학술논문

Hydrothermal scheduling using Modified Flower Pollination Algorithm: A parallel approach
Document Type
Conference
Source
2016 IEEE Region 10 Conference (TENCON) Region 10 Conference (TENCON), 2016 IEEE. :1696-1700 Nov, 2016
Subject
Bioengineering
Communication, Networking and Broadcast Technologies
Components, Circuits, Devices and Systems
Computing and Processing
Engineered Materials, Dielectrics and Plasmas
Fields, Waves and Electromagnetics
General Topics for Engineers
Photonics and Electrooptics
Power, Energy and Industry Applications
Robotics and Control Systems
Signal Processing and Analysis
Transportation
High-temperature superconductors
Reservoirs
Sociology
Statistics
Convergence
Birds
Valves
Flower Pollination Algorithm
Parallel Processing
Swarm Intelligence
Hydro-Thermal Scheduling
Diversity
Unit commitment
Non-convexity
Constrained Handling
Language
ISSN
2159-3450
Abstract
In this paper, a novel Parallelization technique of Modified Flower Pollination Algorithm (MFPA) is proposed to solve a practical non-linear optimization problem, that is, Short-term Hydro-Thermal scheduling (HTS). The proposed MFPA algorithm is experimented on two big, complicated multi-reservoir cascaded hydrothermal systems. The novel parallelization technique proposed is used to provide enough diversity in the crowds of swarms. Parallelization is a novel way to improve time consumption. However, in this work, Parallelization is used to increase the diversity in search space to improve convergence and search capability. Experimental results demonstrate the superior performance of the proposed algorithm.