Bus Voltage Estimation of IEEE-12 Bus Radial Structured Microgrid Feeder: A Regression-Based Approach

Soni, Yuvraj Praveen; Fernandez, Eugene

doi:10.1109/gucon48875.2020.9231231

Cited by 1 publication

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“…In [43], regression-based analysis has been used to estimate the bus voltages of IEEE 12-bus DS. In [44], wind speed estimation has been made for Batman province in Turkey by using ANN.…”

Section: Introductionmentioning

confidence: 99%

Estimating the Distributed Generation Unit Sizing and Its Effects on the Distribution System by Using Machine Learning Methods

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Türkay

2021

ELEKTRON ELEKTROTECH

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Many approaches about the planning and operation of power systems, such as network reconfiguration and distributed generation (DG), have been proposed to overcome the challenges caused by the increase in electricity consumption. Besides the positive effects on the grid, contributions on environmental pollution and other advantages, the rapid developments in renewable energy technologies have made the DG resources an important issue, however, improper DG allocation may result in network damages. A lot of studies have been practised with analytical and heuristic methods based on load flow for optimal DG integration to the network. This novel method based on estimation is proposed to determine the size of DG and its effects on the network to get rid of the coercive and time-consuming load flow techniques. Machine learning algorithms, such as Linear Regression, Artificial Neural Network, Support Vector Regression, K-Nearest Neighbor, and Decision Tree, have been used for the estimations and have been applied to well-known test systems, such as IEEE 12-bus, 33-bus, and 69-bus distribution systems. The accuracy of the proposed estimation methods has been verified with R-squared and mean absolute percentage error. Results show that the proposed DG allocation method is effective, applicable, and flexible.

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“…In [43], regression-based analysis has been used to estimate the bus voltages of IEEE 12-bus DS. In [44], wind speed estimation has been made for Batman province in Turkey by using ANN.…”

Section: Introductionmentioning

confidence: 99%

Estimating the Distributed Generation Unit Sizing and Its Effects on the Distribution System by Using Machine Learning Methods

Pürlü

Türkay

2021

ELEKTRON ELEKTROTECH

View full text Add to dashboard Cite

show abstract

Bus Voltage Estimation of IEEE-12 Bus Radial Structured Microgrid Feeder: A Regression-Based Approach

Cited by 1 publication

References 20 publications

Estimating the Distributed Generation Unit Sizing and Its Effects on the Distribution System by Using Machine Learning Methods

Estimating the Distributed Generation Unit Sizing and Its Effects on the Distribution System by Using Machine Learning Methods

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