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2013 - IEEE Communications Surveys & Tutorials

A Survey on Smart Grid Communication Infrastructures: Motivations, Requirements and Challenges

A communication infrastructure is an essential part to the success of the emerging smart grid. A scalable and pervasive communication infrastructure is crucial in both construction and operation of a smart grid. In this paper, we present the background and motivation of communication infrastructures in smart grid systems. We also summarize major requirements that smart grid communications must meet. From the experience of several industrial trials on smart grid with communication infrastructures, we expect that the traditional carbon fuel based power plants can cooperate with emerging distributed renewable energy such as wind, solar, etc, to reduce the carbon fuel consumption and consequent green house gas such as carbon dioxide emission. The consumers can minimize their expense on energy by adjusting their intelligent home appliance operations to avoid the peak hours and utilize the renewable energy instead. We further explore the challenges for a communication infrastructure as the part of a complex smart grid system. Since a smart grid system might have over millions of consumers and devices, the demand of its reliability and security is extremely critical. Through a communication infrastructure, a smart grid can improve power reliability and quality to eliminate electricity blackout. Security is a challenging issue since the on-going smart grid systems facing increasing vulnerabilities as more and more automation, remote monitoring/controlling and supervision entities are interconnected.

2013 - IEEE Transactions on Smart Grid

Priority-Based Traffic Scheduling and Utility Optimization for Cognitive Radio Communication Infrastructure-Based Smart Grid

Smart grid can be visualized as an intelligent control system over sensors and communication platforms. Recently, wireless multimedia sensor networks (WMSNs) have shown its advantages for smart grid by providing rich surveillance information for grid failure detection and recovery, energy source monitoring, asset management, security, etc. On the other hand, cognitive radio (CR) networks have been identified as a key wireless technology to reduce the communication interferences and improve the bandwidth efficiency for smart grid communication. There is an essential need to use the CR communication platform to support large-size and time-sensitive multimedia delivery for future smart grid system. In this paper, we consider the heterogeneous characteristics of smart grid traffic including multimedia and propose a priority-based traffic scheduling approach for CR communication infrastructure based smart grid system according to the various traffic types of smart grid such as control commands, multimedia sensing data and meter readings. Specifically, we develop CR channel allocation and traffic scheduling schemes taking into consideration of channel switch and spectrum sensing errors, and solve a system utility optimization problem for smart grid communication system. Our solutions are demonstrated through both analyzes and simulations. This research opens a new vista of future smart grid communications.

论文关键词

neural network power system internet of things electric vehicle data analysi renewable energy smart grid learning algorithm power grid image compression hyperspectral image matrix factorization source separation cyber-physical system energy management system sparse representation deep convolutional cloud storage blind source separation demand response blind source gradient method renewable energy system grid system dictionary learning hyperspectral datum latent semantic spectral clustering nonnegative matrix nonnegative matrix factorization hyperspectral imagery low rank image representation image inpainting public cloud matrix completion spectral datum smart grid system smart grid technology remote datum smart grid communication tensor factorization data matrix latent factor future smart grid factorization method spectral unmixing grid communication hyperspectral unmixing international system future smart smart power grid nonnegative matrice power grid system dictionary learning algorithm matrix factorization method data possession projected gradient graph regularized factorization based nonnegative tensor provable data possession system of units image inpainting method smart grid security provable datum public cloud storage matrix factorization technique projected gradient method factorization technique nonnegative tensor factorization nmf algorithm low-rank matrix factorization exemplar-based image inpainting image inpainting technique emerging smart grid matrix factorization problem multiplicative update based image inpainting regularized nonnegative matrix constrained nonnegative matrix sparse nonnegative kernel k-means clustering regularized nonnegative sparse nonnegative matrix matrix and tensor sparse nmf constrained nonnegative high-dimensional vector nmf method orthogonal nonnegative matrix graph regularized nonnegative nonnegative datum multi-way datum nonnegative tucker decomposition lee and seung weighted nonnegative matrix weighted nonnegative robust nonnegative matrix projective nonnegative matrix als algorithm robust nonnegative input data matrix projective nonnegative semantic image inpainting fast nonnegative wind power