Climate-smart precision poultry farming: artificial intelligence and sensor-based microclimate control for enhancing welfare and production efficiency

Introduction Climate-aware farming has proved to be an innovative way of improving animal welfare and productivity on intensive broiler farms. Innovations in the Internet of Things (IoT) and artificial intelligence (AI) can provide smart systems for monitoring and predicting microclimates. Methods A systematic review of IoT- and AI-enabled microclimate regulation for broilers was conducted according to the PRISMA-ScR guidelines. The literature reviewed was assessed based on its sensing, networking, and data processing capabilities. Results The reviewed solutions combined IoT and AI technologies with environmental sensors, using the LoRaWAN, ZigBee, and NB-IoT communication protocols. Data analysis employed methods such as LSTM, YOLO, and fuzzy logic. Technology evolution is evident in the transition from threshold to predictive climate management, which has contributed to increased thermal stability within ±0.5 °C, more even bird distribution, reduced stress-related behaviours, and improved feed conversion ratios of 1.42–1.50 and daily weight gains of 64–68 g/day. Discussion Although IoT and AI technologies could greatly improve broiler welfare and production effectiveness, there are still obstacles such as sensor ageing, connectivity issues in rural areas, and expensive implementation.

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Publication Details

Journal
Frontiers in Artificial Intelligence
Published
2026-10-27
DOI
https://doi.org/10.3389/frai.2026.1972681
Primary Topic
Smart Agriculture and AI
Type
article
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article

Climate-smart precision poultry farming: artificial intelligence and sensor-based microclimate control for enhancing welfare and production efficiency

Kelvin Ngongolo, Kasim Sakran Abass
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Frontiers in Artificial Intelligence
Smart Agriculture and AI
article

Climate-smart precision poultry farming: artificial intelligence and sensor-based microclimate control for enhancing welfare and production efficiency

Kelvin Ngongolo, Kasim Sakran Abass
article en

Abstract

Introduction Climate-aware farming has proved to be an innovative way of improving animal welfare and productivity on intensive broiler farms. Innovations in the Internet of Things (IoT) and artificial intelligence (AI) can provide smart systems for monitoring and predicting microclimates. Methods A systematic review of IoT- and AI-enabled microclimate regulation for broilers was conducted according to the PRISMA-ScR guidelines. The literature reviewed was assessed based on its sensing, networking, and data processing capabilities. Results The reviewed solutions combined IoT and AI technologies with environmental sensors, using the LoRaWAN, ZigBee, and NB-IoT communication protocols. Data analysis employed methods such as LSTM, YOLO, and fuzzy logic. Technology evolution is evident in the transition from threshold to predictive climate management, which has contributed to increased thermal stability within ±0.5 °C, more even bird distribution, reduced stress-related behaviours, and improved feed conversion ratios of 1.42–1.50 and daily weight gains of 64–68 g/day. Discussion Although IoT and AI technologies could greatly improve broiler welfare and production effectiveness, there are still obstacles such as sensor ageing, connectivity issues in rural areas, and expensive implementation.

Frontiers in Artificial IntelligenceVol. 9
University of Kirkuk (IQ), The University of Dodoma (TZ)
Zero hunger, Industry, innovation and infrastructure
Openalex Percentile: Top 15%
Smart Agriculture and AI
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Climate-smart precision poultry farming: artificial intelligence and sensor-based microclimate control for enhancing welfare and production efficiency — Kelvin Ngongolo, Kasim Sakran Abass · Frontiers in Artificial Intelligence (2026) | TGRS Research Map | TGRS