precision personnel locator system · matthew lowe electrical and computer engineering worcester...
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Precision Personnel Locator System
Matthew LoweElectrical and Computer Engineering
Worcester Polytechnic InstituteWorcester, MA
Inertial Filtering for Improved Position Accuracy in Challenging RF Environments
06/29/2011
JNC 2011
2296Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO
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Overall Project Goal
• Indoor LocalizationTracking
• For first responders• No Pre‐installed
Infrastructure• Rapid Deployment
2297Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO
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Inertial RF FusionOverview
• Design an Inertial Tracking solution– Foot Mounted IMU– (Extended) Kalman Filter
• Design an RF algorithm which uses Inertial information at the signal (not range) level– (ISAR) Inverse Synthetic
Aperture (sART) Singular value Reconciliation Tomography (ISART)
• Close the loop to update the Inertial
2298Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO
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Inertial RF Fusion
IMUData
Fusion Algorithm
RF Data
Inertial System Model
EKF
PhysicalSystem Model
Noise Model
2299Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO
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Physical System Model
• Newtonian Physics • Representing Rotation (Charting)
Charts•Rotation Matrix•Unit Quaternion•Euler Angle
Problems•Closure•Differential Form
ContinuousTime Linearize Discretize
2300Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO
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Inertial RF Fusion
IMUData
Fusion Algorithm
RF Data
Inertial System Model
EKF
PhysicalSystem Model
Noise Model
2301Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO
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Noise Model(Noise Processes)
WGN
Flicker
Bias Walk
2302Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO
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Inertial RF Fusion
IMUData
Fusion Algorithm
RF Data
Inertial System Model
EKF
PhysicalSystem Model
Noise Model
2303Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO
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EKF
Physical SystemModel
IMU Noise Specifications
(From Spec Sheet)
2304Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO
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German Aerospace CenterPublic Data set
2305Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO
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Inertial RF Fusion
11
IMUData
Fusion Algorithm
RF Data
Inertial System Model
EKF
PhysicalSystem Model
Noise Model
2306Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO
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sART
• Combines the data at the signal level
• Each point is rephasedas if the signal originated there
• Metric is computed using Singular Value Decomposition
• Each point is compared via its metric value
2307Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO
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Religious Center
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2308Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO
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ISART
• Use the benefits of both systems• Inertial is good in the
short term• RF has no drift
• Use the inertial track to tie together multiple RF measurements
o8
2309Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO
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Slide 14
o8 This looks like your notes, not a slide for the audience.orr, 6/22/2011
2310Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO
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ISART SimulationsART ISART
2311Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO
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ISART Real Data
Inertial TrackISART Track
sART Track
2312Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO
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Conclusions
• Designed an Inertial Tracking solution– Contributed a filter creation method which was automated and based on sensor specifications
– Demonstrated validity on a publically available data set
• Design an RF algorithm which uses Inertial information– Contributed an algorithm which mitigates difficult RF environments by using inertial tracks
– Demonstrated preliminary results
2313Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO
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Acknowledgments
• DHS S&T• Analog Devices• Team members (Andrew and Jamie)• German Aerospace Center DLR
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2314Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO
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PPL Workshop at WPI sponsored by DHS
• In August WPI will be hosting the 6th annual indoor location workshop
• http://www.wpi.edu/academics/ece/ppl/2011workshop.html or Google “ppl workshop”
2315Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO
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Questions?
2316Joint Navigation Conference, June 27-30, 2011, Colorado Springs, CO