cff-version: 1.2.0
abstract: "<p>This dataset contains the complete set of experimental and processed data used in the study <em>"</em>Ion Sensing based on Frequency-Dependent Physico-Chemical Processes at Electrode/Electrolyte Interfaces<em>"</em>. It includes:</p><p><br></p><ul><li><strong>Raw data</strong>: Directly acquired from electrochemical impedance spectroscopy (EIS) measurements across a range of electrolyte compositions, concentrations, and experimental conditions.</li><li><strong>Model outputs</strong>: Results from the physicochemical model and machine learning predictions, including training, validation, and cross-validation outputs.</li><li><strong>Supporting materials</strong>: Code for preprocessing, model training, and figure generation, as used in the manuscript and supplementary information.</li></ul><p>The dataset is organized into clearly labeled folders for ease of navigation. All files are provided in formats suitable for direct use (e.g., <code>.csv</code>, <code>.mat</code>, <code>.py</code>, <code>.m</code>). Additional details about data acquisition, preprocessing, and analysis are described in the accompanying <em>README</em> and in the Methods section of the manuscript.</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: "Source Data for: Ion Sensing based on Frequency-Dependent Physico-Chemical Processes at Electrode/Electrolyte Interfaces"
keywords:
version: 1
identifiers:
  - type: doi
    value: 10.4121/fd5d845a-70aa-452f-b662-e72e1e057f34.v1
license: CC BY 4.0
date-released: 2025-08-21