Intelligent Systems, Artificial Intelligence and Case-Based Reasoning for profitable industrial applications.
The purpose with the ExAct project is to exploit methods and techniques from artificial intelligence (AI) to enable semi-automatic and automatic experience sharing in organizations. The project is funded (9 MSEK during a three-year-period) by the Swedish Foundation for Strategic Research (SSF, ProViking). It is a collaboration between IDt, IDP, Stockholm University and KTH. Industrial participants are ABB Robotics, SKF, Volvo CE and SCEMM with 70 member companies. The main goal for the ExAct project is to build the foundation for a framework that enables humans and computer systems to share and reuse experience. How to give the system intelligent features such as being proactive, learn from mistakes, improve its performance and ability to collaborate with other systems and humans will be explored. This will be made with a number of case studies and pilot projects together with industry, carried out during 2004, 2005, 2006 and 2007. The value and benefits for industry and also the health care sector is large. Up to 60 % of an organization`s experience is said to be inside peoples heads and difficult to share and reuse. Also data collected automatically with sensors captures valuable experience rarely reused to its full extent in industry. The research will enable the construction of
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A novel framework for case-based decision analysis (May 2008) Ning Xiong, Peter Funk 10th Scandinavian Conference on Artificial Intelligence
Extracting knowledge from sensor signals for case-based reasoning with longitudinal time series data (Jan 2008) Peter Funk, Ning Xiong Case-Based Reasoning in Signals and Images. Book chapter: Extracting knowledge from sensor signals for case-based reasoning with longitudinal time series data.
Experience reuse between mobile production modules - An enabler for the factory -in-a-box concept. (Aug 2007) Ella Olsson, Mikael Hedelind, Mobyen Uddin Ahmed, Peter Funk The Swedish Production Symposium
A case study of communication i a distributed multi-agent system in a factory production environment. (Jun 2007) Ella Olsson, Mobyen Uddin Ahmed, Peter Funk, Ning Xiong The 20th International Congress and Exhibition on Condition Monitoring and Diagnostics Engineering Management, COMADEM 2007
Identifying Discriminating Features in Time Series Data for Diagnosis of Industrial Machines (May 2007) Ella Olsson The 24th annual workshop of the Swedish Artificial Intelligence Society, May, 2007
Discovering Knowledge about Key Sequences for Indexing Time Series Cases (Sep 2006) Peter Funk, Ning Xiong Euprpean Conference on Case-Based Reasoning, 2006