THE RESEARCH LEDGERVERITAS · CURIO · IMPACTTRLThe Research Ledger

Projects AGRIFARM-AI

Under developmentSmart agricultureAgentic AI

AGRIFARM-AI

An autonomous agricultural management platform integrating hybrid VLC/RF networks, multi-agent reinforcement learning, and agentic AI for precision farming in controlled environments.

01The question

Controlled-environment agriculture lives or dies on responsiveness: light, climate, and crop state change faster than manual management can follow. Can a networked, learning management layer keep pace while keeping its decisions auditable?

02Research line

The project carries hybrid VLC/RF networking into the greenhouse, where connectivity and crop-aware decision making meet.

03Approach

Hybrid VLC/RF links carry sensing and control traffic; multi-agent reinforcement learning optimizes network and environment decisions; an agentic layer coordinates the whole. The description goes only as far as the published record supports.

04Connected publications

The published trail behind the project.

2026
Smart and Sustainable Agriculture: Offline Reinforcement Learning for Intelligent Handover in Hybrid VLC/RF Agricultural IoT NetworksLNEE · Ngo Trung Kien, Vuong Thi Nhung, Le Anh Ngoc
book_chapter
2026
Towards food sustainability and security: Crop-aware network optimization using multi-agent reinforcement learning in hybrid VLC/RF systemsFutureTech 2026 · T. K. Ngo, N. V. Thi, P. A. Nguyen, and L. A. Ngoc
conference
2025
Smart and Sustainable Agriculture: Offline Reinforcement Learning for Intelligent Handover in Hybrid VLC/RF Agricultural IoT NetworksCSA 2025 · Kien Trung Ngo, Nhung Vuong Thi, and Le Anh Ngoc
conference