Evaluation of the Routing Algorithms for NoC-Based MPSoC: A Fuzzy Multi-Criteria Decision-Making Approach

被引:9
作者
Muhsen, Yousif Raad [1 ,2 ]
Husin, Nor Azura [1 ]
Zolkepli, Maslina Binti [1 ]
Manshor, Noridayu [1 ]
Al-Hchaimi, Ahmed Abbas Jasim [3 ,4 ]
机构
[1] Univ Putra Malaysia, Fac Comp Sci & Informat Technol, Dept Comp Sci, Serdang 43400, Selangor, Malaysia
[2] Wasit Univ, Coll Engn, Dept Civil, Kut 00964, Iraq
[3] Univ Putra Malaysia, Fac Engn, Dept Comp & Embedded Syst Engn, Serdang 43400, Selangor, Malaysia
[4] Southern Tech Univ, Thi Qar Tech Coll, Dept Electromech Syst Engn, Basra 61001, Iraq
关键词
Routing; Reliability; Uncertainty; Heuristic algorithms; Decision making; Reliability engineering; Network-on-chip; Z-number; ZCR-FDOSM-BM; ZCR-FWZIC-BM; multi-criteria decision-making; MPSoC; EXTENSION; FDOSM; ENVIRONMENT; NETWORKS;
D O I
10.1109/ACCESS.2023.3310246
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Routing algorithms play a crucial role in the performance of Network-on-Chip (NoC)-based Multi-Processor Systems-on-Chip (MPSoC). However, the selection of appropriate and effective routing algorithms poses a challenge for designers, given the multitude of assessment criteria, data fluctuations, and varying criteria importance. In this study, we propose a comprehensive assessment of various routing algorithms, aiming to identify the most suitable and effective routing algorithm that satisfies designers' system-level requirements and assessment criteria. This research integrates the Fuzzy-Weighted Zero-Inconsistency (FWZIC) method and the Fuzzy Decision by Opinion Score Method (FDOSM). The utilisation of the Z-Cloud Rough Numbers (ZCRNs) environment addresses the challenge of two types of uncertainty, providing a framework for managing ambiguity in the data and achieving a higher level of data freedom. Our methodology consists of two main phases. Firstly, the decision matrix is constructed based on the performance assessment criteria and routing algorithms. Secondly, we employ the ZCR-FWZIC method to derive the weights for each criterion and subsequently employ the ZCR-FDOSM-BM approach to rank the routing algorithms. The analysis reveals that Adaptive Dimensional Bubble Routing (ADBR), Message-based Congestion-Aware Routing (MCAR), and Dynamic and Adaptive Routing Algorithm (DyAd) are ranked as the top three routing algorithms, respectively. This research presents essential implications for designers and system engineers involved in NoC-based MPSoC, offering insights to enhance decision-making processes and facilitate the selection of an appropriate routing algorithm.
引用
收藏
页码:102806 / 102827
页数:22
相关论文
共 81 条
  • [41] Making-a-stop: A new bufferless routing algorithm for on-chip network
    Lin, Jing
    Lin, Xiaola
    Tang, Liang
    [J]. JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING, 2012, 72 (04) : 515 - 524
  • [42] FreeRider: Non-Local Adaptive Network-on-Chip Routing with Packet-Carried Propagation of Congestion Information
    Liu, Shaoli
    Chen, Tianshi
    Li, Ling
    Li, Xi
    Zhang, Mingzhe
    Wang, Chao
    Meng, Haibo
    Zhou, Xuehai
    Chen, Yunji
    [J]. IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2015, 26 (08) : 2272 - 2285
  • [43] EDXY - A low cost congestion-aware routing algorithm for network-on-chips
    Lotfi-Kamran, P.
    Rahmani, A. M.
    Daneshtalab, M.
    Afzali-Kusha, A.
    Navabi, Z.
    [J]. JOURNAL OF SYSTEMS ARCHITECTURE, 2010, 56 (07) : 256 - 264
  • [44] An Edge-Based Distributed Decision-Making Method for Product Design Scheme Evaluation
    Lou, Shanhe
    Feng, Yixiong
    Li, Zhiwu
    Zheng, Hao
    Gao, Yicong
    Tan, Jianrong
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021, 17 (02) : 1375 - 1385
  • [45] A New Development of FDOSM Based on a 2-Tuple Fuzzy Environment: Evaluation and Benchmark of Network Protocols as a Case Study
    Maher, Rand M.
    Salih, Mahmood M.
    Hussein, Harith A.
    Ahmed, Mohamed A.
    [J]. COMPUTERS, 2022, 11 (07)
  • [46] Mahmoud U. S., 2021, Tech. Rep., DOI [10.21203/rs.3.rs-875230/v1, DOI 10.21203/RS.3.RS-875230/V1]
  • [47] Region-Based Routing: A Mechanism to Support Efficient Routing Algorithms in NoCs
    Mejia, Andres
    Palesi, Maurizio
    Flich, Jose
    Kumar, Shashi
    Lopez, Pedro
    Holsmark, Rickard
    Duato, Jose
    [J]. IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 2009, 17 (03) : 356 - 369
  • [48] INVESTMENT DECISION ANALYSIS OF INTERNATIONAL MEGAPROJECTS BASED ON COGNITIVE LINGUISTIC CLOUD MODELS
    Mi, Xiaomei
    Liao, Huchang
    Zeng, Xiao-Jun
    [J]. INTERNATIONAL JOURNAL OF STRATEGIC PROPERTY MANAGEMENT, 2020, 24 (06) : 414 - 427
  • [49] A decision modeling approach for smart e-tourism data management applications based on spherical fuzzy rough environment
    Mohammed, R. T.
    Alamoodi, A. H.
    Albahri, O. S.
    Zaidan, A. A.
    AlSattar, H. A.
    Aickelin, Uwe
    Albahri, A. S.
    Zaidan, B. B.
    Ismail, Amelia Ritahani
    Malik, R. Q.
    [J]. APPLIED SOFT COMPUTING, 2023, 143
  • [50] Determining Importance of Many-Objective Optimisation Competitive Algorithms Evaluation Criteria Based on a Novel Fuzzy-Weighted Zero-Inconsistency Method
    Mohammed, R. T.
    Zaidan, A. A.
    Yaakob, R.
    Sharef, N. M.
    Abdullah, R. H.
    Zaidan, B. B.
    Albahri, O. S.
    Abdulkareem, K. H.
    [J]. INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING, 2022, 21 (01) : 195 - 241