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RESEARCH PAPER · Electrochimica Acta · 2022

EIS equivalent circuit model prediction using interpretable machine learning and parameter identification using global optimization algorithms

Zhaoyang Zhao, Yang Zou, Peng Liu, Zhaogui Lai, Lei Wen, Ying Jiu Jin

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EIS equivalent circuit model prediction using interpretable machine learning and parameter identification using global optimization algorithmsOriginalEstimation of Soil Organic Carbon Content in Coastal Wetlands with Measured VIS-NIR Spectroscopy Using Optimized Support Vector Machines and Random Forests53Basic Theory of Distribution of Relaxation Time Analysis and Its Expansion0Application of Gaussian process regression and asymmetric least squares baseline algorithm on the determination of electrochemical sensor characteristics: A case study on SARS-CoV-2 glucometer5The Method of Restoration and Identification of Information Flows in the Information Space1Application of Machine Learning for the Determination of Damaged Starch Ratio as an Alternative to Medcalf and Gilles Principle5A systematic overview of power electronics interfaced electrochemical impedance spectroscopy for energy storage systems31Analysis of Electrochemical Impedance Data: Use of Deep Neural Networks37The binary piezoelectric synergistic effect of KNbO3/MoS2 heterojunction for improving photocatalytic performance28Machine Learning Benchmarks for the Classification of Equivalent Circuit Models from Electrochemical Impedance Spectra43Automated workflow of EIS data validation and quality improvement based on the definition, detection, and removal of outliers10A novel analysis method for electrochemical impedance spectra using deep learning16Electrical Equivalent Circuit Model Prediction of High-Entropy Alloy Behavior in Aggressive Media24Investigation of the measurement uncertainty with regard to oxygen stoichiometry on health status of proton exchange membrane fuel cell via machine learning method3Deep generative learning for exploration in large electrochemical impedance dataset17Perspectives on Corrosion Studies Using Scanning Electrochemical Cell Microscopy: Challenges and Opportunities28Effect of pulsed current cathodic protection on pipeline steel API 5L X65 corrosion mitigation: An investigation and machine learning-assisted modeling13First derivative, extrapolation, and deconvolution of the complex conductivity data for the identification of the optimum entanglement concentration of polysaccharides in aqueous solutions9Hydrophilic flexible di-piperidine crosslinked membranes with highly effective ionic channels for water electrolysis17Insights Into Lithium‐Ion Battery Cell Temperature and State of Charge Using Dynamic Electrochemical Impedance Spectroscopy12Machine Learning-Assisted Equivalent Circuit Characterization for Electrical Impedance Spectroscopy Measurements of Bone Fractures6Is Unsupervised Dimensionality Reduction Sufficient to Decode the Complexities of Electrochemical Impedance Spectra?18Impedance Analysis and Parameter Estimation of Lithium-Ion Batteries Using the EIS Technique68What is the appropriate data representation of electrochemical impedance spectroscopy in machine-learning analysis?2Deeply Lithiated Carbonaceous Materials for Great Lithium Metal Protection in All‐Solid‐State Batteries33Carbon Nanofiber Membranes Loaded with MXene@g-C3N4: Preparation and Photocatalytic Property10Machine learning-assisted equivalent circuit identification for dielectric spectroscopy of polymers8Fast Li+ Transfer Scaffold Enables Stable High-Rate All-Solid-State Li Metal Batteries2Machine learning-based rapid analysis of the failure progress of thin-film electrodes from electric impedance spectroscopy (EIS) data1Online multi-scenario impedance spectra generation for batteries based on small-sample learning10Machine learning-based predictive approach for pitting and uniform corrosion in geothermal energy systems20Water/oil interfacial photocatalysis of amphiphilic CdS/Bi2WO6 S-scheme heterojunctions for efficient production and spontaneous separation of H2O2 and value-added organics31Conducting polymers based composite materials towards anticorrosion applications11Automated Determination of Equivalent Circuit Models for Electrochemical Systems Using EIS and Machine Learning4Determination on Equivalent Circuits and Parameters from Impedance Characteristics Using Brute Force0Lattice sulfuration enhanced sodium storage performance of Na0.9Li0.1Zn0.05Ni0.25Mn0.6O2 cathode7Effect of oxygen vacancy engineering on hybrid conduction mechanism in Ce doped La1-xCexBaCo2O5 ceramics13Surface strengthening mechanisms of laser shock peening additive manufacturing CuSn alloys: Experimental and numerical simulation investigations17Equivalent Electrical Circuit recommendation for Electrochemical Impedance Spectroscopy: A benchmark of different Machine Learning algorithms10Effect of thermal annealing on phase structure and hydrogen evolution reaction of molybdenum carbide thin films prepared by co-sputtering8A Facile Approach to Boost the Specific Capacity of Fluorinated Carbon Cathode for Rechargeable Na/CFx Battery2Prussian-Blue-Analogue-Derived Ag@Co3O4 and Bi2O3@BiFeO3 Nanostructures As Battery-Type Electrodes for High-Performance Asymmetric Supercapacitor15Asymmetric design of a Pt/C catalyst layer for enhanced performance in proton exchange membrane fuel cells2Asymmetric Design of Pt/C Catalyst Layer for Enhanced Performance in Proton Exchange Membrane Fuel Cell0Corrosion Kinetics and Failure Mechanisms of Weapon Structural Components Induced by Slight Fluctuations in Sulfate Ion Concentration in Nearshore Marine Environments0Epinn-Based High-Precision For Parameter Identification of Pemfc Equivalent Circuit Model0Plasma-synthesized Ru-B double oxides catalysts for enhanced fuel cell performance14Inquiry into the Appropriate Data Preprocessing of Electrochemical Impedance Spectroscopy for Machine Learning14Construction of a time-frequency measurement system and its application in sensing biofilms based on XGBoost model4Multiple Types of Defect Passivation Using a Pyridine Derivative Modifier for Efficient and Stable Perovskite Solar Cells4Multifunctional perfluorooctanoic acid as electrolyte additive enables high-performance lead–carbon battery4Impedance spectroscopy analysis of wastewater dewatering dynamics using super absorbent polymer: Sodium polyacrylate hydrogel4Utilizing machine learning for developing equivalent circuit-free calibration plots in impedimetric sensors12Enhanced electrochemical detection of nitrite ions by CTAB-modified hexagonal Fe-doped SnS2 nanosheets in water14Enhancing OLED Performance by Optimizing the Hole Transport Layer with a Self-Assembled Monolayer3A new approach for constructing UHPC conductive pathways: Oriented deposition of conductive hydration products51Enhancing sulfate reduction in microbial electrolysis cells: The impact of intermittent electric field and extreme conditions on reaction mechanisms and functional genes3A label-free electrochemical immunosensor utilizing Au-functionalized MOF-derived Co3O4/CNTs polyhedral nanocomposites for ultrasensitive detection of prostate-specific antigen7Hetero-interface of Mo15Se19/Co6.8Se8 boosted the catalytic performance for hydrogen evolution reaction5Effective electrochemical ozone production coupled with hydrogen evolution reaction by synergistic effect of PtCo alloy and borides10Mediating Zn loading on Cu-Zn bimetallic catalyst for electrochemical CO2 reduction into tunable syngas13A β-cyclodextrin/porous graphene ink electrode for smartphone-assisted electrochemical Hg2+ sensing10An editable yarn-based flexible supercapacitor and integrated self-powered sensor10An Electrochemical Sensor for Cd2+ in Water Based on rGO-CoMnCNF Screen-Printed Electrodes4High-performance PMMA based solvent-free solid transparent polymer electrolyte modified by succinonitrile for electrochromic devices17Synthesis of waste glass-derived silica nanoparticle and its role in anti-corrosion via a designed double-layered structure under chloride attack2Hierarchical porous anti-spinel Fe3O4 nanoparticles anode for ultra-high capacitance storage and ultra-long life with nearly-zero strain via 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sensors5Machine learning assisted classification and interpretation of EIS data with experimental demonstration for chemical conversion coatings on Mg alloys13A porous silicon/graphite anode modified with Li3PO4 and polyethylene oxide (PEO) for highly Li+ dynamic and stable lithium-ion batteries5A High‐Voltage Organic Cathode Enabled by a Continuous Electronegativity Zone in Aqueous Zinc‐Organic Batteries48Microfluidic-oriented assembly of MXene composite fibers for flexible zinc ion supercapacitors with high energy density24Using Machine Learning Methods to Predict the Ductile-to-Brittle Transition Temperature Shift in RPV Steel Under Different Pulse Current Parameters3Rationally regulating pore structures of porous carbon anodes by sulfur-doped carbon coating for high-rate sodium-ion storage8MOF-derived flower-like hierarchically N-doped carbon nanoflakes incorporated with manganese-zinc bimetallic phosphides as high rate-performance and durable anode for lithium-ion and sodium-ion batteries3Enhanced OER performance in La2∕3 Sr1∕3CoO3 through surface defect engineering by Ar ion bombardment1Develop a Versatile ECM Framework Capable of Accurately Representing Multiple Cell Types1Enhanced Proton Conductivity in Proton Exchange Membranes via Integration of Protic Ionic Liquid–Encapsulated NH 2 ‐MIL‐53(Al) with Sulfonated Poly(Ether Ether Ketone)4Planar Patterning Design and Energy Storage Performance Comparison of Laser‐Induced Graphene Flexible Supercapacitors6Sulfur Vacancies Enriched Copper Sulfide Nanotubes Boost Desalination Efficiency of Hybrid Capacitive Deionization3Interface-engineered metalized plastic current collectors for fast-charging lithium-ion batteries with high safety and stability20Preparation of ZnO/PANI composite by in situ polymerization approach and its varistor properties3Encapsulating Amorphous Manganese–Zinc Bimetallic Phosphides into N-Doped Carbon Nanofibers for High-Rate and Durable Li-/Na-Ion Storage2Electroless nickel-phosphorus amorphous alloy coating as effective barrier for hydrogen permeation and corrosion protection10The Construction and Mechanism of SPCE/Cu2O@MWCNTs Electrochemical Sensor for Menthone Detection for Epileptic Seizures Prediction4Adsorption–photocatalysis synergistic degradation of ethylene by Ag2S–TiO2–Bi2WO6 immobilized on starch/reduced graphene oxide aerogels under full-spectrum light8Insight into LaFeO 3 -Coating Effects on O3-Type NaNi 1/3 Fe 1/3 Mn 1/3 O 2 Cathode Materials for Sodium-Ion Battery Application8Design of cobalt-nickel co-doped nitrogen-containing carbon polyhedral framework for nitrobenzene detection6Surface reconstruction of semicoke via HF etching in-situ driven CaF2 crystallization for enhanced sodium storage performance4Facile construction of Z-scheme CAU-17/Bi2O2CO3 heterojunction for high-efficiency photocatalytic pollutant degradation14Alkali–assisted modulation of pore structures in polyacrylonitrile–derived hard carbon for enhanced sodium storage performance7Zeolite-coated separator suppresses manganese dissolution by selective ion trapping for long-cycling alkaline batteries6Nondestructive monitoring of corrosion status of marine pile foundation: experiment and application concept1Mo-oxygen vacancy Co-regulation in Ag3PO4: Band alignment and adsorption optimization for high-efficiency photocatalytic water remediation1Fabrication of S, N and O conjugated coordination Ni-MOFs with high electrochemical performance for self-regenerative asymmetric supercapacitor3Surface oxygen vacancies in LaCoO3/BiOI heterostructure: A tailored strategy for elevating the photocatalytic activity in antibiotic elimination9Amorphous‐Crystalline Synergy in CoSe2/CoS2 Heterostructures: High‐Performance SERS Substrates for Esophageal Tumor Cell Discrimination5Fluorine-corrosion triggering electrochemical reconstruction of NiFe alloy for boosted oxygen evolution reaction0Controlled Synthesis of ZrO2@Zn Anode and Effect on the Cycle Life of Zinc–Air Battery Under High-Temperature Operating Conditions1Study on the Optimization of the Morphology and Nucleation Mechanism of Electroplated Sn-Pb Coatings by the Synergistic Effect of Composite Additives2Electrostatic effects drive graphene oxide carbon dots to self-assemble into negatively charged layer for constructing anti-aging zinc-ion batteries4Oxidative polymerization of PEDOT in YMOF-NH2 framework for electrochemically controlled phosphate removal and enrichment1Corrosion Inhibition Mechanism and Performance Prediction of Corrosion Inhibitors in Grouting Materials for Anchor Cables in Deep Coal Mines27Unveiling salt-dependent conformation changes and kinetics of interfacial MicroRNA Let-7c molecules using SFG-VS0State of health estimation for lithium-ion batteries under unknown usage history via distribution of relaxation times analysis and interpretable feature selection8Water resistance study on fast UV-curable polybutadiene coatings crosslinked by multifunctional mercaptan in different aqueous conditions0One-Step LCVD Fabrication of Binder-Free Porous Graphene@SiC Heterostructures for Lithium-Ion Battery Anodes2Effect of Y₂O₃ on microstructure and properties of NbC/Ni-based coating by laser cladding3Auto-EIS: Automated Discovery of Equivalent Circuit Models from Impedance Spectroscopy via Deep Reinforcement Learning0Co 4 (SO 4 ) 4 Cluster‐Based Metal Porphyrin Frameworks Derived CoM‐NSC Materials for Efficient Oxygen Electrocatalysis2High‐Performance Dual‐Network Wood‐Based Ionic Conductive Hydrogel for Supercapacitors and Sensitive Sensors0Critical review on the analysis of electrochemical impedance spectroscopy data77DNAzyme-Driven Dynamic Cycling Biosensor with Dynamic Fluorescent and Cumulative Electrochemiluminescence Monitoring of Single-Nucleotide Variants2Study on the adsorption mechanism and durability of non-sintered composite ceramsite as permeable reactive barrier filler for Pb2+2Identification and Optimization of Spinel Oxide Geometric Configurations for Enhanced C−N Coupling Reaction1A high-precision multi-channel rapid detection method for dynamic and static impedance spectroscopy of lithium batteries based on programmable current excitation0Shear-flow electrodeposition of graphene-nickel coatings with controlled parallel alignment for superior wear and corrosion resistance4A methanol-modulated cobalt-doped La-based metal-organic framework derived catalyst for enhancing oxygen evolution reaction2Breaking the passivation barrier via d-p orbital optimization for stable hydrogen production and sulfion upgrading17Corrosion barrier properties of multilayered Al2O3/SiO2 films on copper in synthetic marine environment1Unveiling the fundamental physicochemical processes in solid oxide fuel cell: A study of operating conditions and carbon deposition based on distribution of relaxation times1Confinement-engineered Pd@UiO-66(Zr) catalysts enabling hydrogen spillover-driven Fe cycling for rapid carbamazepine degradation2Synergistic design of a novel Z-Scheme M-r-MIL-88A(Fe)/Bi5O7I-OVs with Fe2+/Fe3+ and oxygen vacancies for high-efficiency peroxymonosulfate activation and pollutant degradation: Mechanisms and DFT calculation5Lignin nanoparticles-enhanced deep eutectic solvent gel as a highly stretchable, adhesive, self-healing electrolyte for high-performance supercapacitors10Physics-Informed Fusion Model for Equivalent Circuit Parameter Identification of PEMFC0Galvanic corrosion behavior of magnesium alloy substrate/Fe-based amorphous coating5Highly crystalline poly (heptazine imide) accelerates piezo-photocatalytic H2O2 synthesis via -NH- protonation reaction2EIS data analysis tools: recent advance and an AI-assisted EIS analysis web platform2Fabrication of an environmentally-friendly PEDOT:PSS/MoS2 composite ink for the application of inkjet-printed high-performance flexible micro-supercapacitors0Deep Learning algorithm, based on convolutional neural networks, for equivalent electrical circuit recommendation for Electrochemical Impedance Spectroscopy3From Environmental Perception to Intelligent Battery Management: A Novel Real-Time Fault Early Warning Method for Onboard Power Batteries in a Cyber-Physical System2Self-warning, self-healing, high-strength anti-corrosion coatings enabled by supramolecular-nanostructure synergy14Lattice stress memory in CoNiP@Cu3P core-shell nanoarchitectures enabling self-adaptive ultra-efficient hydrogen evolution13Properties of micro-arc oxidized coatings on TC4 titanium alloy modified by NaBz0Electric-field aligned ILs functionalized graphene architecture in Cu-enhanced epoxy coatings achieving near-zero wear and corrosion barrier1Constructing of an NH2-MIL-53(Fe)/g-C3N4 adsorptive photo-Fenton system for efficient degradation of norfloxacin in medical wastewater10Multiscale study on laser shock peening to improve the tribological properties of CuSn alloys: Experimental and molecular dynamics perspective2Research Progress on the Corrosion Behavior of Metallic Glass and Its Composites9Measurement, interpretation, and application of electrochemical impedance spectroscopy to lithium-ion batteries10Investigating the role and mechanism of multi-component corrosion inhibitors in anti-corrosion of grouting anchor cables0BiVO4/CuFe2O4 heterojunction for boosting visible light-driven photocatalytic water oxidation0Scalable and Rapid Manufacturing of Bioinspired Multilayer Nanocomposite Coatings with Synergistic Impact‐Resistance and Anti‐Corrosion7Design of a functional hydrophobic thin film with low tritium memory effect for high sensitivity ionization chamber0Enhancement of the Electrochemical Performance of Na 3 MnTi(PO 4 ) 3 Cathode Material by Nb Doping for Sodium-Ion Batteries1

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