Replication Data for: Domain Knowledge-Informed Few-Shot Fault Diagnosis of Multiple Low-Severity Faults in PMSGs Under Imbalanced Loads (doi:10.18710/ZN1LPD)

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Part 2: Study Description
Part 5: Other Study-Related Materials
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Document Description

Citation

Title:

Replication Data for: Domain Knowledge-Informed Few-Shot Fault Diagnosis of Multiple Low-Severity Faults in PMSGs Under Imbalanced Loads

Identification Number:

doi:10.18710/ZN1LPD

Distributor:

DataverseNO

Date of Distribution:

2026-03-18

Version:

1

Bibliographic Citation:

Nguyen-Hoang, Nam-Du; huynh, Van Khang; Robbersmyr, Kjell G., 2026, "Replication Data for: Domain Knowledge-Informed Few-Shot Fault Diagnosis of Multiple Low-Severity Faults in PMSGs Under Imbalanced Loads", https://doi.org/10.18710/ZN1LPD, DataverseNO, V1

Study Description

Citation

Title:

Replication Data for: Domain Knowledge-Informed Few-Shot Fault Diagnosis of Multiple Low-Severity Faults in PMSGs Under Imbalanced Loads

Identification Number:

doi:10.18710/ZN1LPD

Authoring Entity:

Nguyen-Hoang, Nam-Du (University of Agder)

huynh, Van Khang (University of Agder)

Robbersmyr, Kjell G. (University of Agder)

Producer:

University of Agder

Distributor:

DataverseNO

Distributor:

University of Agder

Access Authority:

Nguyen, Hoang Nam du

Depositor:

Nguyen, Hoang Nam du

Date of Deposit:

2026-02-04

Holdings Information:

https://doi.org/10.18710/ZN1LPD

Study Scope

Keywords:

Computer and Information Science, Engineering, Condition monitoring

Abstract:

PMSM data is used to replicate the results of the paper "Domain Knowledge-Informed Few-Shot Fault Diagnosis of Multiple Low-Severity Faults in PMSGs Under Imbalanced Loads." Fault type: low-severity ITSC 2-6%, local demagnetization and mixed fault.

Methodology and Processing

Sources Statement

Data Access

Notes:

<a href="http://creativecommons.org/publicdomain/zero/1.0">CC0 1.0</a>

Other Study Description Materials

Related Publications

Citation

Title:

Nguyen, D., Huynh, V. K. & Robbersmyr, K. G. (2025). Domain Knowledge-Informed Few-Shot Fault Diagnosis of Multiple Low-Severity Faults in PMSGs Under Imbalanced Loads. IEEE Transactions on Industrial Electronics.

Identification Number:

10.1109/TIE.2025.3629348

Bibliographic Citation:

Nguyen, D., Huynh, V. K. & Robbersmyr, K. G. (2025). Domain Knowledge-Informed Few-Shot Fault Diagnosis of Multiple Low-Severity Faults in PMSGs Under Imbalanced Loads. IEEE Transactions on Industrial Electronics.

Other Study-Related Materials

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00_ReadMe.txt

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This ReadMe file gives detailed information about the dataset folders and the methods used for generation of this dataset.

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text/plain

Other Study-Related Materials

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CS.rar

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Constant speed condition

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application/x-compressed

Other Study-Related Materials

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Unbalancedload.rar

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Unbalanced load data condition

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application/x-compressed