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An Investigation of Haptic Object Discrimination and Cue Combination

dc.contributor.advisorGoldreich, Daniel
dc.contributor.authorAllen, Keon
dc.contributor.departmentPsychologyen_US
dc.date.accessioned2022-10-18T13:52:16Z
dc.date.available2022-10-18T13:52:16Z
dc.date.issued2022
dc.description.abstractPerception relies on the integration of numerous noisy inputs (cues). Cue combination has been relatively understudied in somatosensation, compared to vision and audition. Here, we investigated whether haptic cutaneous and hand configuration cues are combined optimally to discriminate between coin-sized discs of different sizes. When the hand is open such that the thumb and index fingers span the diameter of a disc to contact its perimeter, cutaneous cues occur from the indentation of the skin caused by the curvature of the disc (smaller discs cause greater indentation). Simultaneously, the hand configuration cue (relating to the perceived distance between fingers), provides an additional cue to size. These cues may vary in their reliability. In three experiments involving 34 participants, we measured these cues and considered three hypotheses for how humans may use them: humans rely solely on the least noisy cue (Winner-Take-All Model), humans combine cues based on a simple average (Average-Measurement Model), or humans combine cues via an optimal weighted average (Optimally-Weighted Model). Each experiment tested participants using a two-interval forced-choice (2IFC) paradigm with 3D printed disc stimuli. On each trial, under occluded vision, participants felt two discs sequentially and responded which felt larger. Participants were tested with each finger’s cutaneous cue alone, the hand configuration cue alone, and all cues together. In two experiments, the presented discs were both circular. In a third experiment, unknown to participants, some of the presented discs were oval-like cue conflict stimuli. Participant performance was compared to predictions of the cue combination models. We conclude that humans may combine haptic cutaneous and hand configuration cues optimally to judge the size of held objects.en_US
dc.description.degreeDoctor of Philosophy (PhD)en_US
dc.description.degreetypeThesisen_US
dc.description.layabstractThe sense of touch is understudied compared to the senses of sight and hearing. But simply reaching for a coin without looking involves complex calculations and decision-making. We studied how the brain may approach tasks like this. We were interested in how well the brain deals with multiple sources of information that do not always agree with each other. We investigated these questions in computer simulations and in experiments with undergraduate participants. Using carefully designed 3D-printed discs, we tested dozens of participants across 3 different experiments. Our results show that humans may use information in the best possible way and applications relevant to VR and robot-assisted surgery.en_US
dc.identifier.urihttp://hdl.handle.net/11375/28023
dc.language.isoenen_US
dc.subjectTactileen_US
dc.subjectPsychophysicsen_US
dc.subjectBayesianen_US
dc.subjectComputationen_US
dc.titleAn Investigation of Haptic Object Discrimination and Cue Combinationen_US
dc.title.alternativeAn Investigation of Haptic Size Discrimination and Cue Combinationen_US
dc.title.alternativeHaptic Size Discriminationen_US
dc.typeThesisen_US

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