@inproceedings{AndrzejakHermannSahai2005, author = {Andrzejak, Artur and Hermann, Ulf and Sahai, Akhil}, title = {FEEDBACKFLOW - An Adaptive Workflow Generator for Systems Management}, series = {Second International Conference on Autonomic Computing (ICAC 2005), 13-16 June 2005, Seattle, WA, USA}, booktitle = {Second International Conference on Autonomic Computing (ICAC 2005), 13-16 June 2005, Seattle, WA, USA}, publisher = {IEEE Computer Society}, doi = {10.1109/ICAC.2005.30}, pages = {335 -- 336}, year = {2005}, language = {en} } @misc{AndrzejakHermannSahai, author = {Andrzejak, Artur and Hermann, Ulf and Sahai, Akhil}, title = {FeedbackFlow - An Adaptive Workflow Generator for System Management}, url = {http://nbn-resolving.de/urn:nbn:de:0297-zib-8467}, number = {05-12}, abstract = {We describe a prototypical framework that further automates system management by composing complex management tasks from elementary actions, and executing composite tasks with feedback-awareness. {\sl FEEDBACKFLOW} implements a general closed control loop of \emph{planning - execution - result validation - replanning}, and generates workflows of system management actions in an adaptive manner. System-dependent behaviour of the loop is specified by declarative description of the domain (essentially descriptions of available actions), and statement of the goal. We evaluate the design of this framework on examples taken from resource construction in Utility Computing environments, and discuss the challenges we have encountered. Our implementation utilizes external components such as \emph{MBP}, a \emph{PDDL}-conform planner, and \emph{Triana}, a workflow specification and execution framework. An alternative approach involving \emph{BPEL4WS} is discussed.}, language = {en} } @article{SchintkeDeMecquenemGuarinoetal., author = {Schintke, Florian and De Mecquenem, Ninon and Guarino, Vanessa Emanuela and Hilbrich, Marcus and Lehmann, Fabian and Sattler, Rebecca and Sparka, Jan Arne and Speckhard, Daniel and Stolte, Hermann and Vu, Anh Duc and Leser, Ulf}, title = {Validity Constraints for Data Analysis Workflows}, series = {arXiv}, journal = {arXiv}, doi = {10.48550/arXiv.2305.08409}, pages = {1 -- 28}, language = {en} } @article{SchintkeBelhajjameDeMecquenemetal., author = {Schintke, Florian and Belhajjame, Khalid and De Mecquenem, Ninon and Frantz, David and Guarino, Vanessa Emanuela and Hilbrich, Marcus and Lehmann, Fabian and Missier, Paolo and Sattler, Rebecca and Sparka, Jan Arne and Speckhard, Daniel T. and Stolte, Hermann and Vu, Anh Duc and Leser, Ulf}, title = {Validity constraints for data analysis workflows}, series = {Future Generation Computer Systems}, volume = {157}, journal = {Future Generation Computer Systems}, doi = {10.1016/j.future.2024.03.037}, pages = {82 -- 97}, language = {en} }