Optimization of Distributed Generation Based Hybrid Renewable Energy System for a DC Micro-Grid Using Particle Swarm Optimization

Authors

  • Munish Manas Department of Electrical Engineering in Central University of Haryana, India

DOI:

https://doi.org/10.13052/dgaej2156-3306.3341

Keywords:

Renewable energy, wind energy, biogas based IC engine and photovoltaic, multi-objective optimization, direct current micro-grid, particle swarm optimization.

Abstract

This research work aims to design and optimize a multi-objective
function modeled on the variables concerning distributed generators
based on photovoltaic, wind and biogas based IC engine hybrid system
for community smart DC Micro-grid using particle swarm optimization
(PSO). The objectives of the research are to maximize the availability
of power and reduction of the cost, which in turn will reduce the size
of system with premier achievable availability. The output power of
photovoltaic, wind and biogas based IC engine generators would have
the highest priority for feeding the direct current bus as per the meth -
odology proposed. It was found that proposed method especially par -
ticle swarm optimization had shown the effective cost and availability
of photovoltaic, wind and biogas based IC engine generators in terms
of accuracy to the practical values and a faster rate of convergence.
When compared with other algorithms, particle swarm optimization
performs well in reducing the cost of the photovoltaic, wind and biogas
based IC engine generators. In addition, it was noted that availability
of photovoltaic, wind and biogas based IC engine generators would be
easily obtained using PSO algorithm. Future work would pertain to the
designing of a similar hybrid Renewable energy system considering Up-
time and Ramp rate constraints of biogas based IC engine generators for
community smart direct current micro-grid and optimize it using Multi
Objective Genetic Algorithm and compare its results with PSO.

Downloads

Download data is not yet available.

Author Biography

Munish Manas, Department of Electrical Engineering in Central University of Haryana, India

Munish Manas received a gold medal during his M.Tech. (Power
System). Next, he earned his Ph.D. on Micro-grid Design and Optimiza-
tion from the Electrical Engineering Dpt., Central University of Jamia
Millia Islamia, New Delhi, India, where he also received the meritorious
U.G.C., Scientific Research fellowship during his doctoral work. His
work was supported by Powergrid Corporation of India, Smart Grid
section. Later he worked as an assistant professor in Tezpur Central
University in Assam. Presently, he works as assistant professor and fac-
ulty coordinator of the Department of Electrical Engineering in Central
University of Haryana, India. Emails: msd.gkg85@gmail.com; munish -
manas@cuh.ac.in.

References

F. Cingoz, A. Elrayyah and Y. Sozer, “Optimized Resource Management for PV–

Fuel-Cell-Based Micro-grids Using Load Characterizations,” in IEEE Transactions

on Industry Applications, vol. 52, no. 2, pp. 1723-1735, March-April 2016.

Chen, Y.-K.; Wu, Y.-C.; Song, C.-C.; Chen, Y.-S., “Design and Implementation of

Energy Management System With Fuzzy Control for DC Micro-grid Systems,”

Power Electronics, IEEE Transactions on, vol. 28, no.4, pp.1563,1570, April 2013.

Wong, J.B., “Distributed Generation and Alternative Energy,” Strategic Plan-

ning for Energy and the Environment, Vol. 32, issue 2, September 2012. DOI:

1080/10485236.2012.10554229

Chaouachi, A.; Kamel, R.M.; Andoulsi, R.; Nagasaka, K., “Multiobjective Intelligent

Energy Management for a Micro-grid,” Industrial Electronics, IEEE Transactions

on, vol. 60, no. 4, pp.1688,1699, April 2013

Wong-Kcomt, J.B. “The CHP Space: A Basic Model,” Distributed Generation & Alter-

native Energy Journal, Vol. 27, Issue 3, pp. 72-80, June 2012

Palma-Behnke, R.; Benavides, C.; Lanas, F.; Severino, B.; Reyes, L.; Llanos, J.; Saez,

D., "A Micro-grid Energy Management System Based on the Rolling Horizon Strat-

egy," Smart Grid, IEEE Transactions on, val. 4, no. 2, pp. 996,1006, June 2013.

Logenthiran, T.; Srinivasan, D.; Khambadkone, A.M.; Htay Nwe Aung, "Multia-

gent System for Real-Time Operation of a Micro-grid in Real-Time Digital Simula-

tor," Smart Grid, IEEE Transactions on, val. 3, no. 2, pp. 925,933, June 2012

Babazadeh, M.; Karimi, H., "A Robust Two-Degree-of-Freedom Control Strategy

for an Islanded Micro-grid," Power Delivery, IEEE Transactions on, val. 28, no. 3,

pp.1339,1347, July 2013.

Stadler, M. et al., "Distributed Energy Resources on-Site Optimization for Com-

mercial Buildings with Electric and Thermal Storage Technologies," Environmental

Energy Technologies, Berkeley, 2008.

Baochao Wang; Sechilariu, M.; Locment, F., "Intelligent DC Micro-grid With Smart

Grid Communications: Control Strategy Consideration and Design," Smart Grid,

IEEE Transactions on, vol.3, no.4, pp.2148,2156, Dec. 2012.

Tan, K.T.; Peng, X.Y.; So, P.L.; Chu, Y.C.; Chen, M.Z.Q., "Centralized Control for

Parallel Operation of Distributed Generation Inverters in Micro-grids," Smart Grid,

IEEE Transactions on, vol.3, no.4, pp.1977,1987, Dec. 2012.

Haihua Zhou; Bhattacharya, T.; Duong Tran; Siew, T.S.T.; Khambadkone, A.M.,

"Composite Energy Storage System Involving Battery and Ultracapacitor with

Dynamic Energy Management in Micro-grid Applications," Power Electronics, IEEE

Transactions on, vol.26, no.3, pp.923,930, March 2011.

Ghazanfari, A.; Hamzeh, M.; Mokhtari, H.; Karimi, H., "Active Power Manage-

ment of Multihybrid Fuel Cell/Supercapacitor Power Conversion System in

a Medium Voltage Micro-grid," Smart Grid, IEEE Transactions on, vol.3, no.4,

pp.1903,1910, Dec. 2012.

Molderink, A.; Bakker, V.; Bosman, M.G.C.; Hurink, J.L.; Srnit, G.J.M., "Manage-

ment and Control of Domestic Smart Grid Technology," Smart Grid, IEEE Transac-tions on, vol.1, no.2, pp.109,119, Sept. 2010.

Belvedere, B.; Bianchi, M.; Borghetti, A.; Nucci, C.A.; Paolone, M.; Peretto, A., “A

Microcontroller-Based Power Management System for Standalone Micro-grids

With Hybrid Power Supply,” Sustainable Energy, IEEE Transactions on, vol. 3, no. 3,

pp. 422,431, July 2012.

Conti, S.; Nicolosi, R.; Rizzo, S.A.; Zeineldin, H.H., “Optimal Dispatching of

Distributed Generators and Storage Systems for MV Islanded Micro-grids,” Power

Delivery, IEEE Transactions on, vol.27, no.3, pp.1243,1251, July 2012.

Basu, A.K.; Chowdhury, S.; Chowdhury, S.P., “Impact of Strategic Deployment of

CHP-Based DERs on Micro-grid Reliability,” Power Delivery, IEEE Transactions on,

vol.25, no.3, pp.1697,1705, July 2010.

F. Bonanno, A. Consoli, A. Raciti, B. Morgana, and U. No cera, “Transient Analy-

sis of Integrated Diese Wind Photovoltaic Generation Systems,” IEEE Trans. on

Energy Conversion, Vol. 14, No. 2, June 1999.

Rashtchi, V. et al., “Optimum Design and Analysis of a Hybrid Energy System

using Chaos Optimization Algorithm,” International Conference on Advances in

Computer and Electrical Engineering, held at Montreal from 2-4 Feb.2012.

Tavakkoli, M. et al., “Simulation and Analysis of a Compact Electronic Infrastruc-

ture for DC Micro-grid: Necessity and Challenges,” Smart Grid and Renewable

Energy, vol. 3, pp.73-82, 2012.

Reza, S. et al., “A Novel Load Distribution Technique of Dc Micro-grid Scheme on

PV-Diesel Hybrid System for Remote Areas of Bangladesh,” International Journal of

Scientific and Technology Research, vol. no. 12, issue 4, 2013.

Bhowmik, A., “ Design and Scheduling of a Hybrid Power System Consisting of

Wind Turbine, PV Generator, Battery Bank and Diesel generator using ‘area based

observe and focus’ algorithm,” Retrieved on: 1st Feb. 2015, Retrieved from: http://

dspace.jdvu.ac.in/bitstream/123456789/28408/1/Acc.%20No.%20DC%201383.

pdf, 2013.

Shadmand, B. and Balog, S., “Multi-objective optimization and Design of PV-Wind

Hybrid System for Community Smart DC Micro-grid ,” IEEE Transactions on Smart

Grid, vol 5, no 5, 2014.

Kennedy, J. et al., “PSO,” Proc. IEEE Int. Conf. Neural Networks, pp, 1942-1948,

Elrayyah, A.; Sozer, Y.; Elbuluk, M.E., “A Novel Load-Flow Analysis for Stable and

Optimized Micro-grid Operation,” Power Delivery, IEEE Transactions on, vol.29,

no.4, pp.1709, 1717, Aug. 2014.

Mingrui Zhang; Jie Chen, “The Energy Management and Optimized Operation of

Electric Vehicles Based on Micro-grid,” Power Delivery, IEEE Transactions on, vol.29,

no.3, pp.1427,1435, June 2014.

Kodjo Agbossou, Mohanlal Kolhe, Jean Hamelin, and Tapan K. Bose, “Performance

of a Stand Alone Renewable Energy System Based on Energy Storage as Hydro-

gen,” IEEE Trans. on Energy Conversion, vol. 19, issue no. 3, September 2004.

Tao Zhou, and Bruno Francois, “Modeling and control design of hydrogen produc-

tion process for an active hydrogen/wind hybrid power system,” ELSEVIER,

International journal of hydrogen energy, vol. 34, issue no. 2, pp. 21-30, 2009

S. Jalilzadeh, A. Rohani, and H. Kord, “Optimum Design of a Hybrid

Photovoltaic/Fuell cell Energy System for Stand-Alone Applications,” Proc. of

IEEE ECTI (Electronics and Communication Technological Innovations) Interna-

tional Conference, held at New Orleans on March 2009, pp. 152-155.

H. Yoshida, K. Kawata, Y. Fukuyama, S. Takayama and Y. Nakanishi, “A particle

swarm optimization for reactive power and voltage control considering voltage security assessment,” in IEEE Transactions on Power Systems, vol. 15, no. 4, pp.

-1239, Nov 2000.

Mysore micro-grid renewable data report Available at: http://indiasmartgrid.org/

en/Lists/SmartGrid_Project/Attachments/9/14%20Smart%20Grid%20Pilots%20

-%20Updates.pdf; Access date: 17/01/2015.

Published

2018-10-02

How to Cite

Manas, M. . (2018). Optimization of Distributed Generation Based Hybrid Renewable Energy System for a DC Micro-Grid Using Particle Swarm Optimization. Distributed Generation &Amp; Alternative Energy Journal, 33(4), 7–25. https://doi.org/10.13052/dgaej2156-3306.3341

Issue

Section

Articles