Role of sensitivity analysis in load model parameter estimation

Role of sensitivity analysis in load model parameter estimation

Parameter estimation plays a crucial role in load modeling. The aggregated nature of the load model and the large number of tunable parameter makes the task of parameter estimation challenging. Therefore, a deeper understanding of the estimation process is required. Sensitivity analysis provides use...

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Bibliographic Details
Published in:2017 IEEE Power & Energy Society General Meeting pp. 1 - 5
Main Authors: Mitra, Parag, Vittal, Vijay
Format: Conference Proceeding
Language:English
Published: IEEE 01-07-2017
Subjects:
Estimation
Jacobian matrices
Levenberg Marquardt
Load modeling
Parameter estimation
reduced order estimation
Sensitivity analysis
Voltage measurement
Online Access:Get full text
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Summary:Parameter estimation plays a crucial role in load modeling. The aggregated nature of the load model and the large number of tunable parameter makes the task of parameter estimation challenging. Therefore, a deeper understanding of the estimation process is required. Sensitivity analysis provides useful insight into the parameter estimation process, which can make the process more efficient and systematic. The importance of sensitivity analysis in load model parameter estimation is highlighted in this paper through an example.
ISSN:1944-9933
DOI:10.1109/PESGM.2017.8273936