Adaptive Momentum-Based Motion Detection Approach and Its Application on Handoff in Wireless Networks
Positioning and tracking technologies can detect the location and the movement of mobile nodes (MNs), such as cellular phone, vehicular and mobile sensor, to predict potential handoffs. However, most motion detection mechanisms require additional hardware (e.g., GPS and directed antenna), costs (e.g...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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MDPI AG
2009-07-01
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| Series: | Sensors |
| Subjects: | |
| Online Access: | http://www.mdpi.com/1424-8220/9/7/5715/ |
| _version_ | 1817991728017178624 |
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| author | Yung-Mu Chen Tein-Yaw Chung Chih-Hung Hsu |
| author_facet | Yung-Mu Chen Tein-Yaw Chung Chih-Hung Hsu |
| author_sort | Yung-Mu Chen |
| collection | DOAJ |
| description | Positioning and tracking technologies can detect the location and the movement of mobile nodes (MNs), such as cellular phone, vehicular and mobile sensor, to predict potential handoffs. However, most motion detection mechanisms require additional hardware (e.g., GPS and directed antenna), costs (e.g., power consumption and monetary cost) and supply systems (e.g., network fingerprint server). This paper proposes a Momentum of Received Signal Strength (MRSS) based motion detection method and its application on handoff. MRSS uses the exponentially weighted moving average filter with multiple moving average window size to analyze the received radio signal. With MRSS, an MN can predict its motion state and make a handoff trigger at the right time without any assistance from positioning systems. Moreover, a novel motion state dependent MRSS scheme called Dynamic MRSS (DMRSS) algorithm is proposed to adjust the motion detection sensitivity. In our simulation, the MRSSand DMRSS-based handoff algorithms can reduce the number of unnecessary handoffs up to 44% and save battery power up to 75%. |
| first_indexed | 2024-04-14T01:16:19Z |
| format | Article |
| id | doaj.art-d2d99a64298c4be98e797c58c4ccd884 |
| institution | Directory Open Access Journal |
| issn | 1424-8220 |
| language | English |
| last_indexed | 2024-04-14T01:16:19Z |
| publishDate | 2009-07-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Sensors |
| spelling | doaj.art-d2d99a64298c4be98e797c58c4ccd8842022-12-22T02:20:50ZengMDPI AGSensors1424-82202009-07-01975715573910.3390/s90705715Adaptive Momentum-Based Motion Detection Approach and Its Application on Handoff in Wireless NetworksYung-Mu ChenTein-Yaw ChungChih-Hung HsuPositioning and tracking technologies can detect the location and the movement of mobile nodes (MNs), such as cellular phone, vehicular and mobile sensor, to predict potential handoffs. However, most motion detection mechanisms require additional hardware (e.g., GPS and directed antenna), costs (e.g., power consumption and monetary cost) and supply systems (e.g., network fingerprint server). This paper proposes a Momentum of Received Signal Strength (MRSS) based motion detection method and its application on handoff. MRSS uses the exponentially weighted moving average filter with multiple moving average window size to analyze the received radio signal. With MRSS, an MN can predict its motion state and make a handoff trigger at the right time without any assistance from positioning systems. Moreover, a novel motion state dependent MRSS scheme called Dynamic MRSS (DMRSS) algorithm is proposed to adjust the motion detection sensitivity. In our simulation, the MRSSand DMRSS-based handoff algorithms can reduce the number of unnecessary handoffs up to 44% and save battery power up to 75%.http://www.mdpi.com/1424-8220/9/7/5715/exponentially weighted moving averagehandoffMRSSmomentummotion detectionping-pong effectreceived signal strength |
| spellingShingle | Yung-Mu Chen Tein-Yaw Chung Chih-Hung Hsu Adaptive Momentum-Based Motion Detection Approach and Its Application on Handoff in Wireless Networks Sensors exponentially weighted moving average handoff MRSS momentum motion detection ping-pong effect received signal strength |
| title | Adaptive Momentum-Based Motion Detection Approach and Its Application on Handoff in Wireless Networks |
| title_full | Adaptive Momentum-Based Motion Detection Approach and Its Application on Handoff in Wireless Networks |
| title_fullStr | Adaptive Momentum-Based Motion Detection Approach and Its Application on Handoff in Wireless Networks |
| title_full_unstemmed | Adaptive Momentum-Based Motion Detection Approach and Its Application on Handoff in Wireless Networks |
| title_short | Adaptive Momentum-Based Motion Detection Approach and Its Application on Handoff in Wireless Networks |
| title_sort | adaptive momentum based motion detection approach and its application on handoff in wireless networks |
| topic | exponentially weighted moving average handoff MRSS momentum motion detection ping-pong effect received signal strength |
| url | http://www.mdpi.com/1424-8220/9/7/5715/ |
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