Review Report on Multi-Agent System Control Analysis for Smart Grid System

Das, Piyali; Choudhary, Rashmi; Sanyal, Abhishek

doi:10.2139/ssrn.3517356

Cited by 4 publications

(5 citation statements)

References 0 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…Smart meters are installed in the USA, several European countries (Germany, France, Denmark, Austria, Italy, and Spain), the United Kingdom, China, Japan, Korea, New Zealand, and other developing countries. In the USA, approximately 46 million smart meters are installed [48]. 2) GLOBAL TRENDS OF DEMAND RESPONSE PROGRAMS…”

Section: ) Globally Used Smart Meters and Smart Appliancesmentioning

confidence: 99%

“…The task is considerably exigent as grid-connected RE, and distributed Load Handling [41] Demand Response Advantages [39] Reliability [36] Consumer Satisfaction [37] Environment Friendly [37] Dynamic Pricing [40] Cost Effective [27] Services to Market and Efficiency [46] energy applications have increased, resulting in the requirement for an efficient and intelligent grid system. However, interoperability and system integration challenges are expected to persist with changes in information management and control systems [48].…”

Section: Worldwide Top Renewable Energy Investorsmentioning

confidence: 99%

“…The SG involves two primary processes: (a) introduction of digital technology and (b) information management; therefore, it enables the modernization of electric power delivery and distribution to consumers. However, the SG utilization and deployment processes across the world have witnessed a struggle with a set of new technical, regulatory, and financial trends, indicating the transformation and renovation in the field of energy [48].…”

Section: ) Sg Development In the Usamentioning

confidence: 99%

See 2 more Smart Citations

Statistical Energy Information and Analysis of Pakistan Economic Corridor Based on Strengths, Availabilities, and Future Roadmap

et al. 2020

View full text Add to dashboard Cite

In Pakistan, the performance of conventional electrical grids is inefficient, resulting in severe energy crises. To overcome the alarming challenges persisting in the energy grids, Pakistan must focus on system protection, grid reliability, distribution and transmission, and power quality. The inefficiencies in grid protection and management signify an overall problematic energy scenario. The solutions to these problems include the improvement of domestic, commercial, and industrial demand-side management and the reduction in distribution network losses. A smart grid (SG) is a critical requirement as it can overcome the shortcomings of the existing grid owing to its promising features, enhanced consumer empowerment, utmost security; efficient and optimized energy flow; and demand-supply management. Thus, the SG is essential to overcome the energy crisis in Pakistan and achieve the standards of other developed nations in the energy sector. This study aims to highlight the significant prospects of SGs within Pakistan with the key objectives of its availability requirements. We compare the energy scenario in Pakistan with that of other countries and recommend various aspects that require improvement through SG implementation. Additionally, we discuss the incorporation of renewable energy resources and present a market analysis regarding SGs to illustrate the SG scenario and its implementation in Pakistan. Moreover, we analyze and evaluate detailed taxonomies of energy generation, energy projects, renewable energy assessment, power market trends in Pakistan, and the basic requirements of SGs. Furthermore, a critical analysis of the energy sector in Pakistan is elaborated, which describes the possibilities, requirements, and strengths pertaining to the transformation of the modern electric grid with respect to the China-Pakistan Economic Corridor. Thus, we believe that our work is more versatile in improving the energy system of Pakistan for the implementation of the SG.

show abstract

Section: ) Globally Used Smart Meters and Smart Appliancesmentioning

confidence: 99%

Section: Worldwide Top Renewable Energy Investorsmentioning

confidence: 99%

Section: ) Sg Development In the Usamentioning

confidence: 99%

See 1 more Smart Citation

Statistical Energy Information and Analysis of Pakistan Economic Corridor Based on Strengths, Availabilities, and Future Roadmap

et al. 2020

View full text Add to dashboard Cite

show abstract

“…It would be better to have a hierarchy if the final control structure is converted into a multi-agent system (MAS) where agents and sub-agents are considered to be separate entities. Basically, the SG model can estimate the dynamic effect of virtual communication [46].…”

Section: B Smart Grid Autonomous Agentsmentioning

confidence: 99%

A Survey of Hydrogen Energy and I-Energy Applications: Household Intelligent Electrical Power Systems

Sami

2020

IEEE Access

View full text Add to dashboard Cite

The authors would like to thank the DSR technical and financial support. ABSTRACT I-energy and its applications used in the smart grid are chosen as attractive research issues due to their widespread applications in the smart home. In this vein, the optimization of energy demand in smart home appliances, in a smart grid, is considered the main challenge faced by power companies during peak periods regarding its considerable effect on the global power system stabilities. Therefore, this paper aims to show explicitly the performance of smart grid on electricity and hydrogen applications with reused communication methods. To facilitate the understanding of the communication-reused methods in the smart grid, several components are identified and presented in terms of improvements, benefits and lack of features. In the smart grid, most innovation communications are being used as wireline and wireless bundle, where the main features are aggregated. Indeed, reducing consumers' electricity bills in smart home electrical systems relies on increasing the relationship between the highest energy demand and annual energy use. The most appropriate research has been reviewed on optimization approaches discussing the smart home electric system. The examined methods are categorized into trustworthy and metaheuristic algorithms. INDEX TERMS Smart home, I-energy concept, hydrogen-renewable energy system, smart meter, smart grid, risk management, demand-side management, AMI.

show abstract

“…Although the fuzzy-based RBS and neural network schemes are more adaptable, still, they can produce unreliable results [32]. On the other hand, to ensure the robustness, reliability, and flexibility of MGs, MAS based decentralized control approaches have been recommended for MG management [25,30,37,38]. The prominent MAS intelligent agent's characteristics in the different aspects are classified as [32]: (i) reactivity: the ability to react to changes in the environment in a timely manner; (ii) pro-activeness: goal-directed behavior; (iii) social-ability: interaction with other agents.…”

Section: Introductionmentioning

confidence: 99%

Assessing the Use of Reinforcement Learning for Integrated Voltage/Frequency Control in AC Microgrids

2020

View full text Add to dashboard Cite

The main purpose of this paper is to present a novel algorithmic reinforcement learning (RL) method for damping the voltage and frequency oscillations in a micro-grid (MG) with penetration of wind turbine generators (WTG). First, the continuous-time environment of the system is discretized to a definite number of states to form the Markov decision process (MDP). To solve the modeled discrete RL-based problem, Q-learning method, which is a model-free and simple iterative solution mechanism is used. Therefore, the presented control strategy is adaptive and it is suitable for the realistic power systems with high nonlinearities. The proposed adaptive RL controller has a supervisory nature that can improve the performance of any kind of controllers by adding an offset signal to the output control signal of them. Here, a part of Denmark distribution system is considered and the dynamic performance of the suggested control mechanism is evaluated and compared with fuzzy-proportional integral derivative (PID) and classical PID controllers. Simulations are carried out in two realistic and challenging scenarios considering system parameters changing. Results indicate that the proposed control strategy has an excellent dynamic response compared to fuzzy-PID and traditional PID controllers for damping the voltage and frequency oscillations.

show abstract

Review Report on Multi-Agent System Control Analysis for Smart Grid System

Cited by 4 publications

References 0 publications

Statistical Energy Information and Analysis of Pakistan Economic Corridor Based on Strengths, Availabilities, and Future Roadmap

Statistical Energy Information and Analysis of Pakistan Economic Corridor Based on Strengths, Availabilities, and Future Roadmap

A Survey of Hydrogen Energy and I-Energy Applications: Household Intelligent Electrical Power Systems

Assessing the Use of Reinforcement Learning for Integrated Voltage/Frequency Control in AC Microgrids

Contact Info

Product

Resources

About