1 publication

• Published Subscription Original Research Special issue 12 Sep 2025

  Reinforcement Learning for Adaptive Sensing with Shape Memory Polymer-Based IoT Nodes

  By Priyanka Vashisht, Anvesha Katti, Manna Sheela Rani Chetty, Tarun Gehlot, N. Sreekanth, Harish Reddy Gantla

  Abstract: The rapid expansion of intelligent sensing in the Internet of Things (IoT) has revealed the pressing need for materials and algorithms capable of self-adaptation in volatile environments. Conventional polymer-based sensors and static control strategies often fail to capture nonlinear thermo-mechanical dynamics, leaving them unsuitable for unpredictable operating conditions. Although prior studies have improved polymer composites or introduced algorithmic optimization independently, few attempts have coupled the adaptability of smart materials with …

  Published in Journal of Polymer & Composites · Vol. 13, Issue 6, 2025 · pp. 370–391 Read article →