MaXCept -- Decision Support in Exception Handling through Unstructured Data Integration in the Production Context: An Integral Part of the Smart Factory

Today, data from different sources and different phases of the product life cycle are usually analyzed in isolation and with considerable time delay. Real-time integrated analytics is especially beneficial in a production context. We present an architecture for data- and analytics-driven exception escalation in manufacturing and show the advantages of integrating unstructured data.

[1]  Daniela Nicklas,et al.  Efficiently Managing Context Information for Large-Scale Scenarios , 2005, Third IEEE International Conference on Pervasive Computing and Communications.

[2]  Michael Strube,et al.  Acquiring a Taxonomy from the German Wikipedia , 2008, LREC.

[3]  Bernhard Mitschang,et al.  Automated Process Decision Making Based on Integrated Source Data , 2011, BIS.

[4]  David A. Ferrucci,et al.  UIMA: an architectural approach to unstructured information processing in the corporate research environment , 2004, Natural Language Engineering.

[5]  George M. White,et al.  On handling exceptions , 1995, COCS '95.

[6]  Constantinos K. Coursaris,et al.  Organizational Social Media: A Comprehensive Framework and Research Agenda , 2013, 2013 46th Hawaii International Conference on System Sciences.

[7]  Alex H. B. Duffy,et al.  Towards an ontology of generic engineering design activities , 2003 .

[8]  Daniela Nicklas,et al.  Context Integration for Smart Workflows , 2008, 2008 Sixth Annual IEEE International Conference on Pervasive Computing and Communications (PerCom).

[9]  Steve Muylle,et al.  Assessing the effectiveness of telepresence for business meetings , 2013, 2013 46th Hawaii International Conference on System Sciences.

[10]  Martin Schierle,et al.  Extraction of Failure Graphs from Structured and Unstructured Data , 2008, 2008 Seventh International Conference on Machine Learning and Applications.

[11]  Ronald Maier,et al.  Better Together: Exploring the Effects of Knowledge Application, Support for Innovation and Team Characteristics on Team Performance , 2013, 2013 46th Hawaii International Conference on System Sciences.

[12]  Oliver Kopp,et al.  Towards Context-aware Workflows , 2007 .

[13]  Aleksander Pivk,et al.  Automatic ontology generation from Web tabular structures , 2006, AI Commun..

[14]  Aleksander Pivk,et al.  Thesis: automatic ontology generation from web tabular structures , 2006 .

[15]  Engelbert Westkämper,et al.  The Operational Process Dashboard for Manufacturing , 2013 .

[16]  Pedro Antunes,et al.  The Integration of Workflow Systems and Collaboration Tools , 1998 .

[17]  Ben Shneiderman,et al.  The limits of speech recognition , 2000, CACM.

[18]  Christopher D. Manning,et al.  Enriching the Knowledge Sources Used in a Maximum Entropy Part-of-Speech Tagger , 2000, EMNLP.

[19]  Christoph Stach,et al.  The mobile manufacturing dashboard , 2014, 2014 IEEE International Conference on Pervasive Computing and Communication Workshops (PERCOM WORKSHOPS).

[20]  Christian Biemann,et al.  Ontology Learning from Text: A Survey of Methods , 2005, LDV Forum.

[21]  Andreas Stolcke,et al.  Recent innovations in speech-to-text transcription at SRI-ICSI-UW , 2006, IEEE Transactions on Audio, Speech, and Language Processing.

[22]  Ian H. Witten,et al.  The WEKA data mining software: an update , 2009, SKDD.

[23]  Shoji Takechi Knowledge Management in Manufacturing , 2008 .

[24]  Detlef Zühlke,et al.  SmartFactory - Towards a factory-of-things , 2010, Annu. Rev. Control..

[25]  Amit P. Sheth,et al.  Exception Handling in Workflow Systems , 2004, Applied Intelligence.

[26]  王克胜,et al.  Knowledge Management for Manufacturing , 2004 .

[27]  Alan R. Dennis,et al.  Creative Virtual Environments: Effect of Supraliminal Priming on Team Brainstorming , 2013, 2013 46th Hawaii International Conference on System Sciences.

[28]  Sudarsan Rachuri,et al.  An ontology for assembly representation , 2007 .

[29]  Joseph S. Valacich,et al.  The Effects of Media and Task on User Performance: A Test of the Task-Media Fit Hypothesis , 2000 .

[30]  Siu Cheung Hui,et al.  Automatic fuzzy ontology generation for semantic Web , 2006, IEEE Transactions on Knowledge and Data Engineering.

[31]  Steffen Staab,et al.  Ontology Learning from Text , 2000, International Conference on Applications of Natural Language to Data Bases.

[32]  Herbert Gish,et al.  Approaches to topic identification on the switchboard corpus , 1994, Proceedings of ICASSP '94. IEEE International Conference on Acoustics, Speech and Signal Processing.

[33]  Damon Horowitz,et al.  The anatomy of a large-scale social search engine , 2010, WWW '10.

[34]  Frank Leymann,et al.  Task-orientierte Anwendungen in einer Smart Factory , 2006, MMS.

[35]  Helmut Feldweg,et al.  GermaNet - a Lexical-Semantic Net for German , 1997 .

[36]  Bernhard Mitschang,et al.  The Manufacturing Knowledge Repository - Consolidating Knowledge to Enable Holistic Process Knowledge Management in Manufacturing , 2014, ICEIS.

[37]  Holger Schwarz,et al.  Internetgestützte Expertenidentifikation zur Unterstützung der frühen Innovationsphasen , 2007 .

[38]  Peter Loos,et al.  Context-Sensitive Collaboration in Service Processes through the Integration of Telecommunication Technology and Business Process Management , 2013, 2013 46th Hawaii International Conference on System Sciences.

[39]  Mark Klein,et al.  A Knowledge-based Approach to Handling Exceptions in Workflow Systems , 2011, Computer Supported Cooperative Work (CSCW).

[40]  Christopher D. Manning,et al.  Incorporating Non-local Information into Information Extraction Systems by Gibbs Sampling , 2005, ACL.

[41]  Jennifer Chu-Carroll,et al.  Building Watson: An Overview of the DeepQA Project , 2010, AI Mag..

[42]  Wilko Kraß,et al.  Evaluation of similarity measures for knowledge profiles from an expert directory: a field study , 2012, i-KNOW '12.

[43]  Bernhard Mitschang,et al.  Prescriptive Analytics for Recommendation-Based Business Process Optimization , 2014, BIS.

[44]  Geir Inge Struen Imsland Workflow management systems , 2007 .

[45]  Bernhard Mitschang,et al.  Design-Time Process Optimization through Optimization Patterns and Process Model Matching , 2010, 2010 IEEE 12th Conference on Commerce and Enterprise Computing.

[46]  Pedro Antunes,et al.  BPM and Exception Handling: Focus on Organizational Resilience , 2011, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[47]  Bernhard Mitschang,et al.  Cooperative service registries for the service-based Product Lifecycle Management architecture , 2013, Proceedings of the 2013 IEEE 17th International Conference on Computer Supported Cooperative Work in Design (CSCWD).