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International Journal for Research Trends and Innovation
International Peer Reviewed & Refereed Journals, Open Access Journal
ISSN Approved Journal No: 2456-3315 | Impact factor: 8.14 | ESTD Year: 2016
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Impact Factor : 8.14
Issue per Year : 12
Volume Published : 11
Issue Published : 118
Article Submitted : 21653
Article Published : 8541
Total Authors : 22459
Total Reviewer : 811
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| Paper Title: | Intelligent Routing Algorithms for NoC-Based SoC Using Deep Learning |
| Authors Name: | Bandi Raju , Shoban Mude |
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IJRTI_204953
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| Published Paper Id: | IJRTI2507028 |
| Published In: | Volume 10 Issue 7, July-2025 |
| DOI: | |
| Abstract: | In modern System-on-Chip (SoC) architectures, Networks-on-Chip (NoC) have emerged as the dominant interconnect solution for multi-core systems. However, conventional routing algorithms often fail to adapt dynamically to real-time traffic patterns and congestion, leading to increased latency and power consumption. This paper proposes a novel deep learning-based intelligent routing framework that leverages Deep Reinforcement Learning (DRL) to optimize routing decisions dynamically in NoC-based SoCs. The model is trained on synthetic and benchmark traffic patterns to learn adaptive policies that minimize latency and improve throughput. The proposed system integrates deep Q-learning agents into each router node, which collectively learn optimal paths based on local and global congestion states. Simulation results on 2D mesh and torus topologies using BookSim2 and SystemC demonstrate up to 30% latency reduction and 15% energy efficiency gains compared to traditional XY and odd-even algorithms. |
| Keywords: | Network-on-Chip (NoC), System-on-Chip (SoC), Deep Reinforcement Learning (DRL), Intelligent Routing, DQN, Graph Neural Networks (GNN), Adaptive Routing, Traffic-Aware Routing, FPGA. |
| Cite Article: | "Intelligent Routing Algorithms for NoC-Based SoC Using Deep Learning", International Journal for Research Trends and Innovation (www.ijrti.org), ISSN:2455-2631, Vol.10, Issue 7, page no.a230-a233, July-2025, Available :http://www.ijrti.org/papers/IJRTI2507028.pdf |
| Downloads: | 000430 |
| ISSN: |
2456-3315 | IMPACT FACTOR: 8.14 Calculated By Google Scholar| ESTD YEAR: 2016 An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.14 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator |
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Published Paper ID: IJRTI2507028
Registration ID:204953
Published In: Volume 10 Issue 7, July-2025
DOI (Digital Object Identifier):
Page No: a230-a233 Country: Hyderabad, Telangana, India Research Area: Electronics & Communication Engg. Publisher : IJ Publication Published Paper URL : https://www.ijrti.org/viewpaperforall?paper=IJRTI2507028 Published Paper PDF: https://www.ijrti.org/papers/IJRTI2507028 |
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ISSN: 2456-3315
Impact Factor: 8.14 and ISSN APPROVED,
Journal Starting Year (ESTD) : 2016
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