M. Humayun Kabir, M. Robiul Hoque, Hyungyu Seo, Sung-Hyun Yang
언어
영어(ENG)
URL
https://www.earticle.net/Article/A269549
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원문정보
초록
영어
Context-awareness is the key element for building a smart home environment. The goal of a smart home is to predict the demand of home users and proactively provides the proper services by considering the user’s context information. Several methods are used in context-aware system to provide services. Machine learning based approaches are capable to make better prediction and adaptation than others. In this paper, we present machine learning based context-aware system which can provide service according to the trained model. Two effective learning algorithms: Back propagation Neural Network, and Temporal Differential (TD) class of reinforcement learning are used for prediction and adaptation respectively. This ap
목차
Abstract 1. Introduction 2. Proposed Method 2.1. Context Receiver Module 2.2. Service Selection Context Module 2.3. Service Selection Module 2.4. Service Provider Module 2.5. Service Execution Module 2.6. User Feedback Module 2.7. Adaptation Module 2.8. Knowledge Base 3. The Implementation Environment 4. Conclusion References
키워드
Back propagation Neural NetworkContext-awarenessSmart homeTemporal Difference class Reinforcement learning
저자
M. Humayun Kabir [ Department of Electronic Engineering, Kwangwoon University Seoul, Republic of Korea ]
M. Robiul Hoque [ Department of Electronic Engineering, Kwangwoon University Seoul, Republic of Korea ]
Hyungyu Seo [ Department of Electronic Engineering, Kwangwoon University Seoul, Republic of Korea ]
Sung-Hyun Yang [ Department of Electronic Engineering, Kwangwoon University Seoul, Republic of Korea ]
Corresponding Author
보안공학연구지원센터(IJSH) [Science & Engineering Research Support Center, Republic of Korea(IJSH)]
설립연도
2006
분야
공학>컴퓨터학
소개
1. 보안공학에 대한 각종 조사 및 연구
2. 보안공학에 대한 응용기술 연구 및 발표
3. 보안공학에 관한 각종 학술 발표회 및 전시회 개최
4. 보안공학 기술의 상호 협조 및 정보교환
5. 보안공학에 관한 표준화 사업 및 규격의 제정
6. 보안공학에 관한 산학연 협동의 증진
7. 국제적 학술 교류 및 기술 협력
8. 보안공학에 관한 논문지 발간
9. 기타 본 회 목적 달성에 필요한 사업
간행물
간행물명
International Journal of Smart Home
간기
격월간
pISSN
1975-4094
수록기간
2008~2016
십진분류
KDC 505DDC 605
이 권호 내 다른 논문 / International Journal of Smart Home Vol.9 No.11