Title :
Area-Load Based Pricing in DSM Through ANN and Heuristic Scheduling
Author :
Kunwar, N. ; Yash, K. ; Kumar, Ravindra
Author_Institution :
Dept. of Electr. Eng., Malaviya Nat. Inst. of Technol., Jaipur, India
Abstract :
To meet the fast growing demand of energy, in addition with increased generation, improved efficiency, stability and flexibility, smart techniques need to be adopted that are in compliance with the environment and energy conservation. In this paper, we present an autonomous demand-side energy management to encourage users to willingly modify their electricity consumption without compromising with service quality and customer satisfaction using load forecasting. The projected distributed demand side energy management (DSM) strategy gives each consumer an option to simply apply its best response strategy to current electric load and tariff in the power distribution system. Using NSGA II optimization technique on load prediction, it is obtained that an area-load based pricing method is beneficial for both electric utility and consumer. Finally, simulation results substantiate that the proposed approach can maximize load factor and reduce total energy cost as well as user´s daily electricity charges.
Keywords :
demand side management; electricity supply industry; energy management systems; heuristic programming; neural nets; power consumption; power distribution economics; power engineering computing; pricing; scheduling; ANN; DSM strategy; NSGA II optimization technique; area-load based pricing; area-load based pricing method; autonomous demand-side energy management; customer satisfaction; distributed demand side energy management strategy; electric load; electric utility; electricity charges; electricity consumption; energy conservation; energy cost; heuristic scheduling; load forecasting; load prediction; power distribution system; service quality; smart techniques; stability; tariff; Artificial neural networks; Cost function; Electricity; Energy consumption; Gaussian distribution; Pricing; ANN; DSM; NSGA II; cost minimization; load factor; load scheduling; normal distribution; penalty; rebate; variable pricing;
Journal_Title :
Smart Grid, IEEE Transactions on
DOI :
10.1109/TSG.2013.2262059