RL-MINDS: Reinforcement Learning for Mobility-Induced Duty-Cycles in WSN for Underground Mines

Manish Anand Yadav; Mohamed Elmahallawy; Sanjay Madria; Samuel Frimpong

doi:10.1109/MDM71479.2026.00012

RL-MINDS: Reinforcement Learning for Mobility-Induced Duty-Cycles in WSN for Underground Mines

Manish Anand Yadav
, Mohamed Elmahallawy
, Sanjay Madria
, Samuel Frimpong

Missouri University of Science and Technology
Washington State University Tri-Cities

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	Proceedings - 2026 27th IEEE International Conference on Mobile Data Management, MDM 2026
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	1-11
Number of pages	11
ISBN (Electronic)	9798319533104
DOIs	https://doi.org/10.1109/MDM71479.2026.00012
State	Published - 2026
Event	27th IEEE International Conference on Mobile Data Management, MDM 2026 - Athens, Greece Duration: Jun 29 2026 → Jul 2 2026

Publication series

Name	Proceedings - IEEE International Conference on Mobile Data Management
ISSN (Print)	1551-6245

Conference

Conference	27th IEEE International Conference on Mobile Data Management, MDM 2026
Country/Territory	Greece
City	Athens
Period	6/29/26 → 7/2/26

ASJC Scopus Subject Areas

General Engineering

Keywords

Wireless sensors
duty-cycle
proximal policy optimization
underground mines
variational autoencoder

Access to Document

10.1109/MDM71479.2026.00012

Cite this

Yadav, M. A., Elmahallawy, M., Madria, S., & Frimpong, S. (2026). RL-MINDS: Reinforcement Learning for Mobility-Induced Duty-Cycles in WSN for Underground Mines. In Proceedings - 2026 27th IEEE International Conference on Mobile Data Management, MDM 2026 (pp. 1-11). (Proceedings - IEEE International Conference on Mobile Data Management). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/MDM71479.2026.00012

RL-MINDS: Reinforcement Learning for Mobility-Induced Duty-Cycles in WSN for Underground Mines. / Yadav, Manish Anand; Elmahallawy, Mohamed; Madria, Sanjay et al.
Proceedings - 2026 27th IEEE International Conference on Mobile Data Management, MDM 2026. Institute of Electrical and Electronics Engineers Inc., 2026. p. 1-11 (Proceedings - IEEE International Conference on Mobile Data Management).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Yadav, MA, Elmahallawy, M, Madria, S & Frimpong, S 2026, RL-MINDS: Reinforcement Learning for Mobility-Induced Duty-Cycles in WSN for Underground Mines. in Proceedings - 2026 27th IEEE International Conference on Mobile Data Management, MDM 2026. Proceedings - IEEE International Conference on Mobile Data Management, Institute of Electrical and Electronics Engineers Inc., pp. 1-11, 27th IEEE International Conference on Mobile Data Management, MDM 2026, Athens, Greece, 6/29/26. https://doi.org/10.1109/MDM71479.2026.00012

Yadav MA, Elmahallawy M, Madria S , Frimpong S. RL-MINDS: Reinforcement Learning for Mobility-Induced Duty-Cycles in WSN for Underground Mines. In Proceedings - 2026 27th IEEE International Conference on Mobile Data Management, MDM 2026. Institute of Electrical and Electronics Engineers Inc. 2026. p. 1-11. (Proceedings - IEEE International Conference on Mobile Data Management). doi: 10.1109/MDM71479.2026.00012

Yadav, Manish Anand ; Elmahallawy, Mohamed ; Madria, Sanjay et al. / RL-MINDS : Reinforcement Learning for Mobility-Induced Duty-Cycles in WSN for Underground Mines. Proceedings - 2026 27th IEEE International Conference on Mobile Data Management, MDM 2026. Institute of Electrical and Electronics Engineers Inc., 2026. pp. 1-11 (Proceedings - IEEE International Conference on Mobile Data Management).

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RL-MINDS: Reinforcement Learning for Mobility-Induced Duty-Cycles in WSN for Underground Mines

Publication series

Conference

ASJC Scopus Subject Areas

Keywords

Access to Document

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