Implementation of artificial intelligence techniques in microgrid control environment: Current progress and future scopes

Trivedi, Rohit; Khadem, Shafiuzzaman K.

doi:10.1016/j.egyai.2022.100147

Cited by 46 publications

(11 citation statements)

References 147 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…The ESS ensures the voltage/current regulation to maintain the grid frequency and voltage amplitude for the grid‐supporting converters. Among various ESS applications, this section addresses the PCS control of the ESS for power backup smoothing [73–82], frequency regulation [83–95] and voltage regulation and power quality applications [96–110], ESS multi‐functional stacking [111–119], artificial intelligence (AI) [120–130] and security of control for ESS [131–139].…”

Section: Control System Configuration For Each Application Of Essmentioning

confidence: 99%

“…The ESS ensures the voltage/current regulation to maintain the grid frequency and voltage amplitude for the grid-supporting converters. Among various ESS applications, this section addresses the PCS control of the ESS for power backup smoothing [73][74][75][76][77][78][79][80][81][82], frequency regulation [83][84][85][86][87][88][89][90][91][92][93][94][95] and voltage regulation and power quality applications [96][97][98][99][100][101][102][103][104][105][106][107][108][109][110], ESS multi-functional stacking [111][112][113][114][115][116][117][118][119], artificial intelligence (AI) [120]…”

Section: Control System Configuration For Each Application Of Essmentioning

confidence: 99%

“…Neural networks (NNs), genetic algorithms (GAs) and evolutionary algorithms are different variations of artificial intelligence (AI) that have been widely implemented on the ESS for the optimisation and energy control strategies. The AI‐based optimisation is used to determine the optimal operating points of the ESS by incorporating different system constraints [120].…”

Section: Control System Configuration For Each Application Of Essmentioning

confidence: 99%

“…The control design of the PCS is also responsible for facilitating the usage of ESS for different power applications such as power backup smoothing [73–82], frequency regulation [84–95], voltage regulation and power quality improvement [96–110]. ESS multi‐functional stacking [111–119], artificial intelligence [120–130] and security of control for ESS [131–139] are the popular and relatively new applications for the PCS of ESS.…”

Section: Introductionmentioning

confidence: 99%

“…The control design of the PCS is also responsible for facilitating the usage of ESS for different power applications such as power backup smoothing [73][74][75][76][77][78][79][80][81][82], frequency regulation [84][85][86][87][88][89][90][91][92][93][94][95], voltage regulation and power quality improvement [96][97][98][99][100][101][102][103][104][105][106][107][108][109][110]. ESS multi-functional stacking [111][112][113][114][115][116][117][118][119], artificial intelligence [120][121][122]…”

Section: Introductionmentioning

confidence: 99%

See 4 more Smart Citations

A comprehensive state‐of‐the‐art review of power conditioning systems for energy storage systems: Topology and control applications in power systems

Rafaq

Basit

Mohammed

et al. 2022

IET Renewable Power Gen

View full text Add to dashboard Cite

Energy storage systems are pivotal for maximising the utilisation of renewable energy sources for smart grid and microgrid systems. Among the ongoing advancements in energy storage systems, the power conditioning systems for energy storage systems represent an area that can be significantly improved by using advanced power electronics converter designs and control techniques. Normally, the battery, flywheel, ultracapacitor and superconducting magnetic energy storage are the types of energy storage systems that typically require power conditioning systems for efficient bidirectional power flows. Compared to the previous review papers, this paper critically reviews the power conditioning system configurations and control techniques from the perspective of energy storage system applications in the power systems. First, the power conditioning systems are categorised into DC bus power conditioning systems and AC bus power conditioning systems based on the output voltage types at the connected point. Next, the topologies and control configurations of popular power electronics are comparatively analysed to highlight their advantages and power system applications. Moreover, the control configurations are discussed in terms of the popular applications of energy storage systems, that is, power backup smoothing, frequency regulation, voltage regulation and power quality applications. In addition, the latest developments in the energy storage system such as multi-functional energy storage system stacking, artificial intelligence for power conditioning system of energy storage systems and security of control of energy storage systems are critically analysed. Finally, the review is concluded by discussing industrial applications and future research trends for the power conditioning systems of energy storage systems.

show abstract