A Roadmap for Transforming Research to Invent the Batteries of the Future Designed within the European Large Scale Research Initiative BATTERY 2030+

Perspective—Combining Physics and Machine Learning to Predict Battery Lifetime

(2021) Muratahan Aykol et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

Challenges in Ecofriendly Battery Recycling and Closed Material Cycles: A Perspective on Future Lithium Battery Generations

(2021) Stefan Doose et al.   Metals

Post-lithium-ion battery cell production and its compatibility with lithium-ion cell production infrastructure

(2021) Fabian Duffner et al.   Nature Energy

On-the-fly assessment of diffusion barriers of disordered transition metal oxyfluorides using local descriptors

(2021) Jin Hyun Chang et al.   ELECTROCHIMICA ACTA

Toward Better and Smarter Batteries by Combining AI with Multisensory and Self‐Healing Approaches

(2021) Tejs Vegge et al.   Advanced Energy Materials

Design and Optimization of the Direct Recycling of Spent Li-Ion Battery Cathode Materials

(2021) Panpan Xu et al.   ACS Sustainable Chemistry & Engineering

Current and future lithium-ion battery manufacturing

(2021) Yangtao Liu et al.   iScience

Ensemble Surrogate Models for Fast LIB Performance Predictions

(2021) Marco Quartulli et al.   Energies

Distributed Fiber Optic Sensing to Assess In-Live Temperature Imaging Inside Batteries: Rayleigh and FBGs

(2021) Jiaqiang HUANG et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

Automated mineralogy as a novel approach for the compositional and textural characterization of spent lithium-ion batteries

(2021) Anna Vanderbruggen et al.   MINERALS ENGINEERING

A Single Magnetic Particle with Nearly Unlimited Encoding Options

(2021) Stephan Müssig et al.   Small

Battery production design using multi-output machine learning models

(2021) Artem Turetskyy et al.   Energy Storage Materials

Bayesian learning for rapid prediction of lithium-ion battery-cycling protocols

(2021) Benben Jiang et al.   Joule

Machine learning approach for systematic analysis of energy efficiency potentials in manufacturing processes: A case of battery production

(2020) Sebastian Thiede et al.   CIRP ANNALS-MANUFACTURING TECHNOLOGY

Synthesis of Ni-Rich Cathode Material from Maleic Acid-Leachate of Spent Lithium-Ion Batteries

(2020) Borui Liu et al.   ACS Sustainable Chemistry & Engineering

Self-driving laboratory for accelerated discovery of thin-film materials

(2020) B. P. MacLeod et al.   Science Advances

Sustainable direct recycling of lithium‐ion batteries via solvent recovery of electrode materials

(2020) Yaocai Bai et al.   ChemSusChem

Systematic Study of Al Impurity for NCM622 Cathode Materials

(2020) Ruihan Zhang et al.   ACS Sustainable Chemistry & Engineering

Mitigating the Impact of Thermal Binder Removal for Direct Li-Ion Battery Recycling

(2020) Bradley J. Ross et al.   ACS Sustainable Chemistry & Engineering

Fast Determination of Lithium Content in Spent Cathodes for Direct Battery Recycling

(2020) Xuemin Li et al.   Advanced Sustainable Systems

Water-Based Electrode Manufacturing and Direct Recycling of Lithium-Ion Battery Electrodes—A Green and Sustainable Manufacturing System

(2020) Jianlin Li et al.   iScience

Beyond the Nobel recognition – To a cleaner sustainable future

(2020) M. Stanley Whittingham   JOURNAL OF POWER SOURCES

Operando decoding of chemical and thermal events in commercial Na(Li)-ion cells via optical sensors

(2020) Jiaqiang Huang et al.   Nature Energy

Data-driven assessment of electrode calendering process by combining experimental results, in silico mesostructures generation and machine learning

(2020) Marc Duquesnoy et al.   JOURNAL OF POWER SOURCES

Prospects for lithium-ion batteries and beyond—a 2030 vision

(2020) Clare P. Grey et al.   Nature Communications

Understanding fundamental effects of Cu impurity in different forms for recovered LiNi0.6Co0.2Mn0.2O2 cathode materials

(2020) Ruihan Zhang et al.   Nano Energy

Efficient Direct Recycling of Lithium-Ion Battery Cathodes by Targeted Healing

(2020) Panpan Xu et al.   Joule

Mass load prediction for lithium-ion battery electrode clean production: A machine learning approach

(2020) Kailong Liu et al.   JOURNAL OF CLEANER PRODUCTION

Investigating electrode calendering and its impact on electrochemical performance by means of a new discrete element method model: Towards a digital twin of Li-Ion battery manufacturing

(2020) Alain C. Ngandjong et al.   JOURNAL OF POWER SOURCES

Automated estimation of materials parameter from X-ray absorption and electron energy-loss spectra with similarity measures

(2019) Yuta Suzuki et al.   npj Computational Materials

Analyzing machine learning models to accelerate generation of fundamental materials insights

(2019) Mitsutaro Umehara et al.   npj Computational Materials

Deep learning and process understanding for data-driven Earth system science

(2019) Markus Reichstein et al.   NATURE

High-throughput battery materials testing based on test cell arrays and dispense/jet printed electrodes

(2019) Robert Hahn et al.   MICROSYSTEM TECHNOLOGIES-MICRO-AND NANOSYSTEMS-INFORMATION STORAGE AND PROCESSING SYSTEMS

Boosting Rechargeable Batteries R&D by Multiscale Modeling: Myth or Reality?

(2019) Alejandro A. Franco et al.   CHEMICAL REVIEWS

Unsupervised machine learning in atomistic simulations, between predictions and understanding

(2019) Michele Ceriotti   JOURNAL OF CHEMICAL PHYSICS

Accelerated discovery of organic polymer photocatalysts for hydrogen evolution from water through the integration of experiment and theory

(2019) Yang Bai et al.   JOURNAL OF THE AMERICAN CHEMICAL SOCIETY

Machine-learning techniques used to accurately predict battery life

(2019) Maitane Berecibar   NATURE

Genetic algorithms for computational materials discovery accelerated by machine learning

(2019) Paul C. Jennings et al.   npj Computational Materials

An industrial evaluation of an Industry 4.0 reference architecture demonstrating the need for the inclusion of security and human components

(2019) Richard Sharpe et al.   COMPUTERS IN INDUSTRY

Unsupervised word embeddings capture latent knowledge from materials science literature

(2019) Vahe Tshitoyan et al.   NATURE

Semi-supervised machine-learning classification of materials synthesis procedures

(2019) Haoyan Huo et al.   npj Computational Materials

Boltzmann generators: Sampling equilibrium states of many-body systems with deep learning

(2019) Frank Noé et al.   SCIENCE

Recycling lithium-ion batteries from electric vehicles

(2019) Gavin Harper et al.   NATURE

XAI—Explainable artificial intelligence

(2019) David Gunning et al.   Science Robotics

Combined DFT and Differential Electrochemical Mass Spectrometry Investigation of the Effect of Dopants in Secondary Zinc-Air Batteries

(2018) Steen Lysgaard et al.   ChemSusChem

Design principles for high transition metal capacity in disordered rocksalt Li-ion cathodes

(2018) Daniil A. Kitchaev et al.   Energy & Environmental Science

The nanoscale structure of the electrolyte–metal oxide interface

(2018) Hans-Georg Steinrück et al.   Energy & Environmental Science

Application of artificial neural networks in design of lithium-ion batteries

(2018) Bin Wu et al.   JOURNAL OF POWER SOURCES

High-throughput discovery of organic cages and catenanes using computational screening fused with robotic synthesis

(2018) R. L. Greenaway et al.   Nature Communications

MULTIBAT: Unified workflow for fast electrochemical 3D simulations of lithium-ion cells combining virtual stochastic microstructures, electrochemical degradation models and model order reduction

(2018) Julian Feinauer et al.   Journal of Computational Science

In situ plasmonic optical fiber detection of the state of charge of supercapacitors for renewable energy storage

(2018) Jiajie Lao et al.   Light-Science & Applications

An open experimental database for exploring inorganic materials

(2018) Andriy Zakutayev et al.   Scientific Data

Current status and challenges for automotive battery production technologies

(2018) Arno Kwade et al.   Nature Energy

Accelerating the discovery of materials for clean energy in the era of smart automation

(2018) Daniel P. Tabor et al.   Nature Reviews Materials

Phoenics: A Bayesian Optimizer for Chemistry

(2018) Florian Häse et al.   ACS Central Science

Chemical shifts in molecular solids by machine learning

(2018) Federico M. Paruzzo et al.   Nature Communications

Recent Advances on Self-healing Materials and Batteries

(2018) Hua Wang et al.   ChemElectroChem

Multiscale Simulation Platform Linking Lithium Ion Battery Electrode Fabrication Process with Performance at the Cell Level

(2017) Alain C. Ngandjong et al.   Journal of Physical Chemistry Letters

Embedded fiber-optic sensing for accurate internal monitoring of cell state in advanced battery management systems part 1: Cell embedding method and performance

(2017) Ajay Raghavan et al.   JOURNAL OF POWER SOURCES

Multi-Scale Simulation of Heterogeneous Surface Film Growth Mechanisms in Lithium-Ion Batteries

(2017) Fridolin Röder et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

Sustainability and in situ monitoring in battery development

(2017) C. P. Grey et al.   NATURE MATERIALS

AiiDA: automated interactive infrastructure and database for computational science

(2016) Giovanni Pizzi et al.   COMPUTATIONAL MATERIALS SCIENCE

Machine-learning-assisted materials discovery using failed experiments

(2016) Paul Raccuglia et al.   NATURE

The FAIR Guiding Principles for scientific data management and stewardship

(2016) Mark D. Wilkinson et al.   Scientific Data

Self-Protection of Electrochemical Storage Devices via a Thermal Reversible Sol-Gel Transition

(2015) Hui Yang et al.   ADVANCED MATERIALS

Li-ion battery shut-off at high temperature caused by polymer phase separation in responsive electrolytes

(2015) Jesse C. Kelly et al.   CHEMICAL COMMUNICATIONS

Commercial and research battery technologies for electrical energy storage applications

(2015) Jaephil Cho et al.   PROGRESS IN ENERGY AND COMBUSTION SCIENCE

Responsive electrolytes that inhibit electrochemical energy conversion at elevated temperatures

(2015) Jesse C. Kelly et al.   Journal of Materials Chemistry A

Microencapsulated Carbon Black Suspensions for Restoration of Electrical Conductivity

(2014) Sen Kang et al.   ADVANCED FUNCTIONAL MATERIALS

Self-healing gels based on constitutional dynamic chemistry and their potential applications

(2014) Zhao Wei et al.   CHEMICAL SOCIETY REVIEWS

Oxygen Reduction on Pt(111) in Aqueous Electrolyte: Elementary Kinetic Modeling

(2014) Daniel Eberle et al.   ELECTROCHIMICA ACTA

Microencapsulation of gallium–indium (Ga–In) liquid metal for self-healing applications

(2014) B. J. Blaiszik et al.   JOURNAL OF MICROENCAPSULATION

Self-healing polymeric materials

(2013) Ying Yang et al.   CHEMICAL SOCIETY REVIEWS

Examining temporal and spatial variations of internal temperature in large-format laminated battery with embedded thermocouples

(2013) Zhe Li et al.   JOURNAL OF POWER SOURCES

Dendrite-Free Lithium Deposition via Self-Healing Electrostatic Shield Mechanism

(2013) Fei Ding et al.   JOURNAL OF THE AMERICAN CHEMICAL SOCIETY

Self-healing chemistry enables the stable operation of silicon microparticle anodes for high-energy lithium-ion batteries

(2013) Chao Wang et al.   Nature Chemistry

Role of Polysulfides in Self-Healing Lithium-Sulfur Batteries

(2013) Rui Xu et al.   Advanced Energy Materials

The Catalyst Genome

(2012) Jens K. Nørskov et al.   ANGEWANDTE CHEMIE-INTERNATIONAL EDITION

Autonomic restoration of electrical conductivity using polymer-stabilized carbon nanotube and graphene microcapsules

(2012) Susan A. Odom et al.   APPLIED PHYSICS LETTERS

An electrically and mechanically self-healing composite with pressure- and flexion-sensitive properties for electronic skin applications

(2012) Benjamin C-K. Tee et al.   Nature Nanotechnology

“In-operando” neutron scattering studies on Li-ion batteries

(2011) A. Senyshyn et al.   JOURNAL OF POWER SOURCES

Liquid Metal Alloys as Self-Healing Negative Electrodes for Lithium Ion Batteries

(2011) Rutooj D. Deshpande et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

Restoration of Conductivity with TTF-TCNQ Charge-Transfer Salts

(2010) Susan A. Odom et al.   ADVANCED FUNCTIONAL MATERIALS

Self-healing biomaterials

(2010) Alice B. W. Brochu et al.   JOURNAL OF BIOMEDICAL MATERIALS RESEARCH PART A

Self-healing and thermoreversible rubber from supramolecular assembly

(2008) Philippe Cordier et al.   NATURE

Mendable polymers

(2007) Sheba D. Bergman et al.   JOURNAL OF MATERIALS CHEMISTRY