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Massachusetts Institute of Technology

OCA : a device interconnection platform for context-aware transformable environments

Abstract

dc:description.abstract

It is inevitable that personal architectural environments in the future will contain dozens, if not hundreds, of connected devices that will require human control. Currently, most interactions involve standalone devices, each with a unique and often non-intuitive interface, which places an unacceptable cognitive load on the occupants. To address this challenge, I propose to develop a framework that enables the devices to understand and react to the user's intentions towards the environment using pattern recognition coupled with a single user interface that is consistent across output modes. The system, designed to work within complex transformable environments, will allow the user to control furniture configuration, lighting, transparency, audio, fragrance, health systems, etc. Using machine learning, the system will correlate the user's preferences to those of others who have exhibited similar patterns of behavior in order to predict appropriate settings for novel situations. Overall, the system is expected to reduce the amount of time and cognitive load required to configure an environment for optimal comfort and utility. The proposed framework will be tested and validated in a small, re-configurable workplace environment designed to accommodate private work, phone calls, conversations, napping, and meditating. Occupants will be able to tune many parameters of the environment in response to context-aware transformations triggered by their ongoing activities. The proposed system will have an architecture based on a database infrastructure, sensor data collection, and algorithms for activity and pattern recognition.

Degree

thesis:*
Department dc:contributor.department
Program in Media Arts and Sciences (Massachusetts Institute of Technology)
Grantor dc:publisher
Massachusetts Institute of Technology
Year dc:date.issued
2018

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Pereira Silva, Lucas Cassiano
Advisor dc:contributor.advisor
  • Kent Larson.

Subjects

dc:subject × 1

Rights

dc:rights
Statement dc:rights
  • MIT theses are protected by copyright. They may be viewed, downloaded, or printed from this source but further reproduction or distribution in any format is prohibited without written permission.
Language dc:language.iso
eng

Identifiers

dc:identifier.*
Handle dc:identifier.uri
http://hdl.handle.net/1721.1/120673
OAI identifier oai:identifier
oai:dspace.mit.edu:1721.1/120673

Chain of custody

source
Harvested from
MIT
Base URL
dspace.mit.edu/oai/request
Last updated
2026-07-22
Source record
OAI-PMH GetRecord
citation

Pereira Silva, Lucas Cassiano. OCA : a device interconnection platform for context-aware transformable environments. Massachusetts Institute of Technology, 2018. http://hdl.handle.net/1721.1/120673