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Equivalent modeling of Active Distribution Networks Accounting for Uncertainty in Charging Behavior of Adjustable Loads

Equivalent Modeling of Active Distribution Networks Accounti...

引用

Clean Energy and Electric Power Engineering (ICCEPE), international conference on

作者： Wenxin Guo Ruifeng Zhao Jiangang Lu Huijuan Tan Chen Wang Yuezhou Wu Jingwen Wang Yingying Su Jiehui Zheng Power Dispatching Control Center Guangdong Power Grid Co. Ltd. Guangzhou Guangdong China School of Electric Power Engineering South China University of Technology Guangzhou Guangdong China

ISBN: (数字)9798350390315

ISBN: (纸本)9798350390322

The equivalent modeling problem of active distribution networks (ADN) has been one of the hot issues in power system-related research. When more and more distributed energy sources are connected to the grid, such problems become more complex. This kind of research is becoming “extensive” and “comprehensive”. Accurate equivalent modeling can better describe the operating state of ADN. In this paper, an equivalent modeling approach is represented for ADN that takes into account distributed energy sources and the charging of special loads. In the first stage, ZIP loads are connected in parallel with induction motors as the basic structure of the equivalence model of the ADN. In the second stage, the improved multi-objective DDQN (MODDQN) is used to solve the key parameters. Case studies show that this method is effective.

关键词： Uncertainty Simulation Transfer learning Reinforcement learning Transforms Stability analysis Power systems Wind turbines Active distribution networks Load modeling

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An Improved Actor-Critic Reinforcement Learning with Neural Architecture Search for the Optimal control Strategy of a Multi-Carrier Energy System

An Improved Actor-Critic Reinforcement Learning with Neural ...

引用

2023 IEEE PES Generation, Transmission and Distribution international conference and Exposition, GTD 2023

作者： Dolatabadi, Amirhossein Abdeltawab, Hussein Mohamed, Yasser Abdel-Rady I. University of Alberta Electrical Computer Engineering Dept. Edmonton Canada School of Engineering Penn State Behrend Erie United States

ISBN: (纸本)9781728170251

In the energy management problem of a multi-carrier energy system, accurate modeling of the resources' dynamics is essential for optimal operational decisions. These dynamics include the units' nonlinear physical characteristics such as valve-point effects of power-only units, fuel cell dynamic efficiency, and nonconvex feasible operating regions of combined heat and power (CHP) units. While model-based techniques may face fesability problems for such non-convex systems, this paper presents a model-free controller using a neural architecture search technique and actor-critic reinforcement learning for optimal scheduling of a multi-carrier energy system. First, an evolutionary-based neural architecture search method has been presented to eliminate the need for manual engineering of deep neural network models and the unnecessary computational burden associated with them. Then, the deep deterministic policy gradient (DDPG) model as an actor-critic method facilitates cost-efficient control strategies for the scheduling problem of the multi-carrier energy system by posing it as a multi-dimensional continuous state and action space. In comparison to the current state-of-The-Art methods in the recent literature, the proposed framework demonstrates its effectiveness and applicability. © 2023 IEEE.

关键词： Reinforcement learning

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Attacks in Machine Learning systems

Attacks in Machine Learning Systems

引用

international conference on control systems, Mathematical Modelling, Automation and Energy Efficiency (SUMMA)

作者： Pavel Saraev Chair of Automated Control Systems Lipetsk State Technical University Lipetsk Russia

This article is devoted to the study of the concept and algorithms for generating adversarial attacks in machine learning systems, in particular, in machine vision systems. A formal approach to the description of attacks in the form of optimization problems, both conditional and unconditional, is used. Methods of protection against such attacks are also considered. As the main approach to the organization of protection against attacks, an approach based on the regularization of the learning task based on the combination of various norms of residuals is chosen.

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Energy Supply Of The Hybrid UUV And Information Exchange With The Onshore control Post During The Service Of Underwater Mining complexes

Energy Supply Of The Hybrid UUV And Information Exchange Wit...

引用

Ocean Studies (ICOS), international conference on

作者： Vladimir Gerasimov Alexey Filozhenko Anton Komlev laboratory 07 Institute of Marine Technology Problems of the Far-Eastern Branch of the Russian Academy of Sciences Vladivostok Russia

ISBN: (数字)9798331532307

ISBN: (纸本)9798331532314

When developing underwater stations and resident vehicles for subsea mining complexes service systems, it is necessary to solve a number of tasks. Some of them are traditional (for example, the tasks of bringing an underwater vehicle to the station and performing underwater docking). Others are new. Such new tasks include ensuring contactless battery charging and high-speed contactless information exchange between the station and the device. The representation of such a system providing energy and information interaction between a hybrid uninhabited underwater vehicle (HUUV) and a coastal control post in the form of a single complete complex is unknown from the literature. For this reason, the task can be considered relevant, the solution of which will ultimately improve the efficiency of hydrocarbon production. The article presents the results of research carried out in order to build a functional scheme for the interaction of a coastal control post with a hybrid uninhabited underwater vehicle. Such a scheme includes channels of energy and information interaction in a single complex, for which the principles of constructive implementations of basic elements are defined. Interrelated theoretical analysis, mathematical modeling and experimental research are used as accepted research methods.

关键词： Performance evaluation Patents Oceans Sea measurements Production Reliability engineering Mathematical models Underwater vehicles Information exchange Remote control

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Research and Mathematical modeling of a Following Electric Drive Based on a Contactless Electric Motor with Implementation of the Regulator in the Form of Microcontroller Variable

Research and Mathematical Modeling of a Following Electric D...

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international conference on control systems, Mathematical Modelling, Automation and Energy Efficiency (SUMMA)

作者： Yuriy Кrylov Alexander Agapov Tatyana Chernykh Alexander Litvinenko The Chair of Electric Drive Automation and Control in Technical Systems Voronezh State Technical University Voronezh Russia The Chair of Electromechanical Systems and Power Supply Voronezh State Technical University Voronezh Russia

The article discusses the design features of complex control systems based on a contactless DC electric motor as part of a tracking electric drive of a specialized unmanned robotic electrical complex. An important problem in the formation of a control system for such complexes is the synthesis of the structure within the framework of accepted restrictions regarding the static and dynamic parameters of the system. The type of actuator electric motor plays an important role in this case. In many ways, it is its parameters that determine the future hardware appearance of the control system. As a result, the urgent problem arises of the transition from the analog form of control algorithms to their digital implementation, which can be used as program code for recording into the memory of a microcontroller. Taking into account the parameters of the microcontroller used in the electric drive, rounding the conversion results, quantizing signals by time and level are a significant, if not largely determining factor, when designing automation systems. Thus, the article examines the current problem of taking into account disparate factors of the mutual influence of the components of the control system of a complex electrical complex in the framework of ensuring the technical reserve necessary for stable operation while unconditionally observing the principle of hardware and parametric minimum.

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Formalization of the problems of synthesizing adaptive control systems with reference models 4

Formalization of the problems of synthesizing adaptive contr...

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4th international conference on Applied Physics, Information Technologies and Engineering 2022, APITECH 2022

作者： Igamberdiev, X.Z. Botirov, T.V. Latipov, Sh B. Navoy State University of Mining and Technologies Navoi Uzbekistan

The problem of synthesizing adaptive control systems for continuous technological objects is an urgent scientific problem, the solution of which has the great theoretical and applied significance. This article covers the formalization of the problem of synthesizing adaptive control of complex objects based on reference models. The direct approach is connected with the use of a standard, under which the running of the entire system or its part is adjusted. The correction is performed based on minimizing the quality functional from the mismatch between the standard and the real system, as well as the ways of constructing regulators based on the concepts of the theory of direct adaptive systems are considered. © Published under licence by IOP Publishing Ltd.

关键词： control theory

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Identifying the Problem Structure. Part 2: Methods to be Used in Problem-solving Teams

Identifying the Problem Structure. Part 2: Methods to be Use...

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international conference on control systems, Mathematical Modelling, Automation and Energy Efficiency (SUMMA)

作者： Sophiya Rumovskaya Igor Kirikov KB FRCCSCRAS Kaliningrad Russia

ISBN: (数字)9798331532178

ISBN: (纸本)9798331532185

The success of overcoming a problem depends on the quality of the task system into which it can be collectively transformed. Problem analysis includes many stages, within which different teams use different methods and their combinations. The paper examines the main methods that can be used to study a problem situation in real teams of specialists and presents the results of their analysis for the purpose of further development of methods and models for identifying the structure of problems.

关键词： Analytical models Automation control systems Mathematical models Energy efficiency Problem-solving

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control systems Creation for Solid Minerals Beneficiation

Control Systems Creation for Solid Minerals Beneficiation

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international conference on control systems, Mathematical Modelling, Automation and Energy Efficiency (SUMMA)

作者： Leonid Myshlyaev Anatoliy Ivushkin Georgiy Makarov Vitaliy Grachev Control systems research center LLC Novokuznetsk Russian Federation OC Sibshakhtostroy LLC Novokuznetsk Russian Federation Chair of Quality and Innovation Management Siberian State Industrial University Novokuznetsk Russian Federation

ISBN: (数字)9798331532178

ISBN: (纸本)9798331532185

Creation of automation systems is a multi-stage and complex process consisting of conception, design, construction, commissioning, pilot operation and further development. Each stage requires a separate approach, tools, facilities and research, which leads to the need to fulfill their compatibility and inheritance. The requirements for modern control systems are extremely stringent and expectations are high. This leads to the need to develop integrated approaches based on theoretical and engineering developments. An example of such an integrated approach is given in this paper.

关键词： Automation Process control control systems Solids Regulation Real-time systems Minerals Protection Predictive analytics Standards

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Measurement and Computing Issues in control of complex systems

Measurement and Computing Issues in Control of Complex Syste...

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international conference on Soft Computing and Measurements (SCM)

作者： Roman A. Zhukov Svetlana V. Prokopchina Maria A. Plinskaya Maria A. Zhelunitsina Financial University under the Government of the Russian Federation (Tula Branch) Tula Russia Financial University under the Government of the Russian Federation Moscow Russia

ISBN: (数字)9798350363708

ISBN: (纸本)9798350363715

The problem of forming standards and procedures for calculating indicators of the functioning of complex systems in conditions of uncertainty is solved. The methodology is based on the methodology of Bayesian intelligent technologies, which makes it possible to carry out modeling in conditions of limited, incomplete and fuzzy data, including single measurements. This methodology includes representation of measurements in the form of a fuzzy number; identification of the type of distribution; generation of samples of a given volume for factors characterizing the result and complex system functioning conditions in a given period of time; construction of a regression model based on the generated samples. The constructed models can used as a tool for calculating dynamic norms by substituting appropriate factors into the equation.

关键词： Solid modeling Uncertainty Computational modeling Volume measurement Mathematical models Data models Time measurement

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Identifiability and Detectability of Lyapunov Exponents

Identifiability and Detectability of Lyapunov Exponents

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2022 international Russian Automation conference, RusAutoCon 2022

作者： Karabutov, Nikolay Mirea - Russian Technological University Department of Control Problems Moscow Russia

ISBN: (数字)9781665466554

ISBN: (纸本)9781665466554

Lyapunov exponents (LE) are one of the most effective tools for analyzing the quality of systems in robotics. They are used to optimize the robots work, evaluate the quality of their work, and solve various tasks in control systems with robots. Calculating the full spectrum of LE is a complex problem. It relates to the identifiability recoverability and detectability of LE. The identifiability recoverability and detectability issues of Lyapunov exponents were not considered. This problem is relevant. We propose an approach to verify these characteristics for the linear dynamical system. It bases on the analysis of geometric frameworks (GF) that depends on the structural properties coefficient (SPC). The SPC reflects the change in Lyapunov exponents, and GF guarantees decision-making on the LE type. We obtain: (i) conditions of fully detectable LE (these conditions correspond to the determination of an indicators complete set in the robot control system);(ii) sigma-detectability conditions with level nu -no recoverability if the system contains no recoverable lineals. © 2022 IEEE.

关键词： Dynamical systems

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