Indoor Follow Me Drone

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Transcription:

Indoor Follow Me Drone Wenguang Mao, Zaiwei Zhang, Lili Qiu, Jian He, Yuchen Cui, Sangki Yun Presented By Stephen Xia for Columbia University ELEN 9705 Spring 2018 Instructor: Prof. Xiaofan (Fred) Jiang January 24, 2018 Proceedings of the 15 th Annual Internation Conference on Mobile Systems, Applications, and Services MobiSys 2017, Niagara Falls, NY, USA June 19 th 23 rd, 2017

Motivation Follow Me Drones Problem: There is no robust and efficient mobile solution for indoor follow me

Components of Follow Me User Tracking Control Drone Control User movement Prediction

Components of Follow Me User Tracking Control Drone Control User movement Prediction

Current Methods for User Tracking

GPS Current Methods for User Tracking

Current Methods for User Tracking GPS Computer Vision

Current Methods for User Tracking GPS Computer Vision RF

Prior Works for User Tracking GPS Computer Vision RF Acoustics

Limitations in Indoor Scenarios

Limitations in Indoor Scenarios GPS Availability

Limitations in Indoor Scenarios GPS Computer Vision Availability Computation and Accuracy

Limitations in Indoor Scenarios GPS Computer Vision RF Availability Computation and Accuracy Hardware

Limitations in Indoor Scenarios GPS Computer Vision RF Acoustics Availability Computation and Accuracy Hardware

Acoustic Tracking Distance Orientation and Angle

Acoustic Tracking Prior Art Phase Shift Methods (e.g. Doppler Shift) Angle of Arrival and Time Difference of Arrival (e.g. Cross Correlation) * http://archive.ncsa.illinois.edu/cyberia/bima/doppler.html

Acoustic Tracking Prior Art Frequency Modulated Carrier Wave (FMCW) (e.g. Doppler Shift) MUltiple Signal Classification (MUSIC) * http://archive.ncsa.illinois.edu/cyberia/bima/doppler.html

Acoustic Tracking Prior Art Frequency Modulated Carrier Wave MUltiple Signal Classification (MUSIC)

Acoustic Tracking Distance Orientation and Angle

Acoustic Tracking Distance Orientation and Angle

Frequency Modulated Carrier Wave

Improving Robustness of FMCW - MUSIC

Improving Robustness of FMCW - Other Filtering the MUSIC spectrum

Improving Robustness of FMCW - Other Frequency Compensation and Signal Chopping Kalman Filter

Rabbit

Acoustic Tracking Distance Orientation and Angle

Acoustic Tracking Angle

Components of Follow Me User Tracking Control Drone Control User movement Prediction

Components of Follow Me User Tracking Control Drone Control User movement Prediction

Prior Work on Control

Prior Work on Control Manipulated Variables: Pitch Yaw Roll Controlled Variables: Distance to user Orientation to user Lateral Velocity

Prior Work on Control Controller Types: Model Predictive Control PID Vector Field Control Many more.

System Control Sensing: Rabbit Robust Acoustic-Based Indoor Tracking

System Control Manipulated Variables: Pitch Yaw Roll Controlled Variables: Distance to user Orientation to user Lateral Velocity

Components of Follow Me User Tracking Control Drone Control User movement Prediction

User Movement Prediction Controller: Model Predictive Control Sensing Lateral Velocity Doppler Shift

Full System

Full System

Evaluation

Evaluation - Rabbit

Evaluation Full System

Evaluation Full System

Evaluation Real World Trajectory

Evaluation Resource Usage and Delay Power: 3% per 10 minutes on a Galaxy S7

Discussion