2 publications

• Published Subscription Original Research Special issue 13 Sep 2025

  Real-Time Air Quality Prediction Using IoT-Integrated Polymer Sensors and Recurrent Neural Networks

  By Harish Reddy Gantla, Kasthuri Rajendra Prasad, Harish Chandra Mohanta, G. Anil Kumar, V S S P L N. Balaji Lanka, Reshma V K.

  Abstract: Real-time air quality monitoring remains a critical challenge in urban environments, where traditional sensor infrastructures often suffer from limited responsiveness, poor scalability, and high deployment costs. The increasing prevalence of NO₂ pollution, a key contributor to respiratory and cardiovascular ailments, demands advanced sensing platforms capable of both accurate detection and predictive inference. Existing methods either rely on rigid electronic sensors lacking adaptability or on statistical forecasting models that fail to …

  Published in Journal of Polymer & Composites · Vol. 13, Issue 6, 2025 · pp. 332–347 Read article →

• Published Subscription Original Research Special issue 14 Aug 2025

  ML-Driven Defect Detection in Additive Manufacturing of Polymer Composites Using Thermal Imaging

  By Harish Reddy Gantla, Vadakattu Prabhakar, Harish Chandra Mohanta, A. Anandhan, Parul Goyal, Radha Seelaboyina

  Abstract: Polymer-based flexible biosensors have emerged as a pivotal technology in continuous health monitoring, yet their deployment in real-world settings is often hindered by undetected micro-defects and signal distortion caused during fabrication or usage. Existing diagnostic frameworks typically rely on post-hoc processing or bulky instrumentation, failing to offer scalable, real-time detection during additive manufacturing workflows. This study introduces an end-to-end, thermographic imaging-integrated framework for in-situ defect identification during the additive manufacturing …

  Published in Journal of Polymer & Composites · Vol. 13, Issue 6, 2025 · pp. 201–215 Read article →