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Research Team I2S

Intelligent Information Systems

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DFKI

Main research areas:

Research of the I2S team is concerned with the application of

  • Artificial Intelligence (AI)
  • Agent Technologies
  • Services Computing
  • Semantic Web Technologies

for innovative means of intelligent data analysis and service coordination for intelligent information systems in the Internet.

Current research interests:

  • Hybrid deep learning and planning
  • Semantic service discovery and composition planning
  • Automated negotiation of data and services
  • Stream reasoning under uncertainty and with semantic explanations

Current research projects:

  • REACT
  • BMB+F, 10/2017 - 10/2020
  • Goal of REACT is a systematic, safe and validatable approach to developing, training and use of digital reality with the goal to ensure safe and reliable acting of  autonomous cars in critical traffic situations
  • I2S team contribution:
    • Hybrid deep learning for scene understanding
    • Hybrid deep reinforcement learning and planning for safe navigation

Past research projects:

  • CREMA
  • EC H2020 Factory of the Future, RIA, 1/2014 - 12/2017
  • http://www.crema-project.eu/
  • CREMA aims to provide the first holistic framework for cloud-based rapid elastic manufacturing based on the XaaS and Cloud model
  • I2S team contribution: 
    • Integrated functional and QoS-aware optimisation of semantic service-based processes at design time and runtime
    • Engineering of public manufacturing domain ontology CDM-Core with focus on machinery maintenance and automotive exhaust production
  • Inversiv
  • BMB+F, 10/2014 - 10/2017
  • Inversiv focuses on run-time and dual reality-based functional simulation and safety verification of manufacturing systems
  • I2S team contribution:
    • Probabilistic reasoning and semantic sensor data stream processing for fault  detection and diagnosis
    • Accelerated solving of NP-hard AI problems on GPU and in the cloud
  • SoftwareCluster
  • Sinnodium (2013-2015), Emergent (2010-2013)
  • Emergent software for digital enterprises in the future Internet
  • BMB+F, Software Cluster, Sinnodium T6.1.3, Emergent T1.2 .3
  • I2S team contribution: Semantic-driven coordination (selection, composition) of business process services; Emergent T1.2.3 Lead;
  • Demonstrator:  ADIGE system for adaptive business processes in retail @CeBIT 2014
  • ICM-Hydraulic
  • Intelligent condition monitoring of hydraulic machines
  • Industry project (HYDAC GmbH, jointly with ZeMA GmbH)
  • 5/2013 - 4/2015
  • I2S team contribution:Probabilistic and semantic stream reasoning
  • Demonstrator: iCM-Hydraulic System @ HMI Hannover Industry Fair 2015, @ 1. Smart Fluid Power Systems 2015
  • Real-time multimedia content search and analysis in the social Web
  • EC FP7 Integrated Project
  • 10/2011 - 10/2014
  • Team contribution: Semantic middleware components (mobile P2P computing, semantic data and service coordination); WP3 Lead
  • Demonstrator:  MyMedia - Mobile semantic P2P video search and live streaming @IEEE CCNC and Consumer Electronics Show (CES) in Las Vegas, USA  2014
  • Collaboration in the future 3D Internet
  • BMB+F, Research project
  • 1/2012 - 12/2014
  • I2S team contribution: Agents (hybrid planning, avatars), semantic 3D model and service retrieval and composition (P2P); AP2/3
  • ICM-Wind
  • Statistical and Semantic Sensor Data Analysis for Fluid Condition Monitoring in Wind Turbines
  • Industry project: ZeMA GmbH, jointly with HYDAC GmbH
  • 2012
  • Intelligent Simulation of Realities
  • BMB+F, Research project
  • 1/2009 - 12/2011
  • Agreement Technologies
  • European coordination project (COST)
  • 2009 - 2012
  • Model-driven agents for semantic Web services
  • BMB+F, Research project
  • 2/2008 - 1/2009
  • CASCOM
  • Context-aware agent-based coordination of mobile business application services
  • European, IST FP6, STREP
  • 9/2004 - 1/2008
  • Secure agent-based semantic web service coordination
  • BMB+F, Research project
  • 2004 - 2007
  • AGRICOLA
  • Agent-based coordination of agricultural services for cereal harvesting
  • Regional, Saarland Ministry for Environment
  • 2002 - 2003, 2005 - 2006
  • AgentCities and AgentCities.Net
  • Agent-based service provisioning
  • European, FP5 STREP and Network of Excellence
  • 2001 - 2003
  • AgentLink I, II
  • Agent-based computing
  • European, FP5 Network of Excellence / Coordination Action
  • 1998 - 2003
  • SEMAS
  • Secure multi-agent systems
  • National, BMB+F
  • 1999 - 2003
  • CASA
  • Agent-based integrated services for timber production and sales
  • Regional, Saarland Ministry for Environment
  • 2000 - 2002
  • SAP-AEP
  • Industry, SAP Retail AG
  • 1999 - 2001
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