cff-version: 1.2.0
abstract: "<p>This repository contains all MATLAB and Python codes developed for the studyIon Sensing based on Frequency-Dependent Physico-Chemical Processes at Electrode/Electrolyte Interfaces, including:</p><ul><li><strong>Fundamental impedance model</strong> – MATLAB implementation of the continuum-based model describing frequency-dependent physico-chemical processes at electrode/electrolyte interfaces.</li><li><strong>Machine learning workflow</strong> – Python scripts for data preprocessing, model training, cross-validation, and prediction of ion composition/concentration from EIS data.</li></ul><p><br></p>"
authors:
  - family-names: Mohseni Armaki
    given-names: Amir
    orcid: "https://orcid.org/0009-0009-0432-8752"
  - family-names: Guo
    given-names: Yaqi
  - family-names: Ahmadi
    given-names: Majid
    orcid: "https://orcid.org/0000-0003-2321-3060"
  - family-names: Streefland
    given-names: Roan
  - family-names: Bäuerlein
    given-names: Patrick S.
    orcid: "https://orcid.org/0000-0002-1110-5997"
  - family-names: Mol
    given-names: Arjan
    orcid: "https://orcid.org/0000-0003-1810-5145"
  - family-names: Kumar
    given-names: Sid
  - family-names: Taheri
    given-names: Peyman
    orcid: "https://orcid.org/0000-0002-3051-7292"
title: "Code for: Ion Sensing based on Frequency-Dependent Physico-Chemical Processes at Electrode/Electrolyte Interfaces"
keywords:
version: 1
identifiers:
  - type: doi
    value: 10.4121/086b2944-01bf-4f7c-ba34-f75d19e154d0.v1
license: MIT
date-released: 2025-08-21