Selected Publications

A. Ashok, R. Maiti, T. Z. H. Ernest, and A. S. Madhukumar, "Edge-Intelligence With Inference-Aware Offloading for Latency-Sensitive Agents in IoT Networks" in IEEE Commun. Lett., January 2026.

T. Z. H. Ernest and A. S. Madhukumar, "Timeliness-Aware Computation Offloading Strategies for IIoT Networks," in IEEE Trans. Netw. Sci. Eng. , May 2025.

T. Z. H. Ernest and A. S. Madhukumar, "Computation Offloading in MEC-Enabled IoV Networks: Average Energy Efficiency Analysis and Learning-Based Maximization," in IEEE Transactions on Mobile Computing, May 2024.

T. Z. H. Ernest and A. S. Madhukumar, "Age of Information Outage Probability Analysis for Computation Offloading in IIoT Networks," in IEEE Communications Letters, Sept. 2023.

T. Z. H. Ernest and A. S. Madhukumar, "Ensemble Learning-Based Edge Caching Strategies for Internet of Vehicles: Outage and Finite SNR Analysis," in IEEE Open Journal of the Communications Society, 2023.

T. Z. H. Ernest and A. S. Madhukumar, "Peak Age of Information Analysis of Status Update Strategies in Cache-Enabled IIoT Networks," in IEEE Internet of Things Journal, 2024.

R. Maiti, A. S. Madhukumar and T. Z. H. Ernest, "MACU: A Multi-Agent Cache Updating Framework for IIoT Networks," in IEEE Internet of Things Journal, 2024.

Current Projects

• A Cache-Aware Offloading Strategy for Real-Time AI Services Delivery in IoT Networks (PI, MOE AcRF Tier 1 Grant awarded in 2025)

• Multi-Link Assisted Latency-Aware Offloading for AI-Enabled Robotics Applications (PI, FCT Lab Bridging Fund awarded in 2025)