Troy D. Loeffler - Publications, H-index & Citations

Troy D. Loeffler

university of illinois

17H指数

66论文数

1.4K被引数

收录论文 30

发表时间

Machine Learning an Ab-Initio Based Bond-Order Potential for Bismuthene 基于第一性原理的机器学习铋烯键序势函数

The Journal of Physical Chemistry C

IF3.2

2026-03-15

PREAI

Partha Sarathi Dutta; Aditya Koneru; Adil Muhammed; Henry Chan; Karthik Balasubramanian; Sukriti Manna; Troy Loeffler; Kiran Sasikumar; Pierre Darancet; Subramanian K. R. S. Sankaranarayanan

Physically interpretable interatomic potentials via symbolic regression and reinforcement learning 通过符号回归和强化学习实现物理可解释的原子间势能

npj Computational Materials

IF11.9

2026-01-13

OAAI

Bilvin Varughese; Troy D. Loeffler; Suvo Banik; Aditya Koneru; Sukriti Manna; Karthik Balasubramanian; Rohit Batra; Mathew J. Cherukara; Orcun Yildiz; Tom Peterka; Bobby G. Sumpter; Subramanian K.R.S. Sankaranarayanan

Active and Transfer Learning of High-Dimensional Neural Network Potentials for Transition Metals

ACS APPLIED MATERIALS & INTERFACES

IF8.2

2024-04-09

PREAI

Varughese, Bilvin; Manna, Sukriti; Loeffler, Troy D.; Batra, Rohit; Cherukara, Mathew J.; Sankaranarayanan, Subramanian K. R. S.

Machine learning for interpreting coherent X-ray speckle patterns 用于解释相干x射线散斑图案的机器学习

COMPUTATIONAL MATERIALS SCIENCE

IF3.3

2023-10-01

OAAI

Shen, Mingren; Sheyfer, Dina; Loeffler, Troy David; Stephenson, G. Brian; Sankaranarayanan, Subramanian K. R. S.; Chan, Maria K. Y.; Morgan, Dane

Multi-reward reinforcement learning based development of inter-atomic potential models for silica 基于多奖励强化学习的二氧化硅原子间势模型的开发

NPJ COMPUTATIONAL MATERIALS

IF11.9

2023-07-18

OAAI

Koneru, Aditya; Chan, Henry; Manna, Sukriti; Loeffler, Troy D.; Dhabal, Debdas; Bertolazzo, Andressa A.; Molinero, Valeria; Sankaranarayanan, Subramanian K. R. S.

Reinforcement learning based hybrid bond-order coarse-grained interatomic potentials for exploring mesoscale aggregation in liquid-liquid mixtures 基于强化学习的混合键序粗粒原子间势，用于探索液-液混合物中的中尺度聚集

JOURNAL OF CHEMICAL PHYSICS

IF3.1

2023-07-11

PREAI

Chandra, Anirban; Loeffler, Troy; Chan, Henry; Wang, Xiaoyu; Stephenson, G. B.; Servis, Michael J.; Sankaranarayanan, Subramanian K. R. S.

Accelerating copolymer inverse design using monte carlo tree search (vol 12, pg 23653, 2020)

NANOSCALE

IF5.1

2023-01-01

OAAI

Patra, Tarak K.; Loeffler, Troy D.; Sankaranarayanan, Subramanian K. R. S.

Machine learning overcomes human bias in the discovery of self-assembling peptides 机器学习克服了人类在发现自组装肽方面的偏见

NATURE CHEMISTRY

IF20.2

2022-10-31

OAAI

Batra, Rohit; Loeffler, Troy D.; Chan, Henry; Srinivasan, Srilok; Cui, Honggang; Korendovych, Ivan, V; Nanda, Vikas; Palmer, Liam C.; Solomon, Lee A.; Fry, H. Christopher; Sankaranarayanan, Subramanian K. R. S.

Machine learning the metastable phase diagram of covalently bonded carbon 机器学习共价键合碳的亚稳态相图

NATURE COMMUNICATIONS

IF15.7

2022-06-06

OAAI

Srinivasan, Srilok; Batra, Rohit; Luo, Duan; Loeffler, Troy; Manna, Sukriti; Chan, Henry; Yang, Liuxiang; Yang, Wenge; Wen, Jianguo; Darancet, Pierre; Sankaranarayanan, Subramanian K. R. S.

Learning in continuous action space for developing high dimensional potential energy models 在连续动作空间中学习以开发高维势能模型

NATURE COMMUNICATIONS

IF15.7

2022-01-18

OAAI

Manna, Sukriti; Loeffler, Troy D.; Batra, Rohit; Banik, Suvo; Chan, Henry; Varughese, Bilvin; Sasikumar, Kiran; Sternberg, Michael; Peterka, Tom; Cherukara, Mathew J.; Gray, Stephen K.; Sumpter, Bobby G.; Sankaranarayanan, Subramanian K. R. S.

RETRACTION: Promoting Noncovalent Intermolecular Interactions Using a C60 Core Particle in Aqueous PC60s-Covered Colloids for Ultraefficient Photoinduced Particle Activity (Retraction of Vol 11, Pg 38798, 2019)

ACS APPLIED MATERIALS & INTERFACES

IF8.2

2021-08-24

PREAI

Kim, Yu Jin; Loeffler, Troy D.; Chen, Zhaowei; Sankaranarayanan, Subramanian K. R. S.

Learning with Delayed Rewards-A Case Study on Inverse Defect Design in 2D Materials

ACS APPLIED MATERIALS & INTERFACES

IF8.2

2021-07-21

OAAI

Banik, Suvo; Loeffler, Troy David; Batra, Rohit; Singh, Harpal; Cherukara, Mathew J.; Sankaranarayanan, Subramanian K. R. S.

Ultrafast formation of a transient two-dimensional diamondlike structure in twisted bilayer graphene

PHYSICAL REVIEW B

IF3.7

2020-10-29

OAAI

Luo, Duan; Hui, Dandan; Wen, Bin; Li, Renkai; Yang, Jie; Shen, Xiaozhe; Reid, Alexander Hume; Weathersby, Stephen; Kozina, Michael E.; Park, Suji; Ren, Yang; Loeffler, Troy D.; Sankaranarayanan, S. K. R. S.; Chan, Maria K. Y.; Wang, Xing; Tian, Jinshou; Arslan, Ilke; Wang, Xijie; Rajh, Tijana; Wen, Jianguo

Active Learning A Neural Network Model For Gold Clusters & Bulk From Sparse First Principles Training Data

CHEMCATCHEM

IF3.9

2020-09-11

OAAI

Loeffler, Troy D.; Manna, Sukriti; Patra, Tarak K.; Chan, Henry; Narayanan, Badri; Sankaranarayanan, Subramanian

Inverse design of metasurfaces with non-local interactions

NPJ COMPUTATIONAL MATERIALS

IF11.9

2020-08-05

OAAI

Cai, Haogang; Srinivasan, Srilok; Czaplewski, David A.; Martinson, Alex B. F.; Gosztola, David J.; Stan, Liliana; Loeffler, Troy; Sankaranarayanan, Subramanian K. R. S.; Lopez, Daniel

Active Learning the Potential Energy Landscape for Water Clusters from Sparse Training Data 从稀疏训练数据中主动学习水集群的潜在能量景观

JOURNAL OF PHYSICAL CHEMISTRY C

IF3.2

2020-01-31

PREAI

Loeffler, Troy; Patra, Tarak; Chan, Henry; Cherukara, Mathew; Sankaranarayanan, Subramanian K. R. S.

Machine learning enabled autonomous microstructural characterization in 3D samples 机器学习在3D样品中实现自主微观结构表征

NPJ COMPUTATIONAL MATERIALS

IF11.9

2020-01-06

OAAI

Chan, Henry; Cherukara, Mathew; Loeffler, Troy D.; Narayanan, Badri; Sankaranarayanan, Subramanian K. R. S.