Machine Learning Guided Atom Mapping of Metabolic Reactions
Sign Up to like & getrecommendations! Published in 2019 at "Journal of chemical information and modeling"
DOI: 10.1021/acs.jcim.8b00434
Abstract: Atom mapping of a chemical reaction is a mapping between the atoms in the reactant molecules and the atoms in the product molecules. It encodes the underlying reaction mechanism and, as such, constitutes essential information… read more here.
Keywords: machine learning; learning guided; guided atom; reaction ... See more keywords
Monitoring Amyloidogenesis with a 3D Deep-Learning-Guided Biolaser Imaging Array.
Sign Up to like & getrecommendations! Published in 2022 at "Nano letters"
DOI: 10.1021/acs.nanolett.2c03148
Abstract: Amyloidogenesis is a critical hallmark for many neurodegenerative diseases and drug screening; however, identifying intermediate states of protein aggregates at an earlier stage remains challenging. Herein, we developed a peptide-encapsulated droplet microlaser to monitor the… read more here.
Keywords: monitoring amyloidogenesis; amyloidogenesis; amyloidogenesis deep; learning guided ... See more keywords
Machine-Learning-Guided Identification of Coordination Polymer Ligands for Crystallizing Separation of Cs/Sr.
Sign Up to like & getrecommendations! Published in 2022 at "ACS applied materials & interfaces"
DOI: 10.1021/acsami.2c05272
Abstract: Separation of Cs/Sr is one of many coordination-chemistry-centered processes in the grand scheme of spent nuclear fuel reprocessing, a critical link for a sustainable nuclear energy industry. To deploy a crystallizing Cs/Sr separation technology, we… read more here.
Keywords: coordination; machine learning; learning guided; separation ... See more keywords
Machine Learning Guided Batched Design of a Bacterial Ribosome Binding Site
Sign Up to like & getrecommendations! Published in 2022 at "ACS Synthetic Biology"
DOI: 10.1021/acssynbio.2c00015
Abstract: Optimisation of gene expression levels is an essential part of the organism design process. Fine control of this process can be achieved through engineering transcription and translation control elements, including the ribosome binding site (RBS).… read more here.
Keywords: machine learning; ribosome binding; design; learning guided ... See more keywords
Machine-Learning-Guided Discovery of Electrochemical Reactions
Sign Up to like & getrecommendations! Published in 2022 at "Journal of the American Chemical Society"
DOI: 10.1021/jacs.2c08997
Abstract: The molecular structures synthesizable by organic chemists dictate the molecular functions they can create. The invention and development of chemical reactions are thus critical for chemists to access new and desirable functional molecules in all… read more here.
Keywords: electrochemical reactions; chemistry; machine learning; learning guided ... See more keywords
Deep learning guided optimization of human antibody against SARS-CoV-2 variants with broad neutralization
Sign Up to like & getrecommendations! Published in 2022 at "Proceedings of the National Academy of Sciences of the United States of America"
DOI: 10.1073/pnas.2122954119
Abstract: Significance SARS-CoV-2 continues to evolve through emerging variants, more frequently observed with higher transmissibility. Despite the wide application of vaccines and antibodies, the selection pressure on the Spike protein may lead to further evolution of… read more here.
Keywords: guided optimization; deep learning; sars cov; learning guided ... See more keywords
Learning From Guided Play: Improving Exploration for Adversarial Imitation Learning With Simple Auxiliary Tasks
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Robotics and Automation Letters"
DOI: 10.1109/lra.2023.3236882
Abstract: Adversarial imitation learning (AIL) has become a popular alternative to supervised imitation learning that reduces the distribution shift suffered by the latter. However, AIL requires effective exploration during an online reinforcement learning phase. In this… read more here.
Keywords: adversarial imitation; learning guided; imitation learning; exploration ... See more keywords
Attack-Resilient Optimal PMU Placement via Reinforcement Learning Guided Tree Search in Smart Grids
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Information Forensics and Security"
DOI: 10.1109/tifs.2022.3173728
Abstract: The operation of smart grids heavily relies on secure and accurate meter measurements provided by phasor measurement units (PMUs). Therefore, the optimal PMU placement (OPP) aiming to achieve the complete system observability of smart grids… read more here.
Keywords: reinforcement learning; placement; learning guided; smart grids ... See more keywords
Deep Learning-Guided Simulated Annealing for Designing Vocational High Educational System
Sign Up to like & getrecommendations! Published in 2022 at "Applied Bionics and Biomechanics"
DOI: 10.1155/2022/7187863
Abstract: With the rapid development of web technology and the improvement of online purchasing products, the traditional classroom instructing model has been unable to bear the requirements of teachers and students. Aiming at the problems of… read more here.
Keywords: system; guided simulated; learning guided; deep learning ... See more keywords