Efficient Flow Scheduling for Industrial Time-Sensitive Networking: A Divisibility Theory-Based Method

计算机科学 分布式计算 调度(生产过程) 循环调度 公平份额计划 动态优先级调度 流水车间调度 单调速率调度 作业车间调度 非周期图 两级调度 实时计算 数学优化 地铁列车时刻表 数学 操作系统 组合数学
作者
Yanzhou Zhang,Qimin Xu,Lei Xu,Cailian Chen,Xinping Guan
出处
期刊:IEEE Transactions on Industrial Informatics [Institute of Electrical and Electronics Engineers]
卷期号:18 (12): 9312-9323 被引量:41
标识
DOI:10.1109/tii.2022.3151810
摘要

As an emerging communication technology, time-sensitive networking (TSN) promises the real time and deterministic interaction of massive data in Industrial Internet of Things. However, it is challenging to schedule the time-sensitive flows timely and superiorly through the mechanism analysis for current TSN scheduling models, especially in complex industrial scenarios. In this article, we propose an analysis approach of flow sequences based on divisibility theory to characterize the flow conflicts and dependencies, which derives the scheduling flexibility based on flow position diversity (PD) and the equivalent flow judgment conditions for slot occupancy. Integrating the abovementioned derivation, a parallel computing framework with the generalized slot length is established to lower the scheduling complexity. Within each computing unit, an incremental scheduling algorithm with the flow judgment conditions and PD-based search boundary is proposed. It reduces the scheduling complexity further while maintaining load balance for the mixed transmission of periodic and aperiodic flows. To achieve the optimality of runtime and load balance, two PD-based flow sorting strategies are designed, respectively. The evaluation results show that compared with the existing works, the runtime efficiency of scheduling at scale is increased by at least 1500 times in complex traffic scenarios while the load balance on the network links is also improved.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
共享精神应助洞若观烟火采纳,获得10
1秒前
求助人发布了新的文献求助20
2秒前
2秒前
3秒前
kingyuan发布了新的文献求助10
5秒前
Ava应助CM230306采纳,获得10
5秒前
5秒前
honey发布了新的文献求助10
6秒前
SciGPT应助jopaul采纳,获得10
6秒前
少堂发布了新的文献求助10
6秒前
7秒前
8秒前
鲸鱼不是鱼完成签到,获得积分10
8秒前
8秒前
9秒前
9秒前
火星上翠芙完成签到,获得积分10
10秒前
10秒前
10秒前
黄色妖姬发布了新的文献求助10
10秒前
11秒前
用头打碟发布了新的文献求助10
12秒前
13秒前
甜橙发布了新的文献求助10
14秒前
求知小莹发布了新的文献求助10
14秒前
14秒前
14秒前
15秒前
科研小菜鸟应助旷野采纳,获得10
16秒前
称心曼安发布了新的文献求助10
16秒前
亘古匆匆完成签到,获得积分0
17秒前
上官若男应助用头打碟采纳,获得10
17秒前
CM230306完成签到,获得积分20
17秒前
Sampson完成签到,获得积分10
18秒前
情怀应助Rencal采纳,获得10
18秒前
科研通AI5应助yoyo采纳,获得10
19秒前
CM230306发布了新的文献求助10
20秒前
寒冷铁身关注了科研通微信公众号
20秒前
HXie完成签到,获得积分10
21秒前
21秒前
高分求助中
【此为提示信息,请勿应助】请按要求发布求助,避免被关 20000
All the Birds of the World 4000
Production Logging: Theoretical and Interpretive Elements 3000
Musculoskeletal Pain - Market Insight, Epidemiology And Market Forecast - 2034 2000
Am Rande der Geschichte : mein Leben in China / Ruth Weiss 1500
CENTRAL BOOKS: A BRIEF HISTORY 1939 TO 1999 by Dave Cope 1000
Density Functional Theory: A Practical Introduction, 2nd Edition 840
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 物理 生物化学 纳米技术 计算机科学 化学工程 内科学 复合材料 物理化学 电极 遗传学 量子力学 基因 冶金 催化作用
热门帖子
关注 科研通微信公众号,转发送积分 3749026
求助须知:如何正确求助?哪些是违规求助? 3292222
关于积分的说明 10075967
捐赠科研通 3007804
什么是DOI,文献DOI怎么找? 1651839
邀请新用户注册赠送积分活动 786773
科研通“疑难数据库(出版商)”最低求助积分说明 751845