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Krishnan Suresh

University of Wisconsin-Madison

SCHOLARLY PAPERS

8

DOWNLOADS

334

TOTAL CITATIONS

8

Scholarly Papers (8)

1.

Frc-Tounn: Topology Optimization of Continuous Fiber Reinforced Composites Using Neural Network

Number of pages: 14 Posted: 09 May 2022
University of Wisconsin-Madison, affiliation not provided to SSRN, affiliation not provided to SSRN and University of Wisconsin-Madison
Downloads 141 (521,245)
Citation 7

Abstract:

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Topology Optimization, Fiber Composites, Neural Network, Automatic Differentiation

2.

Multi-Load Optimization of Support Structures for Minimizing Part Deformation in Laser Powder Bed Fusion

Number of pages: 30 Posted: 12 Dec 2023
Dan J. Thoma, Subodh C. Subedi and Krishnan Suresh
University of Wisconsin-Madison, University of Wisconsin-Madison and University of Wisconsin-Madison
Downloads 47 (1,097,529)

Abstract:

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Laser powder bed fusion, truss support structures, optimization, part deformation, inherent strain

Surrogate-Assisted Optimization of Lattice Unit Cells for Desired Force-Displacement Response

Number of pages: 33 Posted: 11 Jul 2025
Akshay Kumar, Saketh Sridhara and Krishnan Suresh
University of Wisconsin-Madison, University of Wisconsin-Madison and University of Wisconsin-Madison
Downloads 24 (1,445,011)

Abstract:

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Lattice, Optimization, geometric nonlinearity, Beam, Neural network

Surrogate-Assisted Optimization of Lattice Unit Cells for Desired Force-Displacement Response

Number of pages: 33 Posted: 26 May 2025
Akshay Kumar, Saketh Sridhara and Krishnan Suresh
University of Wisconsin-Madison, University of Wisconsin-Madison and University of Wisconsin-Madison
Downloads 21 (1,486,852)

Abstract:

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Lattice, optimization, geometric nonlinearity, beam, neural network

4.

TOMATOES: TOPOLOGY AND MATERIAL OPTIMIZATION FOR LATENT HEAT THERMAL ENERGY STORAGE DEVICES

Number of pages: 20 Posted: 09 Oct 2025
Rahul Padhy, Krishnan Suresh and Aaditya Chandrasekhar
University of Wisconsin-Madison, University of Wisconsin-Madison and Northwestern University
Downloads 32 (1,290,922)

Abstract:

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Keywords Topology Optimization, Material Selection, Latent Heat Thermal Energy Storage, Machine Learning

5.

Optimizing the Cross-Sections of Lattices Using Variational Autoencoders

Number of pages: 49 Posted: 24 Jan 2026
Krishnan Suresh, Akshay Kumar and Saketh Sridhara
University of Wisconsin-Madison, University of Wisconsin-Madison and University of Wisconsin-Madison
Downloads 20 (1,448,301)

Abstract:

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Lattice, optimization, cross-section, variational auto-encoders, automatic differentiation, beam

6.

A Generalized Framework for Microstructural Optimization Using Neural Networks

Number of pages: 19 Posted: 14 Jul 2022
Saketh Sridhara, Aaditya Chandrasekhar and Krishnan Suresh
University of Wisconsin-Madison, University of Wisconsin-Madison and University of Wisconsin-Madison
Downloads 20 (1,448,301)
Citation 1

Abstract:

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architected material, microstructure design, negative Poisson ratio, multi-material, Topology optimization, neural networks

7.

A Novel Surrogate Model for Optimizing Lattice Unit Cells for Desired Force-Displacement Response

Number of pages: 35 Posted: 25 Aug 2025
Akshay Kumar, Saketh Sridhara and Krishnan Suresh
University of Wisconsin-Madison, University of Wisconsin-Madison and University of Wisconsin-Madison
Downloads 17 (1,481,165)

Abstract:

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Lattice, optimization, geometric nonlinearity, beam, neural network

8.

MOTO: TOPOLOGY OPTIMIZATION FOR LARGE DEFORMATIONS VIA AN IMPLICIT MATERIAL POINT METHOD

Number of pages: 21 Posted: 19 Mar 2026
Rahul Padhy, Aaditya Chandrasekhar and Krishnan Suresh
University of Wisconsin-Madison, Northwestern University and University of Wisconsin-Madison
Downloads 12 (1,526,714)

Abstract:

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Keywords Material Point Method, Hyperelasticity, Topology Optimization, Differentiable Simulation