{"data":{"id":"10.4121/48e1331b-91df-4e1a-906b-b0a0e9d16c74","type":"dois","attributes":{"doi":"10.4121/48e1331b-91df-4e1a-906b-b0a0e9d16c74","prefix":"10.4121","suffix":"48e1331b-91df-4e1a-906b-b0a0e9d16c74","identifiers":[],"alternateIdentifiers":[],"creators":[{"name":"Portner, Fabian","nameType":"Personal","givenName":"Fabian","familyName":"Portner","nameIdentifiers":[{"nameIdentifier":"0009-0002-1984-9533","nameIdentifierScheme":"https://orcid.org/"}],"affiliation":[]},{"name":"Asadi, Arash","nameType":"Personal","givenName":"Arash","familyName":"Asadi","nameIdentifiers":[{"nameIdentifier":"0000-0001-9946-4793","nameIdentifierScheme":"https://orcid.org/"}],"affiliation":[]},{"name":"Gringoli, Francesco","nameType":"Personal","givenName":"Francesco","familyName":"Gringoli","nameIdentifiers":[{"nameIdentifier":"0000-0003-2621-582X","nameIdentifierScheme":"https://orcid.org/"}],"affiliation":[]},{"name":"Hollick, Matthias","nameType":"Personal","givenName":"Matthias","familyName":"Hollick","nameIdentifiers":[{"nameIdentifier":"0000-0002-9163-5989","nameIdentifierScheme":"https://orcid.org/"}],"affiliation":[]}],"titles":[{"title":"Data and Code for \"Same Signal, Different Story: Demystifying Receiver Effects in Wi-Fi Channel State Information\""}],"publisher":"4TU.ResearchData","container":{},"publicationYear":2026,"subjects":[{"subject":"Artificial Intelligence and Image Processing","subjectScheme":"Australian and New Zealand Standard Research Classification (ANZSRC), 2008","classificationCode":"0801"},{"subject":"FOS: Computer and information sciences","schemeUri":"http://www.oecd.org/science/inno/38235147.pdf","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"Electrical and Electronic Engineering","subjectScheme":"Australian and New Zealand Standard Research Classification (ANZSRC), 2008","classificationCode":"0906"},{"subject":"FOS: Electrical engineering, electronic engineering, information engineering","schemeUri":"http://www.oecd.org/science/inno/38235147.pdf","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"Communications Technologies","subjectScheme":"Australian and New Zealand Standard Research Classification (ANZSRC), 2008","classificationCode":"1005"},{"subject":"Computer Software","subjectScheme":"Australian and New Zealand Standard Research Classification (ANZSRC), 2008","classificationCode":"0803"},{"subject":"Engineering","subjectScheme":"Australian and New Zealand Standard Research Classification (ANZSRC), 2008","classificationCode":"09"},{"subject":"Technology","subjectScheme":"Australian and New Zealand Standard Research Classification (ANZSRC), 2008","classificationCode":"10"},{"subject":"Information and Computing Sciences","subjectScheme":"Australian and New Zealand Standard Research Classification (ANZSRC), 2008","classificationCode":"08"},{"subject":"Channel state information"},{"subject":"Human Activity Recognition (HAR)"},{"subject":"CSI"},{"subject":"Wi-Fi"},{"subject":"Wi-Fi Sensing"},{"subject":"Wireless Sensing"}],"contributors":[{"name":"TU Delft, Faculty of Electrical Engineering, Mathematics and Computer Science, Department of Software Technology, Embedded Systems","nameType":"Organizational","affiliation":[],"contributorType":"Other","nameIdentifiers":[]},{"name":"TU Darmstadt, Department of Computer Science","nameType":"Organizational","affiliation":[],"contributorType":"Other","nameIdentifiers":[]},{"name":"University of Brescia, Department of Information Engineering","nameType":"Organizational","affiliation":[],"contributorType":"Other","nameIdentifiers":[]}],"dates":[{"date":"2026-02-25","dateType":"Issued"}],"language":"en","types":{"ris":"COMP","bibtex":"misc","citeproc":"article","schemaOrg":"SoftwareSourceCode","resourceType":"Software","resourceTypeGeneral":"Software"},"relatedIdentifiers":[{"relationType":"IsSupplementTo","relatedIdentifier":"10.1109/jiot.2026.3667804","relatedIdentifierType":"DOI"},{"relationType":"References","relatedIdentifier":"https://github.com/nzqo/sensession","relatedIdentifierType":"URL"},{"relationType":"IsVersionOf","relatedIdentifier":"10.4121/48e1331b-91df-4e1a-906b-b0a0e9d16c74.v1","relatedIdentifierType":"DOI"},{"relationType":"IsVersionOf","relatedIdentifier":"10.4121/48e1331b-91df-4e1a-906b-b0a0e9d16c74.v2","relatedIdentifierType":"DOI"},{"relationType":"IsVersionOf","relatedIdentifier":"10.4121/48e1331b-91df-4e1a-906b-b0a0e9d16c74.v3","relatedIdentifierType":"DOI"},{"relationType":"IsVersionOf","relatedIdentifier":"10.4121/48e1331b-91df-4e1a-906b-b0a0e9d16c74.v4","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[".parquet, .py, .md, .pdf, .ipynb, .zip"],"version":"4","rightsList":[{"rights":"MIT License","rightsUri":"https://opensource.org/licenses/MIT","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"mit","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"# Data and code for \"\u003cstrong\u003eSame Signal, Different Story: \u003c/strong\u003e Demystifying Receiver Effects in Wi-Fi Channel State Information\"\u003cbr\u003eThe dataset(s) here were collected with a Wi-Fi testbed of eight different receivers:\u003cbr\u003e2x Asus RT-AC86U2x ESP32-S31x Intel IWL53001x Intel AX2101x Qualcomm Atheros QCA AR94621x USRP N2954-R\u003cbr\u003eThe transmitter for all the datasets is another USRP N2954-R with Wi-Fi frames generated using the MATLAB WLan Toolbox.\u003cbr\u003eAll data was collected using our python scripts, published on GitHub: https://github.com/nzqo/sensession.Relevant subprojects for CSI extraction are found in `csi_tools` in sensession.You can find the experiment design (e.g., frame precoding) by inspecting the `/experiments` directory.Evaluation scripts of the data are also shared in the `/evaluation` directory.\u003cbr\u003e## Format\u003cbr\u003eAll data is stored as `.parquet` files, which is tabular data. Each line contains a single CSI recording. The `meta_id` column marks a group (a coherent recording), with further information linked in the corresponding `meta.parquet` files. These files can be easily loaded into dataframes using e.g. pandas or polars.\u003cbr\u003eEvery CSI value is represented as a nested list corresponding to shape `[num_antennas, num_streams, num_subcarrier]`.\u003cbr\u003e## HAR dataset\u003cbr\u003eThe HAR dataset comes with a dedicated README with more information on the contents.\u003cbr\u003e## Over-the-wire data\u003cbr\u003eFor the OTW data, all devices are connected to the transmitter using cables of equal length, feeding the signal through a waveguide powersplitter (ZN8PD1-63W-S+). Archive names describe the measurements we ran (e.g. single subcarrier modifications).","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[{"awardTitle":"6thSense","funderName":"European Commission — Horizon Europe (Marie Skłodowska-Curie Actions), granting authority: European Research Executive Agency (REA)","awardNumber":"101119652"},{"awardTitle":"SenShield","funderName":"German Research Foundation (DFG)","awardNumber":"447586980"},{"awardTitle":"Loewe Center emergenCITY","funderName":"State of Hesse (Land Hessen), Hessian Ministtry of Science and Research, Arts and Culture (HMWK)","awardNumber":"LOEWE/1/12/519/03/05.001(0016)72"},{"awardTitle":"RESTART – Telecommunications of the Future ","funderName":"European Union – NextGenerationEU (via Italy’s National Recovery and Resilience Plan / PNRR; administered by the Italian Ministry of University and Research, MUR)","awardNumber":"CUP E63C22002070006; PE00000001"}],"xml":"<?xml version="1.0" encoding="UTF-8"?>
<resource xmlns="http://datacite.org/schema/kernel-4" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://datacite.org/schema/kernel-4 http://schema.datacite.org/meta/kernel-4.4/metadata.xsd">
  <identifier identifierType="DOI">10.4121/48E1331B-91DF-4E1A-906B-B0A0E9D16C74</identifier>
  <creators>
    <creator>
      <creatorName nameType="Personal">Fabian Portner</creatorName>
      <givenName>Fabian</givenName>
      <familyName>Portner</familyName>
      <nameIdentifier nameIdentifierScheme="https://orcid.org/">0009-0002-1984-9533</nameIdentifier>
    </creator>
    <creator>
      <creatorName nameType="Personal">Arash Asadi</creatorName>
      <givenName>Arash</givenName>
      <familyName>Asadi</familyName>
      <nameIdentifier nameIdentifierScheme="https://orcid.org/">0000-0001-9946-4793</nameIdentifier>
    </creator>
    <creator>
      <creatorName nameType="Personal">Francesco Gringoli</creatorName>
      <givenName>Francesco</givenName>
      <familyName>Gringoli</familyName>
      <nameIdentifier nameIdentifierScheme="https://orcid.org/">0000-0003-2621-582X</nameIdentifier>
    </creator>
    <creator>
      <creatorName nameType="Personal">Matthias Hollick</creatorName>
      <givenName>Matthias</givenName>
      <familyName>Hollick</familyName>
      <nameIdentifier nameIdentifierScheme="https://orcid.org/">0000-0002-9163-5989</nameIdentifier>
    </creator>
  </creators>
  <titles>
    <title>Data and Code for "Same Signal, Different Story: Demystifying Receiver Effects in Wi-Fi Channel State Information"</title>
  </titles>
  <publisher>4TU.ResearchData</publisher>
  <publicationYear>2026</publicationYear>
  <resourceType resourceTypeGeneral="Software">Software</resourceType>
  <subjects>
    <subject subjectScheme="Australian and New Zealand Standard Research Classification (ANZSRC), 2008" classificationCode="0801">Artificial Intelligence and Image Processing</subject>
    <subject subjectScheme="Australian and New Zealand Standard Research Classification (ANZSRC), 2008" classificationCode="0906">Electrical and Electronic Engineering</subject>
    <subject subjectScheme="Australian and New Zealand Standard Research Classification (ANZSRC), 2008" classificationCode="1005">Communications Technologies</subject>
    <subject subjectScheme="Australian and New Zealand Standard Research Classification (ANZSRC), 2008" classificationCode="0803">Computer Software</subject>
    <subject subjectScheme="Australian and New Zealand Standard Research Classification (ANZSRC), 2008" classificationCode="09">Engineering</subject>
    <subject subjectScheme="Australian and New Zealand Standard Research Classification (ANZSRC), 2008" classificationCode="10">Technology</subject>
    <subject subjectScheme="Australian and New Zealand Standard Research Classification (ANZSRC), 2008" classificationCode="08">Information and Computing Sciences</subject>
    <subject>Channel state information</subject>
    <subject>Human Activity Recognition (HAR)</subject>
    <subject>CSI</subject>
    <subject>Wi-Fi</subject>
    <subject>Wi-Fi Sensing</subject>
    <subject>Wireless Sensing</subject>
  </subjects>
  <contributors>
    <contributor contributorType="Other">
      <contributorName nameType="Organizational">TU Delft, Faculty of Electrical Engineering, Mathematics and Computer Science, Department of Software Technology, Embedded Systems</contributorName>
    </contributor>
    <contributor contributorType="Other">
      <contributorName nameType="Organizational">TU Darmstadt, Department of Computer Science</contributorName>
    </contributor>
    <contributor contributorType="Other">
      <contributorName nameType="Organizational">University of Brescia, Department of Information Engineering</contributorName>
    </contributor>
  </contributors>
  <dates>
    <date dateType="Issued">2026-02-25</date>
  </dates>
  <language>en</language>
  <relatedIdentifiers>
    <relatedIdentifier relatedIdentifierType="DOI" relationType="IsSupplementTo">10.1109/JIOT.2026.3667804</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="URL" relationType="References">https://github.com/nzqo/sensession</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="DOI" relationType="IsVersionOf">10.4121/48e1331b-91df-4e1a-906b-b0a0e9d16c74.v1</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="DOI" relationType="IsVersionOf">10.4121/48e1331b-91df-4e1a-906b-b0a0e9d16c74.v2</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="DOI" relationType="IsVersionOf">10.4121/48e1331b-91df-4e1a-906b-b0a0e9d16c74.v3</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="DOI" relationType="IsVersionOf">10.4121/48e1331b-91df-4e1a-906b-b0a0e9d16c74.v4</relatedIdentifier>
  </relatedIdentifiers>
  <formats>
    <format>.parquet, .py, .md, .pdf, .ipynb, .zip</format>
  </formats>
  <version>4</version>
  <rightsList>
    <rights rightsURI="https://opensource.org/licenses/MIT">MIT</rights>
  </rightsList>
  <descriptions>
    <description descriptionType="Abstract">&lt;p&gt;# Data and code for "&lt;strong&gt;Same Signal, Different Story: &lt;/strong&gt; Demystifying Receiver Effects in Wi-Fi Channel State Information"&lt;/p&gt;&lt;p&gt;&lt;br&gt;&lt;/p&gt;&lt;p&gt;The dataset(s) here were collected with a Wi-Fi testbed of eight different receivers:&lt;/p&gt;&lt;p&gt;&lt;br&gt;&lt;/p&gt;&lt;ul&gt;&lt;li&gt;2x Asus RT-AC86U&lt;/li&gt;&lt;li&gt;2x ESP32-S3&lt;/li&gt;&lt;li&gt;1x Intel IWL5300&lt;/li&gt;&lt;li&gt;1x Intel AX210&lt;/li&gt;&lt;li&gt;1x Qualcomm Atheros QCA AR9462&lt;/li&gt;&lt;li&gt;1x USRP N2954-R&lt;/li&gt;&lt;/ul&gt;&lt;p&gt;&lt;br&gt;&lt;/p&gt;&lt;p&gt;The transmitter for all the datasets is another USRP N2954-R with Wi-Fi frames generated using the MATLAB WLan Toolbox.&lt;/p&gt;&lt;p&gt;&lt;br&gt;&lt;/p&gt;&lt;p&gt;All data was collected using our python scripts, published on GitHub: https://github.com/nzqo/sensession.&lt;/p&gt;&lt;p&gt;Relevant subprojects for CSI extraction are found in `csi_tools` in sensession.&lt;/p&gt;&lt;p&gt;You can find the experiment design (e.g., frame precoding) by inspecting the `/experiments` directory.&lt;/p&gt;&lt;p&gt;Evaluation scripts of the data are also shared in the `/evaluation` directory.&lt;/p&gt;&lt;p&gt;&lt;br&gt;&lt;/p&gt;&lt;p&gt;## Format&lt;/p&gt;&lt;p&gt;&lt;br&gt;&lt;/p&gt;&lt;p&gt;All data is stored as `.parquet` files, which is tabular data. Each line contains a single CSI recording. The `meta_id` column marks a group (a coherent recording), with further information linked in the corresponding `meta.parquet` files. These files can be easily loaded into dataframes using e.g. pandas or polars.&lt;/p&gt;&lt;p&gt;&lt;br&gt;&lt;/p&gt;&lt;p&gt;Every CSI value is represented as a nested list corresponding to shape `[num_antennas, num_streams, num_subcarrier]`.&lt;/p&gt;&lt;p&gt;&lt;br&gt;&lt;/p&gt;&lt;p&gt;## HAR dataset&lt;/p&gt;&lt;p&gt;&lt;br&gt;&lt;/p&gt;&lt;p&gt;The HAR dataset comes with a dedicated README with more information on the contents.&lt;/p&gt;&lt;p&gt;&lt;br&gt;&lt;/p&gt;&lt;p&gt;## Over-the-wire data&lt;/p&gt;&lt;p&gt;&lt;br&gt;&lt;/p&gt;&lt;p&gt;For the OTW data, all devices are connected to the transmitter using cables of equal length, feeding the signal through a waveguide powersplitter (ZN8PD1-63W-S+). Archive names describe the measurements we ran (e.g. single subcarrier modifications).&lt;/p&gt;</description>
  </descriptions>
  <fundingReferences>
    <fundingReference>
      <funderName>European Commission — Horizon Europe (Marie Skłodowska-Curie Actions), granting authority: European Research Executive Agency (REA)</funderName>
      <awardNumber>101119652</awardNumber>
      <awardTitle>6thSense</awardTitle>
    </fundingReference>
    <fundingReference>
      <funderName>German Research Foundation (DFG)</funderName>
      <awardNumber>447586980</awardNumber>
      <awardTitle>SenShield</awardTitle>
    </fundingReference>
    <fundingReference>
      <funderName>State of Hesse (Land Hessen), Hessian Ministtry of Science and Research, Arts and Culture (HMWK)</funderName>
      <awardNumber>LOEWE/1/12/519/03/05.001(0016)72</awardNumber>
      <awardTitle>Loewe Center emergenCITY</awardTitle>
    </fundingReference>
    <fundingReference>
      <funderName>European Union – NextGenerationEU (via Italy’s National Recovery and Resilience Plan / PNRR; administered by the Italian Ministry of University and Research, MUR)</funderName>
      <awardNumber>CUP E63C22002070006; PE00000001</awardNumber>
      <awardTitle>RESTART – Telecommunications of the Future </awardTitle>
    </fundingReference>
  </fundingReferences>
</resource>","url":"https://data.4tu.nl/datasets/48e1331b-91df-4e1a-906b-b0a0e9d16c74","contentUrl":null,"metadataVersion":3,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"viewsOverTime":[],"downloadCount":0,"downloadsOverTime":[],"referenceCount":0,"citationCount":1,"citationsOverTime":[{"year":"2026","total":1}],"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":4,"created":"2025-10-20T09:04:21.000Z","registered":"2025-10-20T09:05:22.000Z","published":"2026","updated":"2026-02-25T11:27:26.000Z"},"relationships":{"client":{"data":{"id":"delft.data4tu","type":"clients"}},"provider":{"data":{"id":"scpr","type":"providers"}},"media":{"data":{"id":"10.4121/48e1331b-91df-4e1a-906b-b0a0e9d16c74","type":"media"}},"references":{"data":[]},"citations":{"data":[{"id":"10.1109/jiot.2026.3667804","type":"dois"}]},"parts":{"data":[]},"partOf":{"data":[]},"versions":{"data":[]},"versionOf":{"data":[{"id":"10.4121/48e1331b-91df-4e1a-906b-b0a0e9d16c74.v3","type":"dois"},{"id":"10.4121/48e1331b-91df-4e1a-906b-b0a0e9d16c74.v4","type":"dois"},{"id":"10.4121/48e1331b-91df-4e1a-906b-b0a0e9d16c74.v1","type":"dois"},{"id":"10.4121/48e1331b-91df-4e1a-906b-b0a0e9d16c74.v2","type":"dois"}]}}}}