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DOPAMINE: Doppler Frequency and Angle of Arrival Minimization of Tracking Error for Extended Reality

Bedin, Andrea ; Marinsek, Alexander ; Shahcheraghi, Shaghayegh ; Moghadas Gholian, Nairy ; Van der Perre, Liesbet (2022)
DOPAMINE: Doppler Frequency and Angle of Arrival Minimization of Tracking Error for Extended Reality.
18th International Conference on emerging Networking EXperiments and Technologies (CoNEXT '22). Rome, Italy (09.12.2022)
doi: 10.1145/3565474.3569072
Konferenzveröffentlichung, Bibliographie

Kurzbeschreibung (Abstract)

In this paper, we investigate how Joint Communication And Sensing (JCAS) can be used to improve the Inertial Measurement Unit (IMU)-based tracking accuracy of eXtended Reality (XR) Head-Mounted Displays (HMDs). Such tracking is used when optical and InfraRed (IR) tracking is lost, and its lack of accuracy can lead to disruption of the user experience. In particular, we analyze the impact of using doppler-based speed estimation to aid the accelerometer-based position estimation, and Angle of Arrival (AoA) estimation to aid the gyroscope-based orientation estimation. Although less accurate than IMUs for short times in fact, the JCAS based methods require one fewer integration step, making the tracking more sustainable over time. Based on the proposed model, we conclude that at least in the case of the position estimate, introducing JCAS can make long lasting optical/IR tracking losses more sustainable.

Typ des Eintrags: Konferenzveröffentlichung
Erschienen: 2022
Autor(en): Bedin, Andrea ; Marinsek, Alexander ; Shahcheraghi, Shaghayegh ; Moghadas Gholian, Nairy ; Van der Perre, Liesbet
Art des Eintrags: Bibliographie
Titel: DOPAMINE: Doppler Frequency and Angle of Arrival Minimization of Tracking Error for Extended Reality
Sprache: Englisch
Publikationsjahr: 6 Dezember 2022
Verlag: ACM
Buchtitel: EmergingWireless '22: Proceedings of the 1st International Workshop on Emerging Topics in Wireless
Veranstaltungstitel: 18th International Conference on emerging Networking EXperiments and Technologies (CoNEXT '22)
Veranstaltungsort: Rome, Italy
Veranstaltungsdatum: 09.12.2022
DOI: 10.1145/3565474.3569072
Kurzbeschreibung (Abstract):

In this paper, we investigate how Joint Communication And Sensing (JCAS) can be used to improve the Inertial Measurement Unit (IMU)-based tracking accuracy of eXtended Reality (XR) Head-Mounted Displays (HMDs). Such tracking is used when optical and InfraRed (IR) tracking is lost, and its lack of accuracy can lead to disruption of the user experience. In particular, we analyze the impact of using doppler-based speed estimation to aid the accelerometer-based position estimation, and Angle of Arrival (AoA) estimation to aid the gyroscope-based orientation estimation. Although less accurate than IMUs for short times in fact, the JCAS based methods require one fewer integration step, making the tracking more sustainable over time. Based on the proposed model, we conclude that at least in the case of the position estimate, introducing JCAS can make long lasting optical/IR tracking losses more sustainable.

Freie Schlagworte: joint communication and sensing, extended reality, mmWave
Fachbereich(e)/-gebiet(e): 20 Fachbereich Informatik
20 Fachbereich Informatik > Wireless Communication and Sensing Lab (WISE)
Hinterlegungsdatum: 07 Nov 2023 09:53
Letzte Änderung: 22 Nov 2023 13:43
PPN: 513400265
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