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When Target Motion Matters: Doppler Coverage in Radar Sensor Networks Presenter: Yin Sun Xiaowen Gong, Junshan Zhang, Douglas Cochran School of Electrical, Computer, and Energy Engineering Arizona State University INFOCOM 2013, Apr. 17th, 2013
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Outline Introduction Doppler Coverage Model Characterization of Doppler-Covered Regions Critical Sensor Density for Doppler Coverage under A Deployment Pattern Conclusion
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Passive Sensing vs. Active Sensing Passive sensors, such as thermal, seismic, optical, infrared sensors, detect natural radiation emitted or reflected by an object of interest (i.e., target) o Most sensor network literature consider passive sensors Radars are active sensors that actively emit radio waves and collect the echo reflected by the target (e.g. people, vehicles, aircrafts, ships) o Most radar literature focus on single radar systems Radars have a number of advantages over passive sensors o Typically have larger sensing ranges o Can work under severe conditions (e.g. darkness, haze, rain, snow)
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Radar Sensing Model Angle-based sensing: Doppler frequency shift (DFS) model o DFS is the frequency difference between the emitted and received radar signals due to the relative velocity between a radar and a moving target
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Clutter Spoils Radar Sensing Clutters are echoes from undesired objects (e.g., rocks, trees, clouds) o Can be much stronger in magnitude than that from a target o The magnitude depends on physical characteristics of undesired objects (e.g., material, shape) which may not be known o A salient challenge for radar compared to passive sensors Key observation: Clutter objects are typically stationary or slow- moving compared to the target o DFS can be exploited for detection of moving target
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Doppler Processing for Sensing clutter noise moving target DFS high-pass filter moving target
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Networked Radars Radar network is a promising paradigm for sensor network applications o Networked radars offer diversity in both range (SNR) and angle (DFS) for potential better sensing capability o Modern radar is becoming more affordable and more efficient, possible for larger-scale networked deployment o Little attention has been paid to radar networks, especially coverage problems target detected! no target
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Doppler Coverage Model o New challenges: 1) The D-coverage depends on both distances and angular positions of radars from target 2) A radar can contribute two types of D-coverage: up-Doppler and down-Doppler
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Coverage List Question 1: How to find all the Doppler-covered points (regions) for arbitrarily deployed sensors?
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Safe/Complementary Safe Regions
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Sub-Region Partition
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Doppler-Covered Regions Answer 1: We develop an efficient method for characterizing Doppler-covered regions o 1: Partition the entire region into sub-regions such that all points in a sub- region have the same coverage list o 2: For each sub-region, construct safe or c-safe region for each pair of neighbor points in its coverage list (construct safe region if both are non- image points or both are image points; otherwise, construct c-safe region)
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Critical Sensor Density Question 2: What is the critical sensor density (minimum number of sensors) under a particular deployment pattern such that the entire region is Doppler- covered? o A natural question when we can control the deployment locations o Ignore boundary effect and focus on asymptotic case (typical in sensor coverage literature) o Optimal deployment pattern is difficult to find even for passive sensor networks
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Critical Sensing Range
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Numerical Results
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Conclusion Contribution o Introduced a novel Doppler coverage model to study the coverage of radar networks that exploit both SNR and DFS for moving target detection o Developed an efficient method for characterizing the Doppler-covered regions for arbitrarily deployed sensors Can be used to evaluate the coverage of any deployed radar networks that exploit DFS for moving target detection o Designed CSR Algorithm for finding the critical sensor density for Doppler coverage under a polygon deployment pattern Can be used to estimate the number of radars needed for Doppler coverage Future Work o Extending the coverage model: Barrier coverage, k-degree coverage … o Extending the Doppler model: Information of target’s motion … o Bistatic/multistatic radar networks
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Thank You ! Please send any questions to the co-authors at xgong9@asu.edu; junshan.zhang@asu.edu xgong9@asu.edu Questions ?
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Range-based Detection: SNR Model radar Tx radar Rx radar Tx and Rx
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CSR Algorithm
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CSR Algorithm: Case Study
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