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检索条件"任意字段=International Conference on Parallel Distributed and Grid Computing"

共 34268 条记录，以下是981-990 订阅

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Control Data Mining of Decentralized Solar PV Generation Plant Operation and Servicing Under Cloud Architecture

Control Data Mining of Decentralized Solar PV Generation Pla...

引用

2024 international conference on Artificial Intelligence and Power Systems, AIPS 2024

作者： Lin, Weixiu Pan, Qing Li, Feng Xu, Jie Wu, Yanfen Xu, Yuyan Wei, Yuqing Chen, Jin Chen, Dandan Ningbo Power Transmission and Transformation Construction Co. Ltd. operation and servicing Branch Zhejiang Ningbo315000 China State Grid Zhejiang Electric Power Co. Ltd. Ningbo Power Supply Company Zhejiang Ningbo315000 China

ISBN: (纸本)9798350392210

Decentralized solar PV generation plants usually consist of multiple independent photovoltaic systems, which have different scales, technologies, equipment, etc. Therefore, operation and servicing data is scattered and diversified, involving various data sources and formats, and it is difficult to mine. Therefore, a data mining method for running and maintenance of distributed solar PV stations is studied by introducing regulatory cloud architecture. Data on operating distributed solar farms is classified based on fuzzy clustering algorithm. Analyze the regulatory cloud architecture, based on the regulatory cloud platform and according to the IaaS architecture connection form, solve the PV power plant operation and servicing fault data set synchronously, and realize the distributed PV power plant operation and servicing data mining. It has been shown by the experiments: The ROC and determination coefficient indexes of the research method are higher, and the time spent on operation and servicing data mining is less than 0.5s. © 2024 IEEE.

关键词： Cloud computing architecture

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Communication independent Islanding Detection technique utilizing Wavelet Packet Transform

Communication independent Islanding Detection technique util...

引用

2023 IEEE international conference on Power Electronics, Smart grid, and Renewable Energy, PESGRE 2023

作者： Swetha, Samavedam Verma, Vishal Delhi Technological University Electrical Engineering Department Delhi New Delhi110042 India

ISBN: (纸本)9798350310573

Islanding detection becomes a necessity when the DERs units are required to continue their generation even after the islanding of the μG from the grid. This paper investigates the effectiveness of the active islanding detection technique using 9th harmonic pilots' injection and its detection with wavelet packet decomposition at each node in autonomous mode without any communication equipment by extracting the features that can indicate the occurrence of islanding and outage of DERs connected in the μG. The proposed method is evaluated through simulation studies on a typical microgrid system having many DERs connected, and the results demonstrate the effectiveness of the method in detecting islanding events in respect of both grid and DERs with high accuracy and reliability making the power system more secure and resilient. © 2023 IEEE.

关键词： distributed energy sources harmonic current injection Islanding detection Wavelet Packet Transform

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Research on Electric - Electric Ground Rod for New Non - Slip Ground Wire Operation

Research on Electric - Electric Ground Rod for New Non - Sli...

引用

2023 international conference on Internet of Things, Robotics and distributed computing, ICIRDC 2023

作者： Zhou, Yi Li, Yongteng Wang, Jingfeng Fang, Lei Zhao, Maojie Zhao, Dingwei State Grid Zhejiang Electric Power Co. Ltd. Xiangshan County Power Supply Company Ningbo315700 China

ISBN: (纸本)9798350375275

In this project, a new type of electric ground rod suitable for temporary ground wire operation is developed. It can be combined with the standard ground wire operating lever used in substation to complete the reliable and efficient grounding wire hanging. It solves the problem that some substation working site operators cannot use the ground wire operation rod is convenient and reliable to hang the ground wire. The operation of each group of ground cables can shorten the power outage time by about 12 minutes. The electric grounding operating rod improves the safety, reliability and working efficiency of grounding wire mounting operation for power outage maintenance of electrical equipment. © 2023 IEEE.

关键词： Electric grounding

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Painless Transposition of Reproducible distributed Environments with NixOS Compose

Painless Transposition of Reproducible Distributed Environme...

引用

IEEE international conference on Cluster computing (CLUSTER)

作者： Guilloteau, Quentin Bleuzen, Jonathan Poquet, Millian Richard, Olivier Univ Grenoble Alpcs INRIA LIG CNRS F-38000 Grenoble France

ISBN: (数字)9781665498562

ISBN: (纸本)9781665498562

Development of environments for distributed systems is a tedious and time-consuming iterative process. The reproducibility of such environments is a crucial factor for rigorous scientific contributions. We think that being able to smoothly test environments both locally and on a target distributed platform makes development cycles faster and reduces the friction to adopt better experimental practices. To address this issue, this paper introduces the notion of environment transposition and implements it in NixOS Compose, a tool that generates reproducible distributed environments. It enables users to deploy their environments on virtualized (docker, QEMU) or physical (grid'5000) platforms with the same unique description of the environment. We show that NixOS Compose enables to build reproducible environments without overhead by comparing it to state-of-the-art solutions for the generation of distributed environments (EnOSlib and Kameleon). NixOS Compose actually enables substantial performance improvements on image building time over Kameleon (up to 11x faster for initial builds and up to 19x faster when building a variation of an existing environment).

关键词： Reproducibility distributed Systems System Image Deployment Nix

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Wind Power and Photovoltaic Scene Generation and Reduction Method Based on Improved Gaussian Mixture Model of Cuckoo Search 13

Wind Power and Photovoltaic Scene Generation and Reduction M...

引用

13th international conference of Information and Communication Technology, ICTech 2024

作者： Han, Bo Ni, Xueyan Tang, Rui Yu, Chengxin Shenyang Institute of Computing Technology Chinese Academy of Sciences University of Chinese Academy of Sciences Shenyang China State Grid Liaoning Ultra High Voltage Company Shenyang China

ISBN: (纸本)9798350376258

A method for generating and reducing distributed power generation output scenarios based on improved clustering analysis is proposed to address the issues of low accuracy and susceptibility to local optima in typical Gaussian mixture model clustering. Using the K-means clustering results as the initial value, the cuckoo search algorithm is used to solve for the optimal solution of GMM parameters, forming the CS-GMM improved clustering algorithm. Based on Latin hypercube median sampling, generate a large number of distributed power generation output scenarios, use CS-GMM algorithm to complete scene reduction, and obtain the reduced scenario results and the proportion of each scenario. This article verifies through experiments that the CS-GMM algorithm outperforms other comparison algorithms and has good application prospects by comparing the silhouette coefficient, Davies-Bouldin index and Calinski Harabasz score after clustering. ©2024 IEEE.

关键词： clustering algorithm cuckoo search distributed generation Gaussian mixture model scene generation and reduction

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A Framework for Performance Optimization of Internet of Things Applications

A Framework for Performance Optimization of Internet of Thin...

引用

29th international conference on parallel and distributed computing (Euro-Par)

作者： Almurshed, Osama Meshoul, Souham Muftah, Asmail Kaushal, Ashish Kumar Almoghamis, Osama Petri, Ioan Auluck, Nitin Rana, Omer Cardiff Univ Cardiff Wales Prince Sattam Bin Abdulaziz Univ Al Kharj Saudi Arabia Princess Nourah Bint Abdulrahman Univ Riyadh Saudi Arabia Azzaytuna Univ Tarhuna Libya Indian Inst Technol Ropar Rupnagar India King Saud Univ Riyadh Saudi Arabia

ISBN: (纸本)9783031506833;9783031506840

A framework to support optimised application placement across the cloud-edge continuum is described, making use of the Optimized-Greedy Nominator Heuristic (EO-GNH). The framework can be employed across a range of different Internet of Things (IoT) applications, such as smart agriculture and healthcare. The framework uses asynchronous MapReduce and parallel meta-heuristics to support the management of IoT applications, focusing on metrics such as execution performance, resource utilization and system resilience. We evaluate EOGNH using service quality achieved through real-time resource management, across multiple application domains. Performance analysis and optimisation of EO-GNH has also been carried out to demonstrate how it can be configured for use across different IoT usage contexts.

关键词： Cancer Classification Edge computing Industrial IoT IoT Management Meta-heuristics Precision Agriculture System Resilience

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Towards a Better Theoretical Understanding of Independent Subnetwork Training 41

Towards a Better Theoretical Understanding of Independent Su...

引用

41st international conference on Machine Learning, ICML 2024

作者： Shulgin, Egor Richtárik, Peter King Abdullah University of Science and Technology Thuwal Saudi Arabia

Modern advancements in large-scale machine learning would be impossible without the paradigm of data-parallel distributed computing. Since distributed computing with large-scale models imparts excessive pressure on communication channels, significant recent research has been directed toward co-designing communication compression strategies and training algorithms with the goal of reducing communication costs. While pure data parallelism allows better data scaling, it suffers from poor model scaling properties. Indeed, compute nodes are severely limited by memory constraints, preventing further increases in model size. For this reason, the latest achievements in training giant neural network models also rely on some form of model parallelism. In this work, we take a closer theoretical look at Independent Subnetwork Training (IST), which is a recently proposed and highly effective technique for solving the aforementioned problems. We identify fundamental differences between IST and alternative approaches, such as distributed methods with compressed communication, and provide a precise analysis of its optimization performance on a quadratic model. Copyright 2024 by the author(s)

关键词： distributed computer systems

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Automated Detection of Manipulated Images Using Deep Learning and Computer Vision Techniques

Automated Detection of Manipulated Images Using Deep Learnin...

引用

international conference on parallel distributed and grid computing (PDGC)

作者： Atika Gupta Priya Matta School of Computing Graphic Era Hill University Dehradun India Department of Computer Science and Engineering Tula’s Institute Dehradun India

ISBN: (数字)9798331521349

ISBN: (纸本)9798331521356

In the current era, where image manipulation techniques have developed at a faster pace, detection of altered images using the conventional methods has become increasingly challenging. This article presents a framework for automatically detecting the altered images using deep learning and computer vision techniques. The system focuses on providing methods to detect various image manipulations such as copy-move, inpainting and image-slicing. With the help of integrating convolutional neural networks (CNN) with anomaly detection methods and image preprocessing, the proposed framework can successfully find visual image anomalies that show potential image manipulation. The experiment conducted shows that the framework could effectively detect image alterations using the state-of-the-art computer vision and deep learning algorithms.

关键词： Deep learning Computer vision Visualization Accuracy Computational modeling Splicing Computer architecture Data augmentation Robustness Convolutional neural networks

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Smart grid vs. Intelligent grid;Artificial Intelligence Takes the Power System to the Next Level 3

Smart Grid vs. Intelligent Grid;Artificial Intelligence Take...

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3rd IEEE international conference on Digital Twins and parallel Intelligence, DTPI 2023

作者： Liasi, Sahand Ghiasi, Narges S. Hadidi, Ramtin Clemson University Holcombe Department of Electrical and Computer Engineering CharlestonSC United States

ISBN: (纸本)9798350318470

This paper discusses the concept of intelligent power systems, particularly the distinction between smart grids and intelligent grids. Smart grids represent a convergence of various energy technologies and communication systems, enabling multidomain interactions. However, in such a grid, humans are still the ultimate decision maker based on the gathered information. By adding artificial intelligence to the system, smart grids can be upgraded to intelligent grids. This article explores the cutting-edge methods and propositions of machine learning and artificial intelligence, and their influence on a plethora of smart grid applications, aiding their transition to truly intelligent grids. The piece highlights the surge in interest and rapid advancement in employing machine learning and AI techniques to effectively tackle technical obstacles across various facets of the smart grid. However, it notes unresolved issues meriting additional research, such as high-performance data processing for informed decision-making in large, intricate multi-energy systems, and lightweight solutions based on machine learning. Additionally, the article spotlights the potential of harnessing progressive computing and communication technologies such as edge computing, pervasive internet of things, and 5G wireless networks within the smart grid framework. Simulating smart grids requires overcoming challenges posed by the integration of diverse subsystems with varying time scales. Co-simulation is employed for these cases. This paper presents the state-of-the-art in simulating intelligent power systems and addresses challenges in applying co-simulation to test cases spanning various domains, including information and communication technology (ICT) and power systems. We anticipate that this study will serve as a launching pad for continued exploration and advancement in this burgeoning area of knowledge and practice. © 2023 IEEE.

关键词： Smart power grids

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Synchronverter based Multifunctional UPQC for distributed Generation Applications

Synchronverter based Multifunctional UPQC for Distributed Ge...

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2023 IEEE international conference on Power Electronics, Smart grid, and Renewable Energy, PESGRE 2023

作者： Utkarsha, Prateek Swami Naidu, N.K. Sivaprasad, Batta Yalla, Naveen Department of Electrical Engineering Varanasi India

ISBN: (纸本)9798350310573

This paper presents a multifunctional unified power quality conditioner (MUPQC) for distributed generation (DG) applications to emulate the behaviour of a synchronous generator besides the power quality enhancement. There are major dependability issues with the grid as a result of the increased use of renewable energy sources. The conventional synchronous generator has characteristics that support the stability and operation of the grid by providing voltage and frequency support. This power system reliability problem may be solved by operating the power electronic converter as a synchronous machine. Both generation side stability problems and load side harmonics problems can be solved by integrating the synchronous machine characteristics with the unified power quality conditioner (UPQC). In this study, this proposed converter system is termed as multifunctional UPQC (MUPQC). The innovative aspect of the study is the shunt converter's control algorithm, which imitates the characteristics of synchronous generators while compensating for local current harmonics. So, this proposed MUPQC assists in frequency regulation and also has the ability to operate seamlessly between grid connected and standalone modes. Moreover, this proposed MUPQC eliminates the need of PLL. The proposed control strategy of the MUPQC is validated by performing MATLAB simulation. © 2023 IEEE.

关键词： distributed generation (DG) frequency regulation Synchronverter unified power quality conditioner (UPQC)

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