Dynamic load balancing in energy packet networks

IF 1 4区 计算机科学 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Performance Evaluation Pub Date : 2024-04-23 DOI:10.1016/j.peva.2024.102414
A. Bušić , J. Doncel , J.M. Fourneau
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Abstract

Energy Packet Networks (EPNs) model the interaction between renewable sources generating energy following a random process and communication devices that consume energy. This network is formed by cells and, in each cell, there is a queue that handles energy packets and another queue that handles data packets. We assume Poisson arrivals of energy packets and of data packets to all the cells and exponential service times. We consider an EPN model with a dynamic load balancing where a cell without data packets can poll other cells to migrate jobs. This migration can only take place when there is enough energy in both interacting cells, in which case a batch of data packets is transferred and the required energy is consumed (i.e. it disappears). We consider that data packet also consume energy to be routed to the next station. Our main result shows that the steady-state distribution of jobs in the queues admits a product form solution provided that a stable solution of a fixed point equation exists. We prove sufficient conditions for irreducibility. Under these conditions and when the fixed point equation has a solution, the Markov chain is ergodic. We also provide sufficient conditions for the existence of a solution of the fixed point equation. We then focus on layered networks and we study the polling rates that must be set to achieve a fair load balancing, i.e., such that, in the same layer, the load of the queues handling data packets is the same. Our numerical experiments illustrate that dynamic load balancing satisfies several interesting properties such as performance improvement or fair load balancing.

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能源分组网络中的动态负载平衡
能量包网络(EPN)模拟了按照随机过程产生能量的可再生能源与消耗能量的通信设备之间的相互作用。该网络由小区组成,每个小区都有一个处理能量包的队列和另一个处理数据包的队列。我们假设所有小区的能量包和数据包均为泊松到达,服务时间为指数级。我们考虑了一个具有动态负载平衡的 EPN 模型,在该模型中,没有数据包的小区可以轮询其他小区以迁移工作。这种迁移只有在两个交互小区都有足够能量时才能进行,在这种情况下,一批数据包被传输,所需的能量被消耗(即能量消失)。我们认为,数据包在路由到下一个站点时也会消耗能量。我们的主要结果表明,只要存在定点方程的稳定解,队列中作业的稳态分布就能以积形式求解。我们证明了不可还原性的充分条件。在这些条件下,当定点方程有一个解时,马尔可夫链就是遍历的。我们还提供了定点方程解存在的充分条件。然后,我们将重点放在分层网络上,研究为实现公平负载平衡(即在同一层中,处理数据包的队列负载相同)而必须设置的轮询率。我们的数值实验表明,动态负载平衡满足多个有趣的特性,如性能改善或公平负载平衡。
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来源期刊
Performance Evaluation
Performance Evaluation 工程技术-计算机:理论方法
CiteScore
3.10
自引率
0.00%
发文量
20
审稿时长
24 days
期刊介绍: Performance Evaluation functions as a leading journal in the area of modeling, measurement, and evaluation of performance aspects of computing and communication systems. As such, it aims to present a balanced and complete view of the entire Performance Evaluation profession. Hence, the journal is interested in papers that focus on one or more of the following dimensions: -Define new performance evaluation tools, including measurement and monitoring tools as well as modeling and analytic techniques -Provide new insights into the performance of computing and communication systems -Introduce new application areas where performance evaluation tools can play an important role and creative new uses for performance evaluation tools. More specifically, common application areas of interest include the performance of: -Resource allocation and control methods and algorithms (e.g. routing and flow control in networks, bandwidth allocation, processor scheduling, memory management) -System architecture, design and implementation -Cognitive radio -VANETs -Social networks and media -Energy efficient ICT -Energy harvesting -Data centers -Data centric networks -System reliability -System tuning and capacity planning -Wireless and sensor networks -Autonomic and self-organizing systems -Embedded systems -Network science
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