Introduction

The aim of the Smart Context-aware Services (SmaCS) project is to create critical software building blocks for providing contextual services to people in various environments and use cases, which go beyond the traditional view and implementations of context awareness for services. The project addresses critical questions such as how to arrive at a more holistic view of requirements for the service web and human-systems-devices interaction, how to address and mine the complexity of the context data in practical cases and how to translate these new embedded intelligence design patterns into business models. A main target is to develop technical building blocks through living-lab research, where real users are able to utilize and evaluate the technology. The main use cases considered for this purpose are context-aware office spaces and healthcare.

Project Start Date: 01/09/2010
Project End Date: 01/09/2013

People from SAN Group

SAN Contribution

The SAN group is responsible for designing the network architecture that enables the efficient realization of the smart space. The group also contributes towards building intelligence in the environment that makes the space to behave or act accordingly when there is any change in the context.

Public Talks

  • Tanir Ozcelebi, "Machine Learning in Lighting Systems", LEDTalks, Eindhoven GLOW festival, Strijp-S NatLab, Eindhoven, November 2013.
  • Invited Talk: Tanir Ozcelebi, "Machine Learning in Smart Spaces", Annual CognAC AI Symposium (ACAIS 2013), Nijmegen, The Netherlands, June 2013.
  • Lecture: Tanir Ozcelebi, "Smart Spaces as a Platform for Intelligent Lighting", elective TU/e bachelor course "Light and Experience".
  • Lecture: Tanir Ozcelebi, "Semantic Interoperability and Programming in Smart Spaces", elective TU/e master seminar course.
  • Aravind Kota Gopalakrishna, "Significance of Intelligent lighting and approaches to achieve it", Workshop on "Prospects of Intelligent and Adaptive Lighting", TU/e, The Netherlands, November 2012.
  • Serge Offermans, "Platforms and Protocols for Intelligent lighting", Workshop on "Prospects of Intelligent and Adaptive Lighting", TU/e, The Netherlands, November 2012.

Publications

  • Journal: Aravind Kota Gopalakrishna, Tanir Ozcelebi, Johan J. Lukkien, Antonio Liotta, "Relevance as a Metric for Handling Non-Deterministic Multiple Output Problems in Machine Learning" (Submitted)
  • Symposium: Aravind Kota Gopalakrishna, Tanir Ozcelebi, Antonio Liotta, Johan J. Lukkien, "Statistical Inference for Intelligent Lighting: A Pilot Study" 8th International Symposium on Intelligent Distributed Computing (IDC 2014), Madrid, Spain, Sep 2014.
  • Conference: Aravind Kota Gopalakrishna, Tanir Ozcelebi, Antonio Liotta, Johan J. Lukkien, "Relevance Prevails: Missing Data Treatment in Intelligent Lighting", The 3rd International Conference on Man-Machine Interactions (ICMMI 2013), The Beskids, Poland, Oct 2013.
  • Conference: Aravind Kota Gopalakrishna, Tanir Ozcelebi, Antonio Liotta, Johan J. Lukkien, "Relevance as a Metric for Evaluating Machine Learning Algorithms", The 9th International Conference on Machine Learning and Data Mining (MLDM 2013), New York, USA, Jul 2013. {Lecture Notes in Computer Science (LNAI 7988), pp. 195-208, Berlin: Springer}. (One of the best publications of Intelligent Lighting Institute, TU/e, 2013-14)
  • TechReport: Aravind Kota Gopalakrishna, Tanir Ozcelebi, Antonio Liotta, Johan J. Lukkien, "Relevance As a Metric for Evaluating Machine Learning Algorithms", CS-Report 13-04, Eindhoven University of Technology, The Netherlands, Apr 2013.
  • Conference: Aravind Kota Gopalakrishna, Tanir Ozcelebi, Antonio Liotta, Johan J. Lukkien, "Treatment of Missing Data in Intelligent Lighting Applications", The 9th International Conference on Ubiquitous Intelligence and Computing and 9th International Conference on Autonomic and Trusted Computing (UIC/ATC 2012), Fukuoka, Japan, Sep 2012. (Outstanding Paper Nominee)
  • Conference: Aravind Kota Gopalakrishna, Tanir Ozcelebi, Antonio Liotta, Johan J. Lukkien, "Exploiting Machine Learning for Intelligent Room Lighting Applications", 6th IEEE International Conference on Intelligent Systems (IS'12), Sofia, Bulgaria, Sep 2012.
  • Conference: Serge Offermans, Aravind Kota Gopalakrishna, Harm van Essen, Tanir Ozcelebi, "Breakout 404: A Smart Space Implementation for Lighting Services in the Office Domain", Ninth International Conference on Networked Sensing Systems (INSS'2012), Antwerp, Belgium, June 2012.
  • Demo: Serge Offermans, Aravind Kota Gopalakrishna, Harm van Essen, Tanir Ozcelebi, "Breakout 404: A Smart Space Implementation for Lighting Services in the Office Domain", Ninth International Conference on Networked Sensing Systems (INSS'2012), Antwerp, Belgium, June 2012.

Workshops

  • Half-day Interactive Workshop on "Prospects of Intelligent and Adaptive Lighting", TU/e, The Netherlands, November 2012.
  • Workshop on "OSAS (Open Service-Architecture for Sensors)", TU/e, The Netherlands, September 2011.

Links

System Architecture and Networking

Eindhoven University of Technology