5 papers
SALC: Skeleton-Assisted Learning-Based Clustering for Time-Varying Indoor Localization
An-Hung Hsiao, Li-Hsiang Shen, Chen-Yi Chang +2
Wireless indoor localization has attracted significant amount of attention in recent years. Using received signal strength (RSS) obtained from WiFi access points (APs) for establis…
Time-Selective RNN for Device-Free Multi-Room Human Presence Detection Using WiFi CSI
Li-Hsiang Shen, An-Hung Hsiao, Fang-Yu Chu +1
Device-free human presence detection is a crucial technology for various applications, including home automation, security, and healthcare. While camera-based systems have traditio…
Attention-Enhanced Deep Learning for Device-Free Through-the-Wall Presence Detection Using Indoor WiFi Systems
Li-Hsiang Shen, An-Hung Hsiao, Kuan-I Lu +1
Accurate detection of human presence in indoor environments is important for various applications, such as energy management and security. In this paper, we propose a novel system…
Attention-based Learning for Sleep Apnea and Limb Movement Detection using Wi-Fi CSI Signals
Chi-Che Chang, An-Hung Hsiao, Li-Hsiang Shen +2
Wi-Fi channel state information (CSI) has become a promising solution for non-invasive breathing and body motion monitoring during sleep. Sleep disorders of apnea and periodic limb…
A New Paradigm for Device-free Indoor Localization: Deep Learning with Error Vector Spectrum in Wi-Fi Systems
Wen Liu, An-Hung Hsiao, Li-Hsiang Shen +1
The demand for device-free indoor localization using commercial Wi-Fi devices has rapidly increased in various fields due to its convenience and versatile applications. However, ra…