Energy Prediction for Teleoperation Systems That Combine the Time Domain Passivity Approach with Perceptual Deadband-Based Haptic Data Reduction

Xiao Xu, Clemens Schuwerk, Burak Cizmeci, Eckehard Steinbach

Research output: Contribution to journalArticlepeer-review

28 Scopus citations

Abstract

We study the combination of the perceptual deadband (PD)-based haptic packet rate reduction scheme with the time domain passivity approach (TDPA) for time-delayed teleoperation and propose a novel energy prediction (EP) scheme that deals with the conservative behavior of the resulting controller. The PD approach leads to irregular packet transmission, resulting in degraded system transparency and reduced teleoperation quality when the PD approach is combined with the TDPA. The proposed method (PD+TDPA+EP) adaptively predicts the system energy during communication interruptions and allows for larger energy output. This achieves less conservative control and improves the teleoperation quality. Evaluation of the displayed impedance shows that the PD+TDPA+EP method achieves improved system transparency, both objectively and subjectively, when compared with related approaches from literature. According to a subjective user study, the PD+TDPA+EP method allows for a high packet rate reduction (up to 80 percent) without noticeably distorting the perceived interaction quality. We also show that the PD+TDPA+EP method is preferred over related approaches from literature in a direct comparison test. Thus, with the proposed PD+TDPA+EP method, a high data reduction and a high teleoperation quality are simultaneously achieved for time-delayed teleoperation.

Original languageEnglish
Article number7458877
Pages (from-to)560-573
Number of pages14
JournalIEEE Transactions on Haptics
Volume9
Issue number4
DOIs
StatePublished - 1 Oct 2016

Keywords

  • Haptic data reduction
  • conservative control
  • energy prediction
  • subjective transparency
  • time-delayed teleoperation

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