Wet-Ra: Monitoring DiapersWetness with Wireless Signals
Authors
Meng Xue
Yanjiao Chen
Xueluan Gong
Jian Zhang
Chunkai Fan
"Diaper wetness monitoring is essential in various situations (e.g., babies and patients) to guarantee hygiene and avoid embarrassment. Existing diaper wetness monitoring methods include indicator lines, special sensors, and RFID, which require modifications on every diaper piece and cannot be easily checked under visual occlusions (e.g., trousers). In this paper, we introduce Wet-Ra, a contactless, ubiquitous, and user-friendly diaper wetness monitoring system based on RF signals. To extract informative features for wetness detection from RF signals, we construct Continuous-Radio-Snapshot and build corresponding signal representations that capture the distinct patterns of diapers of different wetness levels. We refine the signal representation by eliminating multi-path interference from the environment and mitigating the smearing effect with wavelet multisynchrosqueezing transform. To expand the usability of Wet-Ra, we build a transferable model that yields robust detection results in diversified environments and for new users. We conduct extensive experiments to evaluate Wet-Ra with 47 volunteers in 7 different rooms with three off-the-shelf diaper brands. Experiment results confirm that Wet-Ra can accurately identify diaper wetness in the real environment. https://dl.acm.org/doi/10.1145/3534599"
Research Questions / Practical Problems
Question signals indexed for this paper.
Research Questions
3- Can wireless millimeter-wave signals be used to detect diaper wetness?Category: Long-Term Care and Family Care CoordinationSimilar questionsarrow_forward
- How can characteristic wetness signals be extracted by eliminating multipath interference and fluctuation effects?Category: Long-Term Care and Family Care CoordinationSimilar questionsarrow_forward
- Can a transfer learning model adapted to multiple environments and new users be designed to improve detection generalizability?Category: Long-Term Care and Family Care CoordinationSimilar questionsarrow_forward
Practical Problems
1- Parents have difficulty conveniently detecting wet diapers obscured by clothing, increasing caregiving difficulty.Category: Long-Term Care and Family Care CoordinationSimilar questionsarrow_forward
- 67%
RASSAR: Room Accessibility and Safety Scanning in Augmented Reality
CHI '24· AR Navigation & Context Awareness +1
- 67%
Self-Supervised Representation Learning and Temporal-Spectral Feature Fusion for Bed Occupancy Detection
UbiComp '24· Human Pose & Activity Recognition +2
- 60%
FeverPhone: Accessible Core-Body Temperature Sensing for Fever Monitoring Using Commodity Smartphones
UbiComp '23· Biosensors & Physiological Monitoring
Based on Jaccard similarity of research subtopics & professions (≥60%)