Evaluation of the Routing Algorithms for NoC-Based MPSoC: A Fuzzy Multi-Criteria Decision-Making Approach
Context: 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 fluctuat...
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description | Context: 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. Objective: 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. Method: 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. Result: 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. Conclusion: 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. |
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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. Objective: 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. Method: 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. Result: 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. Conclusion: 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.</description><identifier>ISSN: 2169-3536</identifier><identifier>EISSN: 2169-3536</identifier><identifier>DOI: 10.1109/ACCESS.2023.3310246</identifier><identifier>CODEN: IAECCG</identifier><language>eng</language><publisher>Piscataway: IEEE</publisher><subject>Adaptive algorithms ; Algorithms ; Decision making ; Designers ; Heuristic algorithms ; Microprocessors ; MPSoC ; Multi-criteria decision-making ; Multiple criterion ; Multiprocessing ; Network-on-chip ; Performance assessment ; Reliability ; Reliability engineering ; Routing ; System effectiveness ; System on chip ; Uncertainty ; Z number ; ZCR-FDOSM-BM ; ZCR-FWZIC-BM</subject><ispartof>IEEE access, 2023-01, Vol.11, p.1-1</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2023</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c409t-f4e132e1d07f093bc9397e58af792a126112b506be3c83e676cd51f496083f563</citedby><cites>FETCH-LOGICAL-c409t-f4e132e1d07f093bc9397e58af792a126112b506be3c83e676cd51f496083f563</cites><orcidid>0000-0001-7525-2518 ; 0000-0002-5188-3793 ; 0000-0002-4765-4189</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/10234721$$EHTML$$P50$$Gieee$$Hfree_for_read</linktohtml><link.rule.ids>314,780,784,864,2102,27633,27924,27925,54933</link.rule.ids></links><search><creatorcontrib>Muhsen, Yousif Raad</creatorcontrib><creatorcontrib>Husin, Nor Azura</creatorcontrib><creatorcontrib>Zolkepli, Maslina Binti</creatorcontrib><creatorcontrib>Manshor, Noridayu</creatorcontrib><creatorcontrib>Al-Hchaimi, Ahmed Abbas Jasim</creatorcontrib><title>Evaluation of the Routing Algorithms for NoC-Based MPSoC: A Fuzzy Multi-Criteria Decision-Making Approach</title><title>IEEE access</title><addtitle>Access</addtitle><description>Context: 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. Objective: 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. Method: 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. Result: 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. Conclusion: 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.</description><subject>Adaptive algorithms</subject><subject>Algorithms</subject><subject>Decision making</subject><subject>Designers</subject><subject>Heuristic algorithms</subject><subject>Microprocessors</subject><subject>MPSoC</subject><subject>Multi-criteria decision-making</subject><subject>Multiple criterion</subject><subject>Multiprocessing</subject><subject>Network-on-chip</subject><subject>Performance assessment</subject><subject>Reliability</subject><subject>Reliability engineering</subject><subject>Routing</subject><subject>System effectiveness</subject><subject>System on chip</subject><subject>Uncertainty</subject><subject>Z number</subject><subject>ZCR-FDOSM-BM</subject><subject>ZCR-FWZIC-BM</subject><issn>2169-3536</issn><issn>2169-3536</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>ESBDL</sourceid><sourceid>RIE</sourceid><sourceid>DOA</sourceid><recordid>eNpNkU1PGzEQhq2qSEUpv6A9WOp5g-3Z9Udv6Ta0SARQA2fL8dqJ0yVO7d1K8OtrWFQxlxmN5n1mRi9CnyiZU0rU-aJtl-v1nBEGcwBKWM3foVNGuaqgAf7-Tf0BneW8JyVkaTXiFIXlX9OPZgjxgKPHw87hX3EcwmGLF_02pjDsHjL2MeHr2FbfTHYdXt2uY_sVL_DF-PT0iFdjP4SqLaMuBYO_OxtywVUr8_sFczymaOzuIzrxps_u7DXP0P3F8q79WV3d_LhsF1eVrYkaKl87CszRjghPFGysAiVcI40XihnKOKVs0xC-cWAlOC647Rrqa8WJBN9wmKHLidtFs9fHFB5MetTRBP3SiGmrTRqC7Z02VjIjbCfAQt2AlwRE44HAholGCVlYXyZWeeHP6PKg93FMh3K-ZpIrYFIU3QzBNGVTzDk5_38rJfrZIj1ZpJ8t0q8WFdXnSRWcc28UDGrBKPwDoIiKiA</recordid><startdate>20230101</startdate><enddate>20230101</enddate><creator>Muhsen, Yousif Raad</creator><creator>Husin, Nor Azura</creator><creator>Zolkepli, Maslina Binti</creator><creator>Manshor, Noridayu</creator><creator>Al-Hchaimi, Ahmed Abbas Jasim</creator><general>IEEE</general><general>The Institute of Electrical and Electronics Engineers, Inc. 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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. Objective: 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. Method: 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. Result: 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. Conclusion: 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.</abstract><cop>Piscataway</cop><pub>IEEE</pub><doi>10.1109/ACCESS.2023.3310246</doi><tpages>1</tpages><orcidid>https://orcid.org/0000-0001-7525-2518</orcidid><orcidid>https://orcid.org/0000-0002-5188-3793</orcidid><orcidid>https://orcid.org/0000-0002-4765-4189</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Adaptive algorithms Algorithms Decision making Designers Heuristic algorithms Microprocessors MPSoC Multi-criteria decision-making Multiple criterion Multiprocessing Network-on-chip Performance assessment Reliability Reliability engineering Routing System effectiveness System on chip Uncertainty Z number ZCR-FDOSM-BM ZCR-FWZIC-BM |
title | Evaluation of the Routing Algorithms for NoC-Based MPSoC: A Fuzzy Multi-Criteria Decision-Making Approach |
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