In this chapter, we introduce various applications for artificial neural networks in the context of power systems. Due to a fast pace of development in recent years, multiple libraries for setting up and training artificial neural networks are available as open-source software. In the field of power system analysis, the open-source software
However, the applications of traditional MCU and DSP chips in high-performance multi-axis servo control systems are becoming increasingly difficult due to their lack of computing power. Although FPGA chips can meet the computing power requirements of high-performance multi-axis servo control systems, their versatility is insufficient, and the chip
Abstract: In this paper, the application of heuristic and optimization algorithms based on artificial intelligence (AI) is investigated on electrical power systems. Three distinct
Therefore, this paper aims to provide an extensive review of recent ML techniques as well as their usage in modern power systems in terms of power quality, power stability,
There are many renewable energy sources (RES) such as biomass, solar, wind, mini-hydro, and tidal power. However, solar and wind energy systems make use of advanced power electronics technologies, and therefore, the focus in this chapter will be on solar photovoltaic (PV) and wind power.
Unified power flow controller (UPFC), static synchronous series compensator (SSSC) and phase shifting transformer (PST) can change line parameters and control power flow, which have been used in the practical power system. This paper aims to summarize and prospect the research about the application of these devices. Firstly, the basic principle and the
power systems are already well defined: 1. Bulk active and reactive power control and. 2. Power quality improvement [1]. The first application area of power electronics is known as. FACTS, where
This Special Issue is focused on machine learning and optimization techniques that can be applied for power system operation, such as energy data analytics, time series energy forecasting,
AI applications are now being considered in a very wide variety of disciplines, ranging from humanities to natural and applied sciences. In the context of power systems, application of artificial neural networks (ANNs) and fuzzy logic is commonly referred to in the
As the complexity of power systems and the challenges posed by uncertainty continue to evolve, identifying promising areas for further investigation becomes essential to improve decision-making processes and enhance the resilience and efficiency of power systems. The objective of this paper is to offer a comprehensive overview of the existing methods
Electrical power systems are real-time energy delivery systems, which means that the power is generated, transported, and supplied when the power switch is turned on.
However, in electric power enterprises, electrical engineering and automation play a very important role. Through the rational application of this technology, it can promote the rapid and stable progress of China''s electric power enterprises. Therefore, in this paper, This paper mainly analyzes the development of power system
Commonly SCADA systems are used when a need arises to automate complex processes where human control is not feasible. In power system specifically, this can include. The system needs an uninterrupted power supply and a protected environment. We would need to know the status of a complex power system in real-time.
There are many renewable energy sources (RES) such as biomass, solar, wind, mini-hydro, and tidal power. However, solar and wind energy systems make use
In this paper, an integrated monitoring system for energy management of energy storage station is designed. The key technologies, such as multi-module integration technology, centralized energy management control technology, high concurrency group control technology based on IEC61850 and internal interaction mechanism based on
Power systems refer to the combination of electrical components, interconnected networks, and control technologies that collectively generate, transmit, distribute, control, and consume electric power. Power systems provide the critical infrastructure enabling modern societies to utilize electricity that enhances the quality of
SFCL. In power system, proper SFCL application places are considered as (a)~ (c) points of Fig.29. Point (a) is to limit fault current of distribution feeder. SFCL at (b) point reduces fault current impact of adjacent transformer in case of parallel operation and protects bus bar.
The application of AI technology to the automation of power system control can improve the efficiency of electrical automation management, mitigate the risk
This paper attempts to study the effect of energy management strategy based on state machine on the performance of air-cooled fuel cell-battery hybrid system, for which the hybrid power system test platform composed of air-cooled fuel cell, lithium battery and DC converter was built. The reliability and stability of the hybrid system and the
With the development of society, the power system plays an important role in the global energy structure. However, facing increasing energy demand and environmental pressure, improving power system efficiency, reducing costs, and ensuring reliability and safety have become key issues. The Internet of Things (IoT) power electronics technology, as one of
This study continues the work in [18] wherein power system energy structures (PSES), through which the law of energy conservation has been emphasized, are built based on an analogous elastic network. The dissipation energy components are analyzed, and the aperiodic component in PSES is used to represent dissipation energy
This article starts with the basic functions of the specific application of power system dispatching automation technology and market prospects are analyzed, in order to increase the intensity of the power system dispatch application automation technology. At present, China is at a critical stage of socialist modernization and further development of the
The demand for electrical power has increased due to population growth, electronic technology advancements, and environmental concerns. This has led to a significant modernization of the power system that incorporates renewable energy sources and electronic components for measurement, communication, and control. However, these
Application of energy-based power system features for dynamic security assessment Abstract: Summary from only given. This paper presents a novel approach to enable frequent computational cycles in online dynamic security assessment by using the terms of the transient energy function (TEF) as input features to a machine
Therefore, the applica-tion of electrical automation technology in power system is of great significance for power supply stability and work efficiency. In this paper, the author analyzes the application of electric automation technology in power system and makes contributions to the sustainable and stable development of power enterprises.
In this paper, based on the investigation and analysis of the current situation of intelligent power system based on electrical engineering technology, the introduction and
Abstract. Through the active investigation of load conditions and energy consumption of most academic buildings, combined with the characteristics of routine use of academic buildings, we designed and developed an energy-saving system for academic buildings. This project uses a microcontroller as the control chip to control the energy