@inbook{3a491fc731f64dd7b1b3d1c5f9a6abfc,
title = "Advances of Semiconductor Gas Sensing Materials, Structures, and Algorithms for Breath Analysis",
abstract = "This chapter discusses sensor-array-based devices for breath analysis highlighting electronic noses as a prominent example. The sections within the chapter examine material design advances to demonstrate progress in materials selection and innovative sensor structures. In sum, these advances have contributed to a significant increase in the surface ratio of sensors. This has led to a growth in the number of active sites available for sensors to detect particles within the surrounding environment. Besides, a discussion of parametric resonance and excitation applied to sensor-based breath analysis devices is presented as both a hardware and software improvement. Current sensors have the potential to become more relevant and reliable for clinical diagnosis by utilizing parametric resonance. An analysis of a review on the development of carbon nanomaterials concludes the chapter by discussing the current challenges relating to sensor array devices, machine learning algorithms, and the application of breath analysis as a whole. A further emphasis is placed on the fact that parametric resonance can serve as a smart algorithm to meet those challenges.",
keywords = "Algorithms, Breath analysis, Carbon nanomaterials, Clinical diagnosis, Electronic noses, Parametric resonance, Sensor array devices, Sensor material design, Sensor structure, Sensor surface ratio",
author = "Pavel Nosovitskiy and Gennadiy Nosovitskiy and Kiran Nandigam and Ravie Abozaid and Suzanne Karan",
note = "Publisher Copyright: {\textcopyright} 2022, The Author(s), under exclusive license to Springer Nature Switzerland AG.",
year = "2023",
doi = "10.1007/11663_2022_18",
language = "English (US)",
series = "Bioanalytical Reviews",
publisher = "Springer Science and Business Media Deutschland GmbH",
pages = "161--200",
booktitle = "Bioanalytical Reviews",
address = "Germany",
}