DGU 分别。 | Pei Zhao Erik Einarsson Georgia Lagoudas Junichiro Shiomi Shohei Chiashi Shigeo Maruyama | 2011 | Nano Research2011，4，7： | 2 |
| 4 | Adaptive hysteresis model for reference control with actuator hysteresis 显示文摘 | WEBB G KURDILA A LAGOUDAS D | 2000 | Journal Guidance Control and Dynamics2000，23，3： | 1 |
| 5 | 显示文摘 | McNeese M D Lagoudas D C Pollock T C | 2000 | Mate rials Science and Engineering A2000，280，： | 1 |
| 6 | Development of a shape memory alloy actuated biomimetie vehicle 显示文摘 | Garner L J Wilson L N Lagoudas D C | 2000 | Smart Materials and Structures2000，9，： | 1 |
| 7 | A thermodynamical constitutive model for shape memory materials显示文摘 | Boyd J G Lagoudas D C | 1996 | Int J Plasticity1996，12，6： | 1 |
| 8 | A thermodynamic constitutive model for the shape memory materi- als-part I : the monolithic shape memory alloys 显示文摘 | Boyd J G Lagoudas D C | 1996 | International Journal of Plasticity1996，12，5： | 1 |
| 9 | A unified thermodynamic constitutive model for SMA and finite element analysis of active metal matrix composites显示文摘 | Lagoudas D C Bo Z Qidwai M A | 1996 | Mechanics of Advanced Materi- als and Structures1996，3，2： | 1 |
| 10 | Thermomechanical response of shape memory composites 显示文摘 | BOYD J G LAGOUDAS D C | 1994 | J Intell Mater Syst Struct1994，5，： | 1 |
| 11 | Magnetic field-induced martensitic variant reorientation in magnetic shape memory alloys显示文摘 | Kiefer B Lagoudas D C | 2005 | Philosophical Magazine2005，85，3335： | 1 |
| 12 | Numerical implementation of a shape memory alloy thermome- chanical constitutive model using return mapping algorithms 显示文摘 | Qidwai M A Lagoudas D C | 2000 | International Journal for Numerical Methods in Engineering2000，47，5： | 1 |
| 13 | Development of a shape memory alloy actuated biomimetic vehicle显示文摘 | GARNER L J WILSON L N LAGOUDAS D C | 2000 | Smart Materials and Structures2000，9，5： | 1 |
| 14 | Development of a shape-memory-alloy actuated biomimetic hydrofoil显示文摘 | Rediniotis O K Wilson L N Lagoudas D C | 2002 | Journal of Intelligent Material Systems and Structures2002，33，1： | 1 |
| 15 | Shape memory alloys,Part Ⅰ:General properties and modeling of single crystals显示文摘 | PATOOR E LAGOUDAS D C ENTCHEV P B | 2006 | Mechanics of Materials2006，38，56： | 1 |
| 16 | Thermomechanical modeling of polycrystalline SMAs under cyclic loading-Part Ⅰ:theoretical derivations显示文摘 | BO Z LAGOUDAS D C | | 0，，： | 1 |
| 17 | On thermomechanics and transformation surfaces of polycrystalline NiTi shape memory alloy material显示文摘 | QIDWAI M A LAGOUDAS D C | | 0，，： | 1 |
| 18 | Magnetic field-induced martensitic phase transformation in magnetic shape memory alloys:Modeling and experiments显示文摘 | Krishnendu Haldar Dimitris C Lagoudas | 2014 | Journal of the Mechanics and Physics of Solids2014，，69： | 1 |
| 19 | Thermomechanical Response of Shape Memory Composites 显示文摘 | Boyd J G Lagoudas D C | 1994 | J Intell Mater Syst and Struct1994，5，3： | 1 |
| 20 | Influence of cold work and heat treatment on the shape memory effect and plastic strain development of NiTi显示文摘 | Miller D A Lagoudas D C | 2001 | Mater Sci Eng A2001，308，： | 1 |
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