{"data":{"id":"10.5281/zenodo.20484337","type":"dois","attributes":{"doi":"10.5281/zenodo.20484337","prefix":"10.5281","suffix":"zenodo.20484337","identifiers":[],"alternateIdentifiers":[],"creators":[{"name":"García Campos, José Manuel","nameType":"Personal","givenName":"José Manuel","familyName":"García Campos","affiliation":["Universidad de Sevilla"],"nameIdentifiers":[{"nameIdentifier":"0000-0001-8989-6920","nameIdentifierScheme":"ORCID"}]},{"name":"Marquez Alcaide, Abraham","nameType":"Personal","givenName":"Abraham","familyName":"Marquez Alcaide","affiliation":["Universidad de Sevilla"],"nameIdentifiers":[{"nameIdentifier":"0000-0003-1647-7527","nameIdentifierScheme":"ORCID"}]},{"name":"Letrado Castellanos, Alejandro","nameType":"Personal","givenName":"Alejandro","familyName":"Letrado Castellanos","affiliation":["Universidad de Sevilla"],"nameIdentifiers":[]},{"name":"Portillo, Ramon","nameType":"Personal","givenName":"Ramon","familyName":"Portillo","affiliation":["Universidad de Sevilla"],"nameIdentifiers":[{"nameIdentifier":"0000-0001-6453-8617","nameIdentifierScheme":"ORCID"}]},{"name":"Leon, Jose I.","nameType":"Personal","givenName":"Jose I.","familyName":"Leon","affiliation":["Universidad de Sevilla"],"nameIdentifiers":[{"nameIdentifier":"0000-0001-5760-8066","nameIdentifierScheme":"ORCID"}]}],"titles":[{"title":"Power Converter Fault Diagnosis Dataset"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[],"contributors":[],"dates":[{"date":"2026-06-01","dateType":"Issued"}],"language":null,"types":{"ris":"DATA","bibtex":"misc","citeproc":"dataset","schemaOrg":"Dataset","resourceType":"","resourceTypeGeneral":"Dataset"},"relatedIdentifiers":[{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.20484338","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":null,"rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"This dataset contains electrical measurements acquired from a real-time Hardware-in-the-Loop (HIL) simulation environment developed for fault diagnosis research in power electronic converters.\n\nThe simulated system corresponds to a 2 MW two-level voltage source inverter (2L-VSI) connected to a three-phase 400/690 V, 50 Hz electrical grid and a 1500 V DC bus. The model was executed on a Typhoon HIL606 real-time simulator, enabling the controlled injection of multiple fault conditions while preserving the dynamic behavior of the converter.\n\nThe dataset includes measurements collected under both nominal and faulty operating conditions. A total of 48 operating categories are represented, corresponding to one healthy operating mode and 47 fault conditions. The simulated faults include grid disturbances, DC-bus abnormalities, semiconductor failures, harmonic distortion, electrical noise, voltage deviations, frequency variations, phase-sequence alterations, short-circuits, and disconnection events.\n\nTo improve dataset diversity and reduce phase-dependent bias, fault injection was performed at randomly selected temporal instants during converter operation.\n\nIncluded Measurements\n\nThis repository contains the following measurement categories:\n\nid_mea = 10 — Three-Phase RMS Voltages\n\nThree-dimensional measurement composed of the RMS values of the three grid voltages. This low-dimensional representation characterizes the global electrical operating condition of the converter and the grid.\n\nDimensions: 3\n\nid_mea = 3 — Instantaneous DC Voltage and Current\n\nHigh-dimensional instantaneous measurements containing the DC-link capacitor voltage and input current sampled at switching frequency. The resulting vectorized representation captures transient and dynamic behaviors associated with fault conditions.\n\nDimensions: 40\n\nid_mea = 2 — Instantaneous Three-Phase Currents\n\nHigh-dimensional vectorized representation of the three-phase grid currents sampled at switching frequency. The measurement preserves the complete waveform information of the analyzed electrical cycle and enables the characterization of dynamic fault signatures.\n\nDimensions: 60\n\nFault Categories\n\n\n\n\n\n\nFault ID\n\n\n\nFault element\n\n\n\nFault description\n\n\n\n\n\n1\n\n\n\nShort-circuit switches between phases and the ground\n\n\n\nShort-circuit between phase C and ground\n\n\n\n\n\n2\n\n\n\nShort-circuit switches between phases and the ground\n\n\n\nShort-circuit between phase B and ground\n\n\n\n\n\n3\n\n\n\nShort-circuit switches between phases and the ground\n\n\n\nShort-circuit between phases B and C\n\n\n\n\n\n4\n\n\n\nShort-circuit switches between phases and the ground\n\n\n\nShort-circuit between phases B and C and the ground\n\n\n\n\n\n5\n\n\n\nShort-circuit switches between phases and the ground\n\n\n\nShort-circuit between phase A and ground\n\n\n\n\n\n6\n\n\n\nShort-circuit switches between phases and the ground\n\n\n\nShort-circuit between phases A and C\n\n\n\n\n\n7\n\n\n\nShort-circuit switches between phases and the ground\n\n\n\nShort-circuit between phases A and C and the ground\n\n\n\n\n\n8\n\n\n\nShort-circuit switches between phases and the ground\n\n\n\nShort-circuit between phases A and B\n\n\n\n\n\n9\n\n\n\nShort-circuit switches between phases and the ground\n\n\n\nShort-circuit between phases A and B with the ground\n\n\n\n\n\n10\n\n\n\nShort-circuit switches between phases and the ground\n\n\n\nShort-circuit between phases A, B and C\n\n\n\n\n\n11\n\n\n\nShort-circuit switches between phases and the ground\n\n\n\nShort-circuit between phases A, B, C and the ground\n\n\n\n\n\n12\n\n\n\nAlternative set of impedances/weak grid\n\n\n\nChanges of the value of the grid impedance\n\n\n\n\n\n13\n\n\n\nSerial switches between the grid and the power converter\n\n\n\nDisconnection/Open circuit of phase A\n\n\n\n\n\n14\n\n\n\nSerial switches between the grid and the power converter\n\n\n\nDisconnection/Open circuit of phase B\n\n\n\n\n\n15\n\n\n\nSerial switches between the grid and the power converter\n\n\n\nDisconnection/Open circuit of phase C\n\n\n\n\n\n16\n\n\n\nSerial switches between the grid and the power converter\n\n\n\nDisconnection/Open circuit of both phases A and B\n\n\n\n\n\n17\n\n\n\nSerial switches between the grid and the power converter\n\n\n\nDisconnection/Open circuit of both phases B and C\n\n\n\n\n\n18\n\n\n\nSerial switches between the grid and the power converter\n\n\n\nDisconnection/Open circuit of both phases A and C\n\n\n\n\n\n19\n\n\n\nSerial switches between the grid and the power converter\n\n\n\nDisconnection/Open circuit of the three phases (black-out)\n\n\n\n\n\n20\n\n\n\nThree-phase voltage source that represent the grid\n\n\n\nIncreasing of the amplitude of one of the grid phases\n\n\n\n\n\n21\n\n\n\nThree-phase voltage source that represent the grid\n\n\n\nDecreasing of the amplitude of one of the grid phases\n\n\n\n\n\n22\n\n\n\nThree-phase voltage source that represent the grid\n\n\n\nPositive spikes in voltage of one grid’s phase\n\n\n\n\n\n23\n\n\n\nThree-phase voltage source that represent the grid\n\n\n\nNegative spikes in voltage of one grid’s phase\n\n\n\n\n\n24\n\n\n\nThree-phase voltage source that represent the grid\n\n\n\nChange in the grid phase sequence.\n\nPhase order {-120º, 0º, +120º}\n\n\n\n\n\n25\n\n\n\nThree-phase voltage source that represent the grid\n\n\n\nChange in the grid phase sequence.\n\nPhase order {+120º, -120º, 0º}\n\n\n\n\n\n26\n\n\n\nThree-phase voltage source that represent the grid\n\n\n\nChange in the grid phase sequence.\n\nPhase order {0º, -120º, +120º} \n\n\n\n\n\n27\n\n\n\nThree-phase voltage source that represent the grid\n\n\n\nChange in the grid phase sequence.\n\nPhase order {+120º, 0º, -120º}\n\n\n\n\n\n28\n\n\n\nThree-phase voltage source that represent the grid\n\n\n\nChange in the grid phase sequence.\n\nPhase order {-120º, +120º, 0º}\n\n\n\n\n\n29\n\n\n\nThree-phase voltage source that represent the grid\n\n\n\nIntroducing positive phase lag into one of the grid phases\n\n\n\n\n\n30\n\n\n\nThree-phase voltage source that represent the grid\n\n\n\nIntroducing negative phase lag into one of the grid phases\n\n\n\n\n\n31\n\n\n\nThree-phase voltage source that represent the grid\n\n\n\nGrid’s frequency variations\n\n\n\n\n\n32\n\n\n\nThree-phase voltage source that represent the grid\n\n\n\nIncluding non-compliant third harmonic in the grid\n\n\n\n\n\n33\n\n\n\nThree-phase voltage source that represent the grid\n\n\n\nIncluding non-compliant fifth harmonic in the grid\n\n\n\n\n\n34\n\n\n\nThree-phase voltage source that represent the grid\n\n\n\nIncluding non-compliant seventh harmonic in the grid\n\n\n\n\n\n35\n\n\n\nThree-phase voltage source that represent the grid\n\n\n\nIncluding non-compliant third and fifth harmonics in the grid\n\n\n\n\n\n36\n\n\n\nThree-phase voltage source that represent the grid\n\n\n\nIncluding non-compliant fifth and seventh harmonics in the grid\n\n\n\n\n\n37\n\n\n\nThree-phase voltage source that represent the grid\n\n\n\nIncluding non-compliant third and seventh harmonics in the grid\n\n\n\n\n\n38\n\n\n\nThree-phase voltage source that represent the grid\n\n\n\nIncluding non-compliant third, fifth and seventh harmonics in the grid\n\n\n\n\n\n39\n\n\n\nDC side voltage source\n\n\n\nPositive spike in DC voltage bus\n\n\n\n\n\n40\n\n\n\nDC side voltage source\n\n\n\nNegative spike in DC voltage bus\n\n\n\n\n\n41\n\n\n\nDC side voltage source\n\n\n\nLow DC voltage bus value\n\n\n\n\n\n42\n\n\n\nShort-circuit switches between DC terminals and the ground\n\n\n\nShort-circuit between DC side positive terminal and the ground\n\n\n\n\n\n43\n\n\n\nShort-circuit switches between DC terminals and the ground\n\n\n\nShort-circuit between DC side negative terminal and the ground\n\n\n\n\n\n44\n\n\n\nShort-circuit switches between DC terminals and the ground\n\n\n\nShort-circuit between both DC side terminals\n\n\n\n\n\n45\n\n\n\nShort-circuit switches between DC terminals and the ground\n\n\n\nShort-circuit between both DC side terminals and the ground\n\n\n\n\n\n46\n\n\n\nModulator/IGBT driver/IGBT\n\n\n\nBlocking of one IGBT in open state\n\n\n\n\n\n47\n\n\n\nModulator/IGBT driver/IGBT\n\n\n\nBlocking of one IGBT in closed state\n\n\n\n\n\nData Format\n\nEach sample is stored in JSON format and contains:\n\n\n\nid_error: fault category identifier.\n\nmea_value: measurement vector.\n\nAdditional metadata associated with the acquisition process.\n\n\nRelated Publication\n\nThis dataset was generated for the study:\n\n\"Hybrid Fault-Space Restructuring for Machine Learning-Based Fault Diagnosis in Power Electronic Converters\".","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"xml":"<?xml version="1.0" encoding="UTF-8"?>
<resource xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns="http://datacite.org/schema/kernel-4" xsi:schemaLocation="http://datacite.org/schema/kernel-4 http://schema.datacite.org/meta/kernel-4/metadata.xsd">
  <identifier identifierType="DOI">10.5281/ZENODO.20484337</identifier>
  <creators>
    <creator>
      <creatorName nameType="Personal">García Campos, José Manuel</creatorName>
      <givenName>José Manuel</givenName>
      <familyName>García Campos</familyName>
      <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="">0000-0001-8989-6920</nameIdentifier>
      <affiliation affiliationIdentifier="https://ror.org/03yxnpp24" affiliationIdentifierScheme="ROR">Universidad de Sevilla</affiliation>
    </creator>
    <creator>
      <creatorName nameType="Personal">Marquez Alcaide, Abraham</creatorName>
      <givenName>Abraham</givenName>
      <familyName>Marquez Alcaide</familyName>
      <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="">0000-0003-1647-7527</nameIdentifier>
      <affiliation affiliationIdentifier="https://ror.org/03yxnpp24" affiliationIdentifierScheme="ROR">Universidad de Sevilla</affiliation>
    </creator>
    <creator>
      <creatorName nameType="Personal">Letrado Castellanos, Alejandro</creatorName>
      <givenName>Alejandro</givenName>
      <familyName>Letrado Castellanos</familyName>
      <affiliation affiliationIdentifier="https://ror.org/03yxnpp24" affiliationIdentifierScheme="ROR">Universidad de Sevilla</affiliation>
    </creator>
    <creator>
      <creatorName nameType="Personal">Portillo, Ramon</creatorName>
      <givenName>Ramon</givenName>
      <familyName>Portillo</familyName>
      <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="">0000-0001-6453-8617</nameIdentifier>
      <affiliation affiliationIdentifier="https://ror.org/03yxnpp24" affiliationIdentifierScheme="ROR">Universidad de Sevilla</affiliation>
    </creator>
    <creator>
      <creatorName nameType="Personal">Leon, Jose I.</creatorName>
      <givenName>Jose I.</givenName>
      <familyName>Leon</familyName>
      <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="">0000-0001-5760-8066</nameIdentifier>
      <affiliation affiliationIdentifier="https://ror.org/03yxnpp24" affiliationIdentifierScheme="ROR">Universidad de Sevilla</affiliation>
    </creator>
  </creators>
  <titles>
    <title>Power Converter Fault Diagnosis Dataset</title>
  </titles>
  <publisher>Zenodo</publisher>
  <publicationYear>2026</publicationYear>
  <resourceType resourceTypeGeneral="Dataset"/>
  <dates>
    <date dateType="Issued">2026-06-01</date>
  </dates>
  <relatedIdentifiers>
    <relatedIdentifier relatedIdentifierType="DOI" relationType="HasVersion">10.5281/zenodo.20484338</relatedIdentifier>
  </relatedIdentifiers>
  <sizes/>
  <formats/>
  <version/>
  <rightsList>
    <rights rightsURI="https://creativecommons.org/licenses/by/4.0/legalcode" rightsIdentifier="cc-by-4.0" rightsIdentifierScheme="SPDX" schemeURI="https://spdx.org/licenses/">Creative Commons Attribution 4.0 International</rights>
  </rightsList>
  <descriptions>
    <description descriptionType="Abstract">This dataset contains electrical measurements acquired from a real-time Hardware-in-the-Loop (HIL) simulation environment developed for fault diagnosis research in power electronic converters.

The simulated system corresponds to a 2 MW two-level voltage source inverter (2L-VSI) connected to a three-phase 400/690 V, 50 Hz electrical grid and a 1500 V DC bus. The model was executed on a Typhoon HIL606 real-time simulator, enabling the controlled injection of multiple fault conditions while preserving the dynamic behavior of the converter.

The dataset includes measurements collected under both nominal and faulty operating conditions. A total of 48 operating categories are represented, corresponding to one healthy operating mode and 47 fault conditions. The simulated faults include grid disturbances, DC-bus abnormalities, semiconductor failures, harmonic distortion, electrical noise, voltage deviations, frequency variations, phase-sequence alterations, short-circuits, and disconnection events.

To improve dataset diversity and reduce phase-dependent bias, fault injection was performed at randomly selected temporal instants during converter operation.

Included Measurements

This repository contains the following measurement categories:

id_mea = 10 — Three-Phase RMS Voltages

Three-dimensional measurement composed of the RMS values of the three grid voltages. This low-dimensional representation characterizes the global electrical operating condition of the converter and the grid.

Dimensions: 3

id_mea = 3 — Instantaneous DC Voltage and Current

High-dimensional instantaneous measurements containing the DC-link capacitor voltage and input current sampled at switching frequency. The resulting vectorized representation captures transient and dynamic behaviors associated with fault conditions.

Dimensions: 40

id_mea = 2 — Instantaneous Three-Phase Currents

High-dimensional vectorized representation of the three-phase grid currents sampled at switching frequency. The measurement preserves the complete waveform information of the analyzed electrical cycle and enables the characterization of dynamic fault signatures.

Dimensions: 60

Fault Categories






Fault ID



Fault element



Fault description





1



Short-circuit switches between phases and the ground



Short-circuit between phase C and ground





2



Short-circuit switches between phases and the ground



Short-circuit between phase B and ground





3



Short-circuit switches between phases and the ground



Short-circuit between phases B and C





4



Short-circuit switches between phases and the ground



Short-circuit between phases B and C and the ground





5



Short-circuit switches between phases and the ground



Short-circuit between phase A and ground





6



Short-circuit switches between phases and the ground



Short-circuit between phases A and C





7



Short-circuit switches between phases and the ground



Short-circuit between phases A and C and the ground





8



Short-circuit switches between phases and the ground



Short-circuit between phases A and B





9



Short-circuit switches between phases and the ground



Short-circuit between phases A and B with the ground





10



Short-circuit switches between phases and the ground



Short-circuit between phases A, B and C





11



Short-circuit switches between phases and the ground



Short-circuit between phases A, B, C and the ground





12



Alternative set of impedances/weak grid



Changes of the value of the grid impedance





13



Serial switches between the grid and the power converter



Disconnection/Open circuit of phase A





14



Serial switches between the grid and the power converter



Disconnection/Open circuit of phase B





15



Serial switches between the grid and the power converter



Disconnection/Open circuit of phase C





16



Serial switches between the grid and the power converter



Disconnection/Open circuit of both phases A and B





17



Serial switches between the grid and the power converter



Disconnection/Open circuit of both phases B and C





18



Serial switches between the grid and the power converter



Disconnection/Open circuit of both phases A and C





19



Serial switches between the grid and the power converter



Disconnection/Open circuit of the three phases (black-out)





20



Three-phase voltage source that represent the grid



Increasing of the amplitude of one of the grid phases





21



Three-phase voltage source that represent the grid



Decreasing of the amplitude of one of the grid phases





22



Three-phase voltage source that represent the grid



Positive spikes in voltage of one grid’s phase





23



Three-phase voltage source that represent the grid



Negative spikes in voltage of one grid’s phase





24



Three-phase voltage source that represent the grid



Change in the grid phase sequence.

Phase order {-120º, 0º, +120º}





25



Three-phase voltage source that represent the grid



Change in the grid phase sequence.

Phase order {+120º, -120º, 0º}





26



Three-phase voltage source that represent the grid



Change in the grid phase sequence.

Phase order {0º, -120º, +120º} 





27



Three-phase voltage source that represent the grid



Change in the grid phase sequence.

Phase order {+120º, 0º, -120º}





28



Three-phase voltage source that represent the grid



Change in the grid phase sequence.

Phase order {-120º, +120º, 0º}





29



Three-phase voltage source that represent the grid



Introducing positive phase lag into one of the grid phases





30



Three-phase voltage source that represent the grid



Introducing negative phase lag into one of the grid phases





31



Three-phase voltage source that represent the grid



Grid’s frequency variations





32



Three-phase voltage source that represent the grid



Including non-compliant third harmonic in the grid





33



Three-phase voltage source that represent the grid



Including non-compliant fifth harmonic in the grid





34



Three-phase voltage source that represent the grid



Including non-compliant seventh harmonic in the grid





35



Three-phase voltage source that represent the grid



Including non-compliant third and fifth harmonics in the grid





36



Three-phase voltage source that represent the grid



Including non-compliant fifth and seventh harmonics in the grid





37



Three-phase voltage source that represent the grid



Including non-compliant third and seventh harmonics in the grid





38



Three-phase voltage source that represent the grid



Including non-compliant third, fifth and seventh harmonics in the grid





39



DC side voltage source



Positive spike in DC voltage bus





40



DC side voltage source



Negative spike in DC voltage bus





41



DC side voltage source



Low DC voltage bus value





42



Short-circuit switches between DC terminals and the ground



Short-circuit between DC side positive terminal and the ground





43



Short-circuit switches between DC terminals and the ground



Short-circuit between DC side negative terminal and the ground





44



Short-circuit switches between DC terminals and the ground



Short-circuit between both DC side terminals





45



Short-circuit switches between DC terminals and the ground



Short-circuit between both DC side terminals and the ground





46



Modulator/IGBT driver/IGBT



Blocking of one IGBT in open state





47



Modulator/IGBT driver/IGBT



Blocking of one IGBT in closed state





Data Format

Each sample is stored in JSON format and contains:



id_error: fault category identifier.

mea_value: measurement vector.

Additional metadata associated with the acquisition process.


Related Publication

This dataset was generated for the study:

"Hybrid Fault-Space Restructuring for Machine Learning-Based Fault Diagnosis in Power Electronic Converters".</description>
  </descriptions>
</resource>
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