Title :
A novel Energy Management System using Ant Colony Optimization for micro-grids
Author :
Esmat, Ayman ; Magdy, Ahmed ; ElKhattam, Walid ; ElBakly, Ahmed M.
Author_Institution :
Electr. & Control Eng. Dept., Arab Acad. for Sci. & Technol., Cairo, Egypt
Abstract :
Micro-grids have spread in many distribution systems worldwide. They offer safe and reliable operation for their consumers by managing the micro-grids´ power generation and trading with the main grid. Furthermore, micro-grids can help in integrating and promoting for Renewable Energy Sources (RES) and reducing the environmental impacts of traditional centralized generation. This paper proposes a novel Energy Management System (EMS) in micro-grids using Ant Colony Optimization (ACO) technique to solve the generation dispatch problem. A combined cost optimization scheme is investigated to minimize both operational cost and emission levels while satisfying the micro-grid´s load demand. Furthermore, the proposed EMS is used to evaluate promoting RES implementation in micro-grids despite of their high capital cost using the combined economic emission dispatch problem. The proposed EMS was implemented using MatLab and tested on two case studies with and without RES-WindTurbine (WT). The obtained results from the proposed technique are compared with those calculated using two other Techniques; Lagrange and Gradient to evaluate the proposed method. The outcomes are evaluated and discussed. Finally, conclusions are reported.
Keywords :
ant colony optimisation; cost reduction; distributed power generation; energy management systems; gradient methods; pollution control; power distribution reliability; power generation dispatch; power generation economics; power generation reliability; wind turbines; ACO technique; EMS; Lagrange technique; MatLab; RES implementation; RES-windturbine; ant colony optimization technique; combined cost optimization scheme; combined economic emission dispatch problem; distribution systems; emission level minimization; energy management system; generation dispatch problem; gradient technique; microgrid load demand; microgrid power generation; operation reliabilty; operation safety; operational cost minimization; renewable energy sources; Economics; Generators; Reliability; Ant Colony Optimization; combined economic emission dispatch problem; energy management system; microgrid;
Conference_Titel :
Electric Power and Energy Conversion Systems (EPECS), 2013 3rd International Conference on
Conference_Location :
Istanbul
Print_ISBN :
978-1-4799-0687-1
DOI :
10.1109/EPECS.2013.6713023