Flexible Array Cushion Based on Short‐Cut Carbon Fiber Reinforced CNT/TPU Aerogel Sensor for Sitting‐Posture Recognition

ABSTRACT The sitting‐posture monitoring strategies based on visual capture or inertial measurement units cannot be widely adopted because of light occlusion, privacy concerns, and wearing discomfort. In this work, a flexible piezoresistive sensor array based on the short‐cut carbon fiber‐reinforced carbon nanotube (CNT)/thermoplastic polyurethane (TPU) aerogel sensor (SCT) for sitting posture recognition was proposed. The results show that the compressive modulus of SCT 3 can be increased to 0.623MPa compared with pure TPU aerogel (0.053MPa), showing a low density (0.159 g/cm 3 ) as well as high porosity (90.1%) due to the enhancement and supporting effect of short‐cut carbon fiber (SF) in the matrix. The pressure sensing range of SCT 3 reaches 382 kPa, and good sensitivity (3.01kPa −1 ) as well as durability (3500 cycles) can meet the real‐time monitoring requirements of high pressure on hips. Additionally, an anti‐crosstalk 8 × 8 array acquisition circuit was proposed to adapt the flexible array cushion, and a simple convolutional neural network was used to recognize five sitting postures, including proper posture, kyphosis, leaning forward, left‐leaning, and right‐leaning. This work proposes a sitting posture recognition strategy in a piezoresistive sensor array, which provides a promising approach to monitor sitting postures for adolescents.

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Journal
Small
Published
2026-09-24
DOI
https://doi.org/10.1002/smll.75906
Primary Topic
Ergonomics and Musculoskeletal Disorders
Type
article
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Flexible Array Cushion Based on Short‐Cut Carbon Fiber Reinforced CNT/TPU Aerogel Sensor for Sitting‐Posture Recognition

Guanli Wu, Ronghui Guo, Chuanxi Lin, Liu Li et al.
Small
Ergonomics and Musculoskeletal Disorders
article

Flexible Array Cushion Based on Short‐Cut Carbon Fiber Reinforced CNT/TPU Aerogel Sensor for Sitting‐Posture Recognition

Guanli Wu, Ronghui Guo, Chuanxi Lin, Liu Li, Jiatong Yan, Yongzhen Wang, Hong Tang, Si Hui Pan, Yuan Liu, Yulin Zeng
article en

Abstract

ABSTRACT The sitting‐posture monitoring strategies based on visual capture or inertial measurement units cannot be widely adopted because of light occlusion, privacy concerns, and wearing discomfort. In this work, a flexible piezoresistive sensor array based on the short‐cut carbon fiber‐reinforced carbon nanotube (CNT)/thermoplastic polyurethane (TPU) aerogel sensor (SCT) for sitting posture recognition was proposed. The results show that the compressive modulus of SCT 3 can be increased to 0.623MPa compared with pure TPU aerogel (0.053MPa), showing a low density (0.159 g/cm 3 ) as well as high porosity (90.1%) due to the enhancement and supporting effect of short‐cut carbon fiber (SF) in the matrix. The pressure sensing range of SCT 3 reaches 382 kPa, and good sensitivity (3.01kPa −1 ) as well as durability (3500 cycles) can meet the real‐time monitoring requirements of high pressure on hips. Additionally, an anti‐crosstalk 8 × 8 array acquisition circuit was proposed to adapt the flexible array cushion, and a simple convolutional neural network was used to recognize five sitting postures, including proper posture, kyphosis, leaning forward, left‐leaning, and right‐leaning. This work proposes a sitting posture recognition strategy in a piezoresistive sensor array, which provides a promising approach to monitor sitting postures for adolescents.

Small
National University of Singapore (SG), Sichuan University (CN), Yibin University (CN), Shenzhen Technology University (CN)
Openalex Percentile: Top 7%
Ergonomics and Musculoskeletal Disorders
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Flexible Array Cushion Based on Short‐Cut Carbon Fiber Reinforced CNT/TPU Aerogel Sensor for Sitting‐Posture Recognition — Guanli Wu, Ronghui Guo, et al. · Small (2026) | TGRS Research Map | TGRS