An inertial measurement unit for user interfaces
Thesis (S.M.)--Massachusetts Institute of Technology, Program in Media Arts & Sciences, 2000.
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Format: | Thesis |
Language: | eng |
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Massachusetts Institute of Technology
2007
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Online Access: | http://hdl.handle.net/1721.1/38451 |
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author | Benbasat, Ari Yosef, 1975- |
author2 | Joseph A. Paradiso. |
author_facet | Joseph A. Paradiso. Benbasat, Ari Yosef, 1975- |
author_sort | Benbasat, Ari Yosef, 1975- |
collection | MIT |
description | Thesis (S.M.)--Massachusetts Institute of Technology, Program in Media Arts & Sciences, 2000. |
first_indexed | 2024-09-23T09:43:48Z |
format | Thesis |
id | mit-1721.1/38451 |
institution | Massachusetts Institute of Technology |
language | eng |
last_indexed | 2024-09-23T09:43:48Z |
publishDate | 2007 |
publisher | Massachusetts Institute of Technology |
record_format | dspace |
spelling | mit-1721.1/384512019-04-12T20:54:56Z An inertial measurement unit for user interfaces Benbasat, Ari Yosef, 1975- Joseph A. Paradiso. Massachusetts Institute of Technology. Dept. of Architecture. Program In Media Arts and Sciences Massachusetts Institute of Technology. Dept. of Architecture. Program In Media Arts and Sciences Architecture. Program In Media Arts and Sciences Thesis (S.M.)--Massachusetts Institute of Technology, Program in Media Arts & Sciences, 2000. Includes bibliographical references (p. 131-135). Inertial measurement components, which sense either acceleration or angular rate, are being embedded into common user interface devices more frequently as their cost continues to drop dramatically. These devices hold a number of advantages over other sensing technologies: they measure relevant parameters for human interfaces and can easily be embedded into wireless, mobile platforms. The work in this dissertation demonstrates that inertial measurement can be used to acquire rich data about human gestures, that we can derive efficient algorithms for using this data in gesture recognition, and that the concept of a parameterized atomic gesture recognition has merit. Further we show that a framework combining these three levels of description can be easily used by designers to create robust applications. A wireless six degree-of-freedom inertial measurement unit (IMU), with a cubical form factor (1.25 inches on a side) was constructed to collect the data, providing updates at 15 ms intervals. This data is analyzed for periods of activity using a windowed variance algorithm, whose thresholds can be set analytically. These segments are then examined by the gesture recognition algorithms, which are applied on an axis-by-axis basis to the data. The recognized gestures are considered atomic (i.e. cannot be decomposed) and are parameterized in terms of magnitude and duration. Given these atomic gestures, a simple scripting language is developed to allow designers to combine them into full gestures of interest. It allows matching of recognized atomic gestures to prototypes based on their type, parameters and time of occurrence. Because our goal is to eventually create stand-alone devices,the algorithms designed for this framework have both low algorithmic complexity and low latency, at the price of a small loss in generality. To demonstrate this system, the gesture recognition portion of (void*): A Cast of Characters, an installation which used a pair of hand-held IMUs to capture gestural inputs, was implemented using this framework. This version ran much faster than the original version (based on Hidden Markov Models), used less processing power, and performed at least as well. by Ari Yosef Benbasat. S.M. 2007-08-03T19:30:07Z 2007-08-03T19:30:07Z 2000 2000 Thesis http://hdl.handle.net/1721.1/38451 48591488 eng M.I.T. theses are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. See provided URL for inquiries about permission. http://dspace.mit.edu/handle/1721.1/7582 135 p. application/pdf Massachusetts Institute of Technology |
spellingShingle | Architecture. Program In Media Arts and Sciences Benbasat, Ari Yosef, 1975- An inertial measurement unit for user interfaces |
title | An inertial measurement unit for user interfaces |
title_full | An inertial measurement unit for user interfaces |
title_fullStr | An inertial measurement unit for user interfaces |
title_full_unstemmed | An inertial measurement unit for user interfaces |
title_short | An inertial measurement unit for user interfaces |
title_sort | inertial measurement unit for user interfaces |
topic | Architecture. Program In Media Arts and Sciences |
url | http://hdl.handle.net/1721.1/38451 |
work_keys_str_mv | AT benbasatariyosef1975 aninertialmeasurementunitforuserinterfaces AT benbasatariyosef1975 inertialmeasurementunitforuserinterfaces |