Transfer Learning‐Assisted Porous Polymer Humidity Sensor for Powered Air‐Purifying Mask
Masks protect respiratory health in the coal, oil, and gas industries. However, prolonged exposure to high humidity inside masks can cause discomfort and increase the risk of respiratory diseases. To address the issue, in this work, a porous polymer humidity sensor suitable for monitoring respiratory changes in high humidity environment is prepared and integrated into the power air‐purifying mask. Combined with the transfer learning algorithm, the problem with respiratory resistance caused by delayed air supply due to signal processing in the traditional power air‐purifying mask is overcome, and the respiratory signal is effectively predicted in advance, so as to achieve real‐time on‐demand air supply. The brief process is as follows: A porous polymer humidity sensor with fast response/recovery times (2.94/4.86 s) at 95% relative humidity (RH) is developed for monitoring respiratory rate changes in high humidity environments. By integrating this sensor with a powered air‐purifying system and employing a transfer learning algorithm, the system predicts respiratory signals and adjusts the air supply in real‐time. This reduces mask humidity from 95% RH to 40–50% RH in 1.8 s, ensuring comfortable, low‐resistance breathing for workers.This work will be conductive to the development of comfortable poweredair‐purifying respirators with low resistance and humidity.
- Location
-
Deutsche Nationalbibliothek Frankfurt am Main
- Extent
-
Online-Ressource
- Language
-
Englisch
- Bibliographic citation
-
Transfer Learning‐Assisted Porous Polymer Humidity Sensor for Powered Air‐Purifying Mask ; day:28 ; month:10 ; year:2024 ; extent:12
Advanced intelligent systems ; (28.10.2024) (gesamt 12)
- Creator
-
Wang, Yue
Qi, Xinkai
Chen, Lu
Cheng, Yongchao
Mu, Zhefu
Gu, Xiuquan
Li, Shiyin
Song, Yunfeng
He, Xinjian
Huang, Sheng
- DOI
-
10.1002/aisy.202400537
- URN
-
urn:nbn:de:101:1-2410281317580.692258576912
- Rights
-
Open Access; Der Zugriff auf das Objekt ist unbeschränkt möglich.
- Last update
-
15.08.2025, 7:37 AM CEST
Data provider
Deutsche Nationalbibliothek. If you have any questions about the object, please contact the data provider.
Associated
- Wang, Yue
- Qi, Xinkai
- Chen, Lu
- Cheng, Yongchao
- Mu, Zhefu
- Gu, Xiuquan
- Li, Shiyin
- Song, Yunfeng
- He, Xinjian
- Huang, Sheng
Other Objects (12)
Korrektur der geometrischen Abweichungen von Koordinatenmessgeräten
Interval-valued T-spherical fuzzy extended power aggregation operators and their application in multi-criteria decision-making
Error propagation and integrity for dual frequency PPP with carrier cycle ambiguity resolution
Knockdown of HCK promotes HREC cell viability and inner blood–retinal barrier integrity by regulating the AMPK signaling pathway
Univalence and Ontic Structuralism
Concentration-Compactness Principle of Singular Trudinger--Moser Inequalities in ℝ n and n -Laplace Equations
Tissue Transplantation Experiments: Inference and Other Problems
Malignant pleural effusion diagnosis and therapy
Bioinspired Underwater Adhesion to Rough Substrates by Cavity Collapse of Cupped Microstructures
Solutions of complex difference and q-difference equations
Two metrics on rooted unordered trees with labels
Fusing multi-source social media data and street view imagery to inform urban space quality: a study of user perceptions at Kampong Glam and Haji Lane
Korrektur der geometrischen Abweichungen von Koordinatenmessgeräten
Interval-valued T-spherical fuzzy extended power aggregation operators and their application in multi-criteria decision-making
Error propagation and integrity for dual frequency PPP with carrier cycle ambiguity resolution
Knockdown of HCK promotes HREC cell viability and inner blood–retinal barrier integrity by regulating the AMPK signaling pathway
Univalence and Ontic Structuralism
Concentration-Compactness Principle of Singular Trudinger--Moser Inequalities in ℝ n and n -Laplace Equations
Tissue Transplantation Experiments: Inference and Other Problems
Malignant pleural effusion diagnosis and therapy
Bioinspired Underwater Adhesion to Rough Substrates by Cavity Collapse of Cupped Microstructures
Solutions of complex difference and q-difference equations
Two metrics on rooted unordered trees with labels
Fusing multi-source social media data and street view imagery to inform urban space quality: a study of user perceptions at Kampong Glam and Haji Lane
Korrektur der geometrischen Abweichungen von Koordinatenmessgeräten
Interval-valued T-spherical fuzzy extended power aggregation operators and their application in multi-criteria decision-making
Error propagation and integrity for dual frequency PPP with carrier cycle ambiguity resolution
Knockdown of HCK promotes HREC cell viability and inner blood–retinal barrier integrity by regulating the AMPK signaling pathway
Univalence and Ontic Structuralism
Concentration-Compactness Principle of Singular Trudinger--Moser Inequalities in ℝ n and n -Laplace Equations
Tissue Transplantation Experiments: Inference and Other Problems
Malignant pleural effusion diagnosis and therapy
Bioinspired Underwater Adhesion to Rough Substrates by Cavity Collapse of Cupped Microstructures
Solutions of complex difference and q-difference equations
Two metrics on rooted unordered trees with labels