Prognostics & health management oriented data analytics suite for transformer health monitoring

Jose Ignacio Aizpurua, Brian G. Stewart, Stephen D. J. McArthur

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2023
Hybrid transformer prognostics framework for enhanced probabilistic predictions in renewable energy applications
Aizpurua, J. I., Ramirez, I., Lasa, I., del Rio, L., Ortiz, A. & Stewart, B. G., 1 Feb 2023, In: IEEE Transactions on Power Delivery. 38, p. 556-609 11 p.
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2022
Probabilistic forecasting informed failure prognostics framework for improved RUL prediction under uncertainty: a transformer case study
Aizpurua, J. I., Stewart, B. G., McArthur, S. D. J., Penalba, M., Barrenetxea, M., Muxika, E. & Ringwood, J. V., 1 Oct 2022, In: Reliability Engineering and System Safety. 226, 13 p., 108676.
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1 Citation (Scopus)

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2021
Uncertainty-aware fusion of probabilistic classifiers for improved transformer diagnostics
Aizpurua, J. I., Catterson, V. M., Stewart, B. G., McArthur, S. D. J., Lambert, B. & Cross, J. G., 1 Jan 2021, In: IEEE Transactions on Systems, Man and, Cybernetics: Systems. 51, 1, p. 621-633 13 p.
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10 Citations (Scopus)

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2019
Adaptive power transformer lifetime predictions through machine learning and uncertainty modelling in nuclear power plants
Aizpurua, J. I., McArthur, S. D. J., Stewart, B. G., Lambert, B., Cross, J. G. & Catterson, V. M., 30 Jun 2019, In: IEEE Transactions on Industrial Electronics. 66, 6, p. 4726-4737 12 p.
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73 Citations (Scopus)

511 Downloads (Pure)
Improved power transformer condition monitoring under uncertainty through soft computing and probabilistic health index
Aizpurua, J. I., Stewart, B. G., McArthur, S. D. J., Lambert, B., Cross, J. G. & Catterson, V. M., 8 Jun 2019, In: Applied Soft Computing. 85, 15 p., 105530.
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6 Citations (Scopus)

65 Downloads (Pure)
2018
Power transformer dissolved gas analysis through Bayesian networks and hypothesis testing
Aizpurua, J. I., Catterson, V. M., Stewart, B. G., McArthur, S. D. J., Lambert, B., Ampofo, B., Pereira, G. & Cross, J. G., 19 Apr 2018, In: IEEE Transactions on Dielectrics and Electrical Insulation. 25, 2, p. 494-506 12 p.
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Open Access
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49 Citations (Scopus)

160 Downloads (Pure)

Prognostics & health management oriented data analytics suite for transformer health monitoring

Research output

Search results

Hybrid transformer prognostics framework for enhanced probabilistic predictions in renewable energy applications

Probabilistic forecasting informed failure prognostics framework for improved RUL prediction under uncertainty: a transformer case study

Uncertainty-aware fusion of probabilistic classifiers for improved transformer diagnostics

Adaptive power transformer lifetime predictions through machine learning and uncertainty modelling in nuclear power plants

Improved power transformer condition monitoring under uncertainty through soft computing and probabilistic health index

Power transformer dissolved gas analysis through Bayesian networks and hypothesis testing