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Adaptive Behaviour - Driven Zero Trust Control Plane for Real-Time Network Security
Authors
Poorani S,Nerangen K
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Keywords
Zero Trust Architecture, Anomaly Detection, Isolation Forest, Network Security, Trust Computation, Real-Time Monitoring, Adaptive Security.
Abstract
Current computer networks function in cloud computing environments which undergo constant changes because users and devices and services keep connecting to different systems throughout the network. The existing security methods depend on fixed access control rules which determine trust based only on the first authentication and maintain trust until the user session ends. The system creates essential security weaknesses because it allows inside attackers and credential theft and lateral movement to occur when it does not track system
operations in real time. The research introduces an Adaptive Behaviour-Driven Zero Trust Control Plane which establishes continuous protection for network security operations. The system records all TCP and UDP network data which it converts into flow patterns through specific time intervals that generate network usage data which includes total packets and total bytes and total session time. An unsupervised Isolation Forest model is employed to detect anomalies without requiring labelled data, enabling the identification of unknown and emerging threats. The system uses statistical baselines to assess current trust levels through dynamic analysis of generated anomaly scores in order to determine present system status. The system uses trust levels to control an adaptive policy engine which implements rate limiting and access blocking and real-time alerting functions. The framework functions as a modular system which connects traffic acquisition and anomaly detection and trust evaluation and policy enforcement and visualization to create a cloud-based system that offers real-time monitoring at scale. The testing results show that the system can detect anomalies successfully while applying security measures which boost the security strength and quick response ability of contemporary network protection technologies.
IJCRT's Publication Details
Unique Identification Number - IJCRTBX02009
Paper ID - 309051
Author type - Indian Author
Page Number(s) - 81-87
Pubished in - Volume 14 | Issue 7 | July 2026
DOI (Digital Object Identifier) - https://doi.org/10.56975/ijcrt.v14i7.309051
No Of Downloads - 115
Author Country - India, -, -, -, -, Science and Technology
Publisher Name - IJPUBLICATION | www.ijcrt.org | ISSN : 2320-2882
E-ISSN Number - 2320-2882
Published Paper PDF : - http://www.ijcrt.org/papers/IJCRTBX02009
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Poorani S,Nerangen K, "Adaptive Behaviour - Driven Zero Trust Control Plane for Real-Time Network Security", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.14, Issue 7, pp.81-87, July 2026, Available at :http://www.ijcrt.org/papers/IJCRTBX02009.pdf
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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