Machine learning-assisted systematical polymerization planning: case studies on reversible-deactivation radical polymerization

AI-Assisted Exploration of Superionic Glass-Type Li+ Conductors with Aromatic Structures

(2020) Kan Hatakeyama-Sato et al.   JOURNAL OF THE AMERICAN CHEMICAL SOCIETY

Polymer Nanofibers Exhibiting Remarkable Activity in Driving the Living Polymerization under Visible Light and Reusability

(2020) Lei Xia et al.   Advanced Science

Inverse design of porous materials using artificial neural networks

(2020) Baekjun Kim et al.   Science Advances

General route to design polymer molecular weight distributions through flow chemistry

(2020) Dylan J. Walsh et al.   Nature Communications

Learning to Make Chemical Predictions: The Interplay of Feature Representation, Data, and Machine Learning Methods

(2020) Mojtaba Haghighatlari et al.   Chem

Achieving Ultrahigh Molecular Weights with Diverse Architectures for Unconjugated Monomers through Oxygen‐Tolerant Photoenzymatic RAFT Polymerization

(2020) Ruoyu Li et al.   ANGEWANDTE CHEMIE-INTERNATIONAL EDITION

Machine Learning Predictions of Block Copolymer Self‐Assembly

(2020) Kun‐Hua Tu et al.   ADVANCED MATERIALS

Programmable High-Throughput Platform for the Rapid and Scalable Synthesis of Polyester and Polycarbonate Libraries

(2019) Binhong Lin et al.   JOURNAL OF THE AMERICAN CHEMICAL SOCIETY

Tuning Dispersity by Photo-Induced ATRP: Monomodal Distributions with ppm Copper Concentration

(2019) Richard Whitfield et al.   ANGEWANDTE CHEMIE-INTERNATIONAL EDITION

BigSMILES: A Structurally-Based Line Notation for Describing Macromolecules

(2019) Tzyy-Shyang Lin et al.   ACS Central Science

Controlling polymer properties through the shape of the molecular-weight distribution

(2019) Dillon T. Gentekos et al.   Nature Reviews Materials

Precise Synthesis of Ultra-High-Molecular-Weight Fluoropolymers Enabled by Chain-Transfer Agent Differentiation under Visible-Light Irradiation

(2019) Honghong Gong et al.   ANGEWANDTE CHEMIE-INTERNATIONAL EDITION

Synergy Between Expert and Machine-Learning Approaches Allows for Improved Retrosynthetic Planning

(2019) Tomasz Badowski et al.   ANGEWANDTE CHEMIE-INTERNATIONAL EDITION

Photocontrolled Iodine-Mediated Reversible-Deactivation Radical Polymerization System: Solution Polymerization of Methacrylates by Irradiation with NIR LED Light

(2019) Chun Tian et al.   ANGEWANDTE CHEMIE-INTERNATIONAL EDITION

Machine Learning Assisted Synthesis of Metal–Organic Nanocapsules

(2019) Yunchao Xie et al.   JOURNAL OF THE AMERICAN CHEMICAL SOCIETY

Copolymers with Controlled Molecular Weight Distributions and Compositional Gradients through Flow Polymerization

(2018) Nathaniel Corrigan et al.   MACROMOLECULES

Preparation of semifluorinated poly(meth)acrylates by improved photo-controlled radical polymerization without the use of a fluorinated RAFT agent: facilitating surface fabrication with fluorinated materials

(2018) Qinzhi Quan et al.   Polymer Chemistry

Predicting reaction performance in C–N cross-coupling using machine learning

(2018) Derek T. Ahneman et al.   SCIENCE

Seeing the Light: Advancing Materials Chemistry through Photopolymerization

(2018) Nathaniel Corrigan et al.   ANGEWANDTE CHEMIE-INTERNATIONAL EDITION

Machine learning for molecular and materials science

(2018) Keith T. Butler et al.   NATURE

Planning chemical syntheses with deep neural networks and symbolic AI

(2018) Marwin H. S. Segler et al.   NATURE

Precise Polymer Synthesis by Autonomous Self-Optimizing Flow Reactors

(2018) Maarten Rubens et al.   ANGEWANDTE CHEMIE-INTERNATIONAL EDITION

50th Anniversary Perspective: Metal-Catalyzed Living Radical Polymerization: Discovery and Perspective

(2017) Makoto Ouchi et al.   MACROMOLECULES

Controlling Molecular Weight Distributions through Photoinduced Flow Polymerization

(2017) Nathaniel Corrigan et al.   MACROMOLECULES

Photoinduced controlled radical polymerization of methacrylates with benzaldehyde derivatives as organic catalysts

(2017) Wenchao Ma et al.   Polymer Chemistry

Controlled radical polymerization of vinyl ketones using visible light

(2017) In-Hwan Lee et al.   Polymer Chemistry

Visible light-induced PET-RAFT polymerization of methacrylates with novel organic photocatalysts

(2017) Kai Tu et al.   RSC Advances

Light-Controlled Radical Polymerization: Mechanisms, Methods, and Applications

(2016) Mao Chen et al.   CHEMICAL REVIEWS

Photoinduced Electron Transfer Reactions for Macromolecular Syntheses

(2016) Sajjad Dadashi-Silab et al.   CHEMICAL REVIEWS

Beyond Dispersity: Deterministic Control of Polymer Molecular Weight Distribution

(2016) Dillon T. Gentekos et al.   JOURNAL OF THE AMERICAN CHEMICAL SOCIETY

Design of efficient molecular organic light-emitting diodes by a high-throughput virtual screening and experimental approach

(2016) Rafael Gómez-Bombarelli et al.   NATURE MATERIALS

“Shaping” the Future of Molecular Weight Distributions in Anionic Polymerization

(2016) Veronika Kottisch et al.   ACS Macro Letters

Organo-photocatalysts for photoinduced electron transfer-reversible addition–fragmentation chain transfer (PET-RAFT) polymerization

(2015) Jiangtao Xu et al.   Polymer Chemistry

A Robust and Versatile Photoinduced Living Polymerization of Conjugated and Unconjugated Monomers and Its Oxygen Tolerance

(2014) Jiangtao Xu et al.   JOURNAL OF THE AMERICAN CHEMICAL SOCIETY

Oxygen Tolerance Study of Photoinduced Electron Transfer–Reversible Addition–Fragmentation Chain Transfer (PET-RAFT) Polymerization Mediated by Ru(bpy)3Cl2

(2014) Jiangtao Xu et al.   MACROMOLECULES

Copper(II)/Tertiary Amine Synergy in Photoinduced Living Radical Polymerization: Accelerated Synthesis of ω-Functional and α,ω-Heterofunctional Poly(acrylates)

(2013) Athina Anastasaki et al.   JOURNAL OF THE AMERICAN CHEMICAL SOCIETY

External Regulation of Controlled Polymerizations

(2012) Frank A. Leibfarth et al.   ANGEWANDTE CHEMIE-INTERNATIONAL EDITION

Control of a Living Radical Polymerization of Methacrylates by Light

(2012) Brett P. Fors et al.   ANGEWANDTE CHEMIE-INTERNATIONAL EDITION

Atom Transfer Radical Polymerization (ATRP): Current Status and Future Perspectives

(2012) Krzysztof Matyjaszewski   MACROMOLECULES

Nitroxide-mediated polymerization

(2012) Julien Nicolas et al.   PROGRESS IN POLYMER SCIENCE

Polydispersity and block copolymer self-assembly

(2008) Nathaniel A. Lynd et al.   PROGRESS IN POLYMER SCIENCE