Aug 2026· Small Methods· Vol 10· 0 citations· 129 references
Medicine
Abstract
Continuous, noninvasive animal health monitoring systems are increasingly required in livestock farming, companion animal care, and wildlife conservation. The translation of wearable sensing technologies across these sectors is complicated. Their practical performance depends not only on sensing accuracy but also on the variability of anatomical features, uncontrolled movement, environmental exposure, wireless connectivity, power supply, and animal welfare considerations. This review presents a system‐level, design‐oriented analysis of animal health monitoring sensing technologies. It classifies sensing modalities into physical and physiological, biochemical and molecular, environmental and spatial, and multimodal sensing, followed by examining their integration into on‐animal and ingestible devices. Communication, edge and cloud computing, power management, and representative applications across livestock, companion animals, and wildlife are also discussed. The review further identifies key barriers to translation, including the need for signal stability, interoperability between systems, energy supply constraints, maintenance burden, and ethical and welfare concerns related to long‐term monitoring. Future systems should prioritize species‐ and site‐specific integration, long‐term field validation, interoperable data architectures, welfare‐conscious design, and clinically or managerially actionable outputs. This framework offers practical guidance for translating continuous sensing into scalable decisions for animal health and welfare.
Highlights What are the main findings? Focused review of sensing, Data Acquisition, and Machine Learning methodologies for welfare-oriented Precision Livestock Farming systems. Critical evaluation of real-world deployment limitations in commercial livestock environments—scalability, robustness, and generalizability of...
Samuel P. Mason, Ning Wang, J. Salak-Johnson· Italian National Conference...· 0 citations
On-skin non-invasive Wearable Health-Monitoring Devices (WHMDs) have rapidly evolved from laboratory prototypes into commercially viable systems capable of continuously tracking physiological and biochemical signals. By integrating epidermal temperature sensors, electrophysiological electrodes, biochemical sensing plat...
Francisco J. Romero, Isabel Blasco-Pascual, A. Salinas-Castillo et al.· Italian National Conference...· 0 citations
The need for interdisciplinary research that integrates technology development with public-health considerations to ensure that wearable biosensors support equitable and scalable healthcare is highlighted.
R. Ogundokun, R. Bello, P. Owolawi et al.· International Conference on...· 0 citations
Plant wearable sensors can resolve physiological responses that soil, weather, and canopy observations capture only indirectly. This critical narrative review evaluates optical, electrochemical, electrical, mechanical, thermal, and acoustic platforms across microenvironmental, growth, biochemical, and stress-related me...
Guang-Wei Wang, You-Chao Gu, Peng-Fei Zuo et al.· Italian National Conference...· 0 citations
Plant wearable sensors have emerged as a transformative technology for precision agriculture and plant phenotyping, enabling in situ, real-time, and continuous acquisition of physiological signals from plant surfaces or internal tissues. However, existing reviews have organized the literature by monitoring targets, sen...
Clinical translation remains limited by data security and privacy risks, insufficient standardization and regulatory alignment, long-term stability and biocompatibility concerns, and uneven validation maturity across technologies.
Ji-Rui Wen, Jiang Wu, Yi Yang et al.· Chinese Medical Journal· 0 citations
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