828 citations · 1.4k across the 6 of their papers we have counts for
6 papers
Capturing Finite Target Dynamics: Phase-Delayed Analytic Modeling of Multi-Layer Penetration Events
Trenton Kirchdoerfer
The Walker-Anderson half-space penetration model has been successfully used for the rapid, efficient calculation of penetration of walls by rigid and eroding rods. These models ali…
Accelerating design optimization using reduced order models
Youngsoo Choi, Geoffrey Oxberry, Daniel White +1
Although design optimization has shown its great power of automatizing the whole design process and providing an optimal design, using sophisticated computational models, its proce…
Model-Free Data-Driven Inelasticity
Robert Eggersmann, Trenton Kirchdoerfer, Stefanie Reese +2
We extend the Data-Driven formulation of problems in elasticity of Kirchdoerfer and Ortiz (2016) to inelasticity. This extension differs fundamentally from Data-Driven problems in…
Data-Driven Computing in Dynamics
Trenton Kirchdoerfer, Michael Ortiz
We formulate extensions to Data Driven Computing for both distance minimizing and entropy maximizing schemes to incorporate time integration. Previous works focused on formulating…
Data Driven Computing with Noisy Material Data Sets
Trenton Kirchdoerfer, Michael Ortiz
We formulate a Data Driven Computing paradigm, termed max-ent Data Driven Computing, that generalizes distance-minimizing Data Driven Computing and is robust with respect to outlie…
Data-driven computational mechanics
Trenton Kirchdoerfer, Michael Ortiz
We develop a new computing paradigm, which we refer to as data-driven computing, according to which calculations are carried out directly from experimental material data and pertin…