Machine Olfaction and Embedded AI Are Shaping the New Global Sensing Industry
Andreas Mershin, Nikolas Stefanou, Adan Rotteveel, Matthew Kung, George Kung, Alexandru Dan, Howard Kivell, Zoia Okulova, Zoi Kountouri, Paul Pu Liang
TL;DR
The paper argues that machine olfaction is moving from niche research to a foundational sensing layer by integrating stabilized mammalian olfactory receptors into biophotonic and bioelectronic devices and coupling them with embedded AI. It surveys technological frontiers in ML-based odor recognition, multisensory AI, and non-invasive diagnostics, and discusses computational advances in quantum pattern recognition and neuromorphic edge AI. The authors present a roadmap of applications across healthcare, environmental monitoring, food/medicine quality control, and security/CBRN, highlighting market growth, investment opportunities, and the need for ethical, legal, and regulatory frameworks. The work contends that a global chemosensory infrastructure will transform real-time molecular awareness, enabling proactive health, safety, and environmental monitoring, while underscoring privacy and governance challenges that must be addressed for responsible deployment.
Abstract
Machine olfaction is rapidly emerging as a transformative capability, with applications spanning non-invasive medical diagnostics, industrial monitoring, agriculture, and security and defense. Recent advances in stabilizing mammalian olfactory receptors and integrating them into biophotonic and bioelectronic systems have enabled detection at near single-molecule resolution thus placing machines on par with trained detection dogs. As this technology converges with multimodal AI and distributed sensor networks imbued with embedded AI, it introduces a new, biochemical layer to a sensing ecosystem currently dominated by machine vision and audition. This review and industry roadmap surveys the scientific foundations, technological frontiers, and strategic applications of machine olfaction making the case that we are currently witnessing the rise of a new industry that brings with it a global chemosensory infrastructure. We cover exemplary industrial, military and consumer applications and address some of the ethical and legal concerns arising. We find that machine olfaction is poised to bring forth a planet-wide molecular awareness tech layer with the potential of spawning vast emerging markets in health, security, and environmental sensing via scent.