Hoelzl Gerold
Overview Motivation System design Summary Future work Hoelzl Gerold
Motivation Hoelzl Gerold
Motivation During training (jogging) it is fun to listening to music problem: rhythm of the music ≠ rhythm of the runner music rhythm (bpm) running rhythm ≠ Hoelzl Gerold
Motivation Idea adaptive selection of music according to the running respectively the walking pace additionally playing auditive status information like heart rate speed, distance warnings if predefined limits are exceeded … Hoelzl Gerold
System design Hoelzl Gerold
System design 3 tasks movement analysis audio analysis mapping: movement music Hoelzl Gerold
System design Movement analysis [Scholich M., 1978, S.93] acceleration maximum during heel- and toe ground contact g > 1,75 m/s² recognition of a footstep: phase 7: „front support phase“ phase 8,9: „rear support phase“ phase 7, 8,9 : „support phase“ [Larch R., 2001, S.3] Hoelzl Gerold
System design Movement acceleration values extracted footsteps distance calculation -> d (i) [ms] d (0) d (1) d (2) d (3) d (4) Feature for classifying running rhythm defined as mean footsteptime (mft) Hoelzl Gerold
System design Audio analysis audio feature beats per minute (bpm) (beat-tracking) recognized as a binary regular pulse underlaying the music separate calculation too computational intensive on mobile devices stored as metadata Hoelzl Gerold
System design Mapping O [bpm] = F(M,f [mft] ) mapping function M = {m 1,…,m n }set of music pieces f [mft] feature O [bpm] Mset of fitting music pieces O = F(M,f) mft [ms] feature f output O music pieces [bpm] Hoelzl Gerold
System design - Hardware Hoelzl Gerold
System design Hardware requirements(wearable-computing) processing power, display, user input / output, sensing (sensors), energy form, placement, weight, human movement, attachment, thermal issues, aesthetics unobtrusiveness / unrestrictiveness as small and light sensors as possible wireless communication running on a device the user takes with him anyway (mobile phone) Hoelzl Gerold
System design Hardware sensors acceleration-sensor (movement analysis) ECG-sensor (biofeedback) GPS-sensor (speed, route, tracking) communication technology Bluetooth controller mobile phone (JavaME) Hoelzl Gerold
System design Hardware (prototype) acceleration-sensor Sparkfun WiTilt v3 3-axis acceleration sensor with integrated Bluetooth capabilities ECG-sensor Polar Heart Rate Monitor Interface + AMB2300-EV-Bluetooth-Board GPS-sensor (integrated in mobile phone) Hoelzl Gerold
System design - Software Hoelzl Gerold
System design Software design Sensor- Controller ECG Sensor Acceleration Sensor GPS Sensor Controller- View Audioplayer Feature- calculation Mapping mft bpm Actors (pulse, speed,..) Hoelzl Gerold
System design Software JavaME API´s JSR 82: Bluetooth JSR 179:Location (GPS) JSR 135:Media (Audio, Video) SonyEricsson JP8 current JavaME platform implementation Hoelzl Gerold
Summary & Future work Hoelzl Gerold
Summary adaptive selection of music according to the running- respectively the walking pace additionally playing auditive status information like heart rate speed, distance warning if predefined limits are exceeded … Hoelzl Gerold
Summary Experimental results prototype showed high accuracy and stability in both laboratory and naturalistic environments short response time giving realtime “feeling” (~50 ms ) Unexpected: crash of Bluetooth connections when built in GPS sensor was used Hoelzl Gerold
Summary mapping function difficult to define one function for many users music rhythm / speed is perceived very subjective learning „on the fly“ Hoelzl Gerold
Summary integrated sensors usage possible (less components) but restriction of device usage likely (e.g. fixed position of acceleration sensor for movement analysis) Hoelzl Gerold
Future work support training programs in adaptively selecting forcing / retaining music pushing music if beneath a defined limit assuasive music if above a defined limit Hoelzl Gerold
Future work tracking with status information (using remote computer) „control sportsman“ competitions (without borders) Hoelzl Gerold
Questions? Hoelzl Gerold