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Optimal configuration of standalone wind-solar-storage complementary generation system based on the GA-PSO algorithm

Sun Qian, Ma Jianwei, She Yanjie, Zhang Jingchao, Gu Bo, Zhang Zichao

Journal of Power Technologies

2019

Vol. 99, nr 4

231--236

The capacity configuration of the standalone wind–solar–storage complementary power generation system (SWS system) is affected by environmental, climate condition, load and other stochastic factors. This makes the capacity configuration of the SWS system problematic when the capacity configuration method of traditional power generation is used. An optimal configuration method of the SWS system based on the hybrid genetic algorithm and particle swarm optimization (GA-PSO) algorithm is proposed in this study to improve the stability and economy of the SWS system. The constituent elements of investment, maintenance cost and various reliability constraints of the SWS system were also discussed. The optimal configuration of the SWS system based on GA-PSO was explored to achieve the optimization objective, which was to minimize investment and maintenance costs of the SWS system while maintaining power supply reliability. The investment and maintenance costs of the SWS system under different configuration methods were calculated and analyzed on the bases of the monthly mean wind speed, solar radiation and load data of Xiaoertai Village in Zhangbei County of Hebei Province in the last 10 years. Results show that the optimal configuration method based on the GA-PSO algorithm could effectively improve the economy of the system and meet the requirements of system stability. The proposed method shows great potential for guiding the optimal configuration of the SWS system in remote areas.

Optymalne konfiguracje manipulatorów drzewiastych

Turczyn K., Dulęba I.

Prace Naukowe Politechniki Warszawskiej. Elektronika

2010

z. 175, t. 2

369-378

W referacie określono optymalne konfiguracje manipulatora drzewiastego. Jako funkcje jakości wykorzystano manipulowalność, wskaźnik uwarunkowania oraz funkcje inspirowane naturą: minimalizację momentu statycznego czy maksymalizację rozpiętości efektorów. Badania symulacyjne przeprowadzono na planarnym manipulatorze drzewiastym.

In this paper optimal configurations of a multi-effector open chain tree-like manipulators were examined. As a criterion function the classical manipulability and isotropy functions were used as well as a nature-based minimizations of static force manipulator's joints momenta and branchiness of the manipulator. The quality criteria were optimized on a planar tree-like manipulator equipped with revolute joints only.