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ARPN Journal of Engineering and Applied Sciences

Scheduling of thermal unit on hourly basis using novel hybrid WOA-SOMA

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Author Rajasekhar Vatambeti and P. K. Dhal
e-ISSN 1819-6608
On Pages 2739-2747
Volume No. 18
Issue No. 24
Issue Date February 29, 2024
DOI https://doi.org/10.59018/1223325
Keywords unit commitment, migration loop, self-organizing migrating, whale optimization, optimization.


Abstract

The effective utilization of available sources in equating the load demand on an hourly basis can be implemented using unit commitment. This paper presents the novel hybrid method which is the amalgamation of a whale optimization algorithm (WOA) and a self-organizing migrating algorithm (SOMA) for obtaining the optimal value of an optimization problem related to unit commitment. The WOA method is applied for assessing optimal strength population from the stochastically generated populations which is essential in a migrating loop. SOMA works on the strategy of ALL to ALL. Two test systems are considered to evaluate the potential of the proposed hybrid method. Initially, a four-unit system is conducted followed by IEEE 39 bus system. The obtained simulation outcome is made comparison with the literature methods to address the effectiveness of the proposed hybrid WAO-SOMA.

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