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International Journal for Research Trends and Innovation
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ISSN Approved Journal No: 2456-3315 | Impact factor: 8.14 | ESTD Year: 2016
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Issue: December 2025
Volume 10 | Issue 12
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Impact Factor : 8.14
Issue per Year : 12
Volume Published : 10
Issue Published : 115
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| Paper Title: | A Comprehensive Survey and Neuromorphic Intrusion Detection Framework |
| Authors Name: | Neeraj Singh Kushwaha , Rajesh Kumar Singh , Paritosh Tripathi |
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IJRTI_205967
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| Published Paper Id: | IJRTI2508142 |
| Published In: | Volume 10 Issue 8, August-2025 |
| DOI: | |
| Abstract: | Wireless Sensor Networks (WSNs) are increasingly deployed in mission-critical applications such as military defence, healthcare monitoring, and industrial automation. However, their constrained resources and decentralized architecture make them highly susceptible to a wide range of cyber threats. This survey explores recent advancements in WSN intrusion detection, with a particular focus on bio-inspired and neuromorphic approaches that promise high detection accuracy with minimal energy overhead. Special attention is given to spiking neural networks (SNNs), federated learning, and hybrid quantum-classical models. We critically examine the strengths, limitations, datasets, and deployment feasibility of state-of-the-art techniques, aiming to guide future research toward scalable, energy-efficient, and adaptive WSN security solutions. |
| Keywords: | WSN, Intrusion Detection, Energy Efficiency, Machine Learning, Security, Bio-Inspired Methods |
| Cite Article: | "A Comprehensive Survey and Neuromorphic Intrusion Detection Framework", International Journal of Science & Engineering Development Research (www.ijrti.org), ISSN:2455-2631, Vol.10, Issue 8, page no.b316-b321, August-2025, Available :http://www.ijrti.org/papers/IJRTI2508142.pdf |
| Downloads: | 000497 |
| 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: IJRTI2508142
Registration ID:205967
Published In: Volume 10 Issue 8, August-2025
DOI (Digital Object Identifier):
Page No: b316-b321 Country: ambedkar nagar, uttar pradesh, India Research Area: Engineering Publisher : IJ Publication Published Paper URL : https://www.ijrti.org/viewpaperforall?paper=IJRTI2508142 Published Paper PDF: https://www.ijrti.org/papers/IJRTI2508142 |
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ISSN: 2456-3315
Impact Factor: 8.14 and ISSN APPROVED,
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