Publication

Event-driven Human Based Evolutionary Knowledge Base for Smart Buildings

Maher Kayal, Nastaran Asadi Zanjani
2016
Article de conférence
Résumé

This paper presents an approach to automatically create a knowledge base for smart buildings and let it dynamically evolve based on the behaviors of the occupants inside. Such a knowledge base compromises all life-style experiences and intelligent buildings. Accordingly, management decisions and control can be performed. To achieve the goal, an online learning algorithm is used which is designed to catch knowledge and generate rules from environmental sensing data and actuators states. Rules are fed to the system as fuzzified events. Applying such a learning approach to maintain the knowledge base, abstracts the complicated coordination between human, infrastructure components and static structures such as building floorplan and architecture.

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Concepts associés (34)
Base de connaissance
Une base de connaissance ou base de connaissances regroupe des connaissances spécifiques à un domaine spécialisé donné, sous une forme exploitable par un ordinateur. Elle peut contenir des règles (dans ce cas, on parle de base de règles), des faits ou d'autres représentations. Si elle contient des règles, un moteur d'inférence peut être utilisé pour déduire de nouveaux faits. Une autre manière de définir une base de connaissance est de dire qu'il s'agit d'une ontologie peuplée par des individus.
Commonsense knowledge (artificial intelligence)
In artificial intelligence research, commonsense knowledge consists of facts about the everyday world, such as "Lemons are sour", or "Cows say moo", that all humans are expected to know. It is currently an unsolved problem in Artificial General Intelligence. The first AI program to address common sense knowledge was Advice Taker in 1959 by John McCarthy. Commonsense knowledge can underpin a commonsense reasoning process, to attempt inferences such as "You might bake a cake because you want people to eat the cake.
Ziel
A goal or objective is an idea of the future or desired result that a person or a group of people envision, plan and commit to achieve. People endeavour to reach goals within a finite time by setting deadlines. A goal is roughly similar to a purpose or aim, the anticipated result which guides reaction, or an end, which is an object, either a physical object or an abstract object, that has intrinsic value. Goal setting Goal-setting theory was formulated based on empirical research and has been called one of the most important theories in organizational psychology.
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