Probabilistic Evaluation of Photovoltaic Hosting Capacity in Unbalanced Distribution Network via Polynomial Chaos Based Kriging Model

With the penetration of distributed photovoltaics (PVs) increasing, evaluating PV hosting capacity (PVHC) becomes more and more important for distribution network operations. Traditional evaluation methods ignore the impacts of voltage unbalance in distribution networks and the results are relatively optimistic. Furthermore, the uncertainty of PVs is also required to be considered in the evaluation. Hence, this paper proposes a probabilistic PVHC evaluation method considering unbalanced distribution network (UDN) operations and variable power outputs of PVs. Firstly, the limits of voltage magnitude (VM) and voltage unbalance factor (VUF) are both considered in the proposed method. A probabilistic violation risk (PVR) index is defined to determine the interval of PVHC in UDNs. Then, a polynomial chaos-based Kriging (PCK) method is developed to calculate the probabilistic indices in PVHC evaluation. The PCK method uses a surrogate model to replace the three-phase power flow calculation in UDNs which significantly reduce the computation burdens of probabilistic PVHC evaluation. Finally, an IEEE 123-bus three-phase UDN is used to verify the effectiveness of the proposed method.

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Publication Details

Journal
IEEE Transactions on Industry Applications
Published
2024-12-26
DOI
https://doi.org/10.1109/tia.2024.3522513
Citations
1
Primary Topic
Power Systems and Renewable Energy
Type
article
Field-Weighted Citation Impact
0.17
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article

Probabilistic Evaluation of Photovoltaic Hosting Capacity in Unbalanced Distribution Network via Polynomial Chaos Based Kriging Model

Xiaoyuan Xu, Hongyan Ma, Zheng Yan, Gan Li et al.
1 citations
IEEE Transactions on Industry Applications
Power Systems and Renewable Energy
0.17
article

Probabilistic Evaluation of Photovoltaic Hosting Capacity in Unbalanced Distribution Network via Polynomial Chaos Based Kriging Model

Xiaoyuan Xu, Hongyan Ma, Zheng Yan, Gan Li, Han Wang
article en
1 citations

Abstract

With the penetration of distributed photovoltaics (PVs) increasing, evaluating PV hosting capacity (PVHC) becomes more and more important for distribution network operations. Traditional evaluation methods ignore the impacts of voltage unbalance in distribution networks and the results are relatively optimistic. Furthermore, the uncertainty of PVs is also required to be considered in the evaluation. Hence, this paper proposes a probabilistic PVHC evaluation method considering unbalanced distribution network (UDN) operations and variable power outputs of PVs. Firstly, the limits of voltage magnitude (VM) and voltage unbalance factor (VUF) are both considered in the proposed method. A probabilistic violation risk (PVR) index is defined to determine the interval of PVHC in UDNs. Then, a polynomial chaos-based Kriging (PCK) method is developed to calculate the probabilistic indices in PVHC evaluation. The PCK method uses a surrogate model to replace the three-phase power flow calculation in UDNs which significantly reduce the computation burdens of probabilistic PVHC evaluation. Finally, an IEEE 123-bus three-phase UDN is used to verify the effectiveness of the proposed method.

IEEE Transactions on Industry ApplicationsVol. 61(1)
Donghua University (CN), Shanghai Jiao Tong University (CN)
Affordable and clean energy
Openalex Percentile: Top 41%
Power Systems and Renewable Energy
0.17
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Probabilistic Evaluation of Photovoltaic Hosting Capacity in Unbalanced Distribution Network via Polynomial Chaos Based Kriging Model — Xiaoyuan Xu, Hongyan Ma, et al. · IEEE Transactions on Industry Applications (2024) | TGRS Research Map | TGRS