In this paper, we investigate the leaderless consensus problem for second-order multi-agent systems (MASs) with unknown inertias and parametric uncertainties. The graph that describes the interaction among the agents ...
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In this paper, we investigate the leaderless consensus problem for second-order multi-agent systems (MASs) with unknown inertias and parametric uncertainties. The graph that describes the interaction among the agents is generally directed. We consider both fixed and switching graphs. For a fixed directed topology, the associated graph needs to contain a spanning tree. For dynamically switching topologies, the uniform joint connectivity is required. We proposed consensus algorithms without relative velocity measurements, which are fully distributed in the sense that no common control gains are used and no global gain dependency conditions are required. The cases of agent dynamics with unknown nonidentical control directions and the asymptotic consensus in the presence of external disturbances are further investigated.
With the continuous expansion of the scale of electric vehicles, the application value behind electric vehicles (EV) as mobile energy storage units is increasing. In this paper, a consensus algorithm-based control str...
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ISBN:
(纸本)9781665475877
With the continuous expansion of the scale of electric vehicles, the application value behind electric vehicles (EV) as mobile energy storage units is increasing. In this paper, a consensus algorithm-based control strategy for electric vehicle clusters to participate in the secondary frequency regulation of the power grid is proposed adjust the power of the electric vehicle clusters to participate in the secondary regulation of the power market. The algorithm can make the regulation power of each electric vehicle cluster track the upper-layer regulation signal, and control the state of charge (SOC) of the electric vehicle battery on this basis, so that the regulation capacity of EVs can be efficiently utilized. Through simulation analysis, the effectiveness of the consistent frequency modulation power control proposed in this paper is verified, which can alleviate the fluctuation problem of grid frequency.
Since the emergence of Bitcoin, the blockchain technology behind it has been gradually gaining attention from all walks of life. As the core of blockchain technology, the consensus algorithm determines the security, s...
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ISBN:
(纸本)9781450396622
Since the emergence of Bitcoin, the blockchain technology behind it has been gradually gaining attention from all walks of life. As the core of blockchain technology, the consensus algorithm determines the security, scalability and decentralization of the blockchain and many other important characteristics. The efficiency of the current blockchain consensus algorithm still needs to be improved. To address this issue, this paper proposes a consensus algorithm for communication resource optimization (CCRO), which divides consensus nodes into different domains, calculates the trust of nodes by several trust factors, and assigns different roles to nodes according to the trust. It also introduces a new class of nodes, i.e., communication nodes, which are responsible for the delivery of messages in the consensus process, and achieves the communication resource optimization of the blockchain system. By building an experimental platform, we verify the performance of CCRO, which downscales the inter-node consensus communication protocol, optimizes the regional data synchronization protocol, reduces the network communication overhead, and effectively improves the consensus efficiency.
A critical component of any blockchain or distributed ledger technology (DLT) platform is the consensus algorithm. Blockchain consensus algorithms are the primary vehicle for the nodes within a blockchain network to r...
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ISBN:
(纸本)9781665421751
A critical component of any blockchain or distributed ledger technology (DLT) platform is the consensus algorithm. Blockchain consensus algorithms are the primary vehicle for the nodes within a blockchain network to reach an agreement. In recent years, many blockchain consensus algorithms have been proposed mainly for private and permissioned blockchain networks. However, the performance of these algorithms and their reliability in hostile environments or the presence of byzantine and other network failures are not well understood. In addition, the testing and validation of blockchain applications come with many technical challenges. In this paper, we apply chaos engineering and testing to understand the performance of consensus algorithms in the presence of different loads, byzantine failure and other communication failure scenarios. We apply chaos engineering to evaluate the performance of three different consensus algorithms (PBFT, Clique, Raft) and their respective blockchain platforms. We measure the blockchain network's throughput, latency, and success rate while executing chaos and load tests. We develop lightweight blockchain applications to execute our test in a semi-production environment. Our results show that using chaos engineering helps understand how different consensus algorithms perform in a hostile or unreliable environment and the limitations of blockchain platforms. Our work demonstrates the benefits of using chaos engineering in testing complex distributed systems such as blockchain networks.
Decentralized optimization often relies on achieving consensus among disparate agents. This paper addresses the consensus problem in decentralized networks, focusing on the challenges posed by a nonconvex compact subm...
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The problem of class imbalance has become a relevant topic in the field of machine learning, and there are several ways to solve this problem, including oversampling, undersampling, and hybrid algorithms. The HRBwSD a...
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Recently,decentralization has been extensively explored by ***,as a representation of decentralized technology,has attracted attention with its unique characteristics,such as irrevocability and ***,herein,we introduce...
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Recently,decentralization has been extensively explored by ***,as a representation of decentralized technology,has attracted attention with its unique characteristics,such as irrevocability and ***,herein,we introduce cutting-edge blockchain technologies from four directions:blockchain system,consensus algorithms,smart contract,and ***,we analyze the current lack of consensus mechanism,fault tolerance,and block capacity of the blockchain,and the integration of blockchain into 5G/6G mobile ***,we discuss the possible applications of blockchain in intellectual property protection,the Internet of Things,digital twins,standardization,and epidemic prevention and ***,explore the impacts and solutions of blockchain on human society beyond technology.
This article presents the controlling of non-linear system with artificial intelligence (AI) technique. The non- linear system is represented by second order function and genetic algorithm will be used as AI technique...
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In this study, we implement and evaluate A* and Dijkstra's pathfinding algorithms to find the nearest hospital from Bina Nusantara University (BINUS) in Jakarta, Indonesia. To address the urgent need for efficient...
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In this paper, we investigate distributed convex strongly concave minimax problem without the requirement of strong convexity. The distributed minimax problem is transformed into a distributed optimization with inner ...
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ISBN:
(纸本)9798350382662;9798350382655
In this paper, we investigate distributed convex strongly concave minimax problem without the requirement of strong convexity. The distributed minimax problem is transformed into a distributed optimization with inner maximum operation and solved by a class of primal-dual gradient algorithms. By using the metric regularity, a criterion for exponential convergence is given. Moreover, we explain why the criterion corresponds to a weaker assumption than strict or strong convexity. Two numerical simulation examples demonstrate the effectiveness of the algorithm.
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