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Erhan Leblebici, Anthony Anjorin, Andy Schrr ON COMBINING TRIPLE GRAPH GRAMMARS AND LINEAR OPTIMISATION TECHNIQUES A Real-World Example: Overview Robin Oppermann: A Configurable, Model-Driven Approach to Optimal Scheduling using Triple


  1. Erhan Leblebici, Anthony Anjorin, Andy Schürr ON COMBINING TRIPLE GRAPH GRAMMARS AND LINEAR OPTIMISATION TECHNIQUES

  2. A Real-World Example: Overview Robin Oppermann: 
 A Configurable, Model-Driven Approach to Optimal Scheduling using Triple Graph Grammars and Linear Progamming. Ongoing Master’s Thesis, Paderborn University in collaboration with dSpace � 2

  3. A Real-World Example: Overview A series of recurring manual tests have to be executed. Robin Oppermann: 
 A Configurable, Model-Driven Approach to Optimal Scheduling using Triple Graph Grammars and Linear Progamming. Ongoing Master’s Thesis, Paderborn University in collaboration with dSpace � 2

  4. A Real-World Example: Overview A series of recurring manual tests have to be executed. A test manager has to create a test schedule assigning test items to developers. Robin Oppermann: 
 A Configurable, Model-Driven Approach to Optimal Scheduling using Triple Graph Grammars and Linear Progamming. Ongoing Master’s Thesis, Paderborn University in collaboration with dSpace � 2

  5. A Real-World Example: Overview A series of recurring manual tests have to be executed. Developers are only A test manager has to available for this create a test schedule purpose a few hours a assigning test items to week due to other developers. responsibilities. Robin Oppermann: 
 A Configurable, Model-Driven Approach to Optimal Scheduling using Triple Graph Grammars and Linear Progamming. Ongoing Master’s Thesis, Paderborn University in collaboration with dSpace � 2

  6. A Real-World Example: Overview A series of recurring manual Developers are also on tests have to be executed. vacation now and then… Developers are only A test manager has to available for this create a test schedule purpose a few hours a assigning test items to week due to other developers. responsibilities. Robin Oppermann: 
 A Configurable, Model-Driven Approach to Optimal Scheduling using Triple Graph Grammars and Linear Progamming. Ongoing Master’s Thesis, Paderborn University in collaboration with dSpace � 2

  7. A Real-World Example: Overview A series of recurring manual Developers are also on tests have to be executed. vacation now and then… … and might Developers are only A test manager has to not have the available for this create a test schedule required purpose a few hours a assigning test items to expertise for week due to other developers. all tasks. responsibilities. Robin Oppermann: 
 A Configurable, Model-Driven Approach to Optimal Scheduling using Triple Graph Grammars and Linear Progamming. Ongoing Master’s Thesis, Paderborn University in collaboration with dSpace � 2

  8. A Real-World Example: Metamodels Area Responsibility Task Person Availability Execution hours: EInt duration: EInt week: WEEKS � 3

  9. A Real-World Example: Metamodels There are predefined areas and people in charge of these areas. Area Responsibility Task Person Availability Execution hours: EInt duration: EInt week: WEEKS � 3

  10. A Real-World Example: Metamodels There are predefined areas and people in charge of these areas. Area Responsibility Task Person Availability Execution hours: EInt duration: EInt week: WEEKS A test schedule maps executions to availabilities. � 3

  11. A Real-World Example: Allocation Rules t:Task p:Person ++ e:Execution a:Availability e.duration ≤ a.hours � 4

  12. A Real-World Example: Allocation Rules t:Task p:Person ++ e:Execution a:Availability e.duration ≤ a.hours In general, anyone can do anything as long as they have the time for it… � 4

  13. A Real-World Example: Allocation Rules t:Task p:Person ++ e:Execution a:Availability e.duration ≤ a.hours ar:Area r:Responsibility t:Task p:Person p’:Person ++ e:Execution a:Availability e.duration ≤ a.hours � 5

  14. A Real-World Example: Allocation Rules t:Task p:Person Only test things that are not ++ e:Execution a:Availability in your area of responsibility? e.duration ≤ a.hours ar:Area r:Responsibility t:Task p:Person p’:Person ++ e:Execution a:Availability e.duration ≤ a.hours � 5

  15. A Real-World Example: Allocation Rules ar:Area r:Responsibility t:Task p:Person t:Task p:Person p’:Person ++ ++ e:Execution a:Availability e:Execution a:Availability e.duration ≤ a.hours e.duration ≤ a.hours ar:Area r:Responsibility t:Task p:Person ++ e:Execution a:Availability e.duration ≤ a.hours � 6

  16. A Real-World Example: Allocation Rules ar:Area r:Responsibility t:Task p:Person t:Task p:Person p’:Person ++ ++ e:Execution a:Availability e:Execution a:Availability e.duration ≤ a.hours e.duration ≤ a.hours Or perhaps being an expert makes you the best tester possible? ar:Area r:Responsibility t:Task p:Person ++ e:Execution a:Availability e.duration ≤ a.hours � 6

  17. A Real-World Example: Allocation Rules ar:Area r:Responsibility t:Task p:Person t:Task p:Person p’:Person ++ ++ e:Execution a:Availability e:Execution a:Availability e.duration ≤ a.hours e.duration ≤ a.hours ar:Area r:Responsibility t:Task p:Person ++ e’:Execution a’:Availability e:Execution a:Availability e.duration ≤ a.hours t:Task p:Person ++ e:Execution a:Availability e.duration ≤ a.hours � 7

  18. A Real-World Example: Allocation Rules ar:Area r:Responsibility t:Task p:Person t:Task p:Person p’:Person ++ ++ e:Execution a:Availability e:Execution a:Availability e.duration ≤ a.hours e.duration ≤ a.hours ar:Area r:Responsibility t:Task p:Person ++ e’:Execution a’:Availability e:Execution a:Availability e.duration ≤ a.hours t:Task p:Person Should the same person test as many executions of the same task as possible? Or is this a terrible idea? ++ e:Execution a:Availability e.duration ≤ a.hours � 7

  19. A Real-World Example: Allocation Rules ar:Area r:Responsibility t:Task p:Person t:Task p:Person p’:Person ++ ++ e:Execution a:Availability e:Execution a:Availability e.duration ≤ a.hours e.duration ≤ a.hours e’:Execution a’:Availability ar:Area r:Responsibility t:Task p:Person t:Task p:Person ++ e:Execution a:Availability ++ e.duration ≤ a.hours e:Execution a:Availability e.duration ≤ a.hours � 8

  20. Similar Application Domains � 9

  21. Similar Application Domains 1. Allocation Engineering: • Tasks to resources • Programs to ECUs • Functions to nodes in a network • … � 9

  22. Similar Application Domains 1. Allocation Engineering: • Tasks to resources • Programs to ECUs • Functions to nodes in a network • … 2. Traceability Maintenance: • Suggest traceability links • Check manually created traceability links • Flag “suspect links” after changes � 9

  23. Similar Application Domains 1. Allocation Engineering: • Tasks to resources • Programs to ECUs • Functions to nodes in a network • … 2. Traceability Maintenance: • Suggest traceability links • Check manually created traceability links • Flag “suspect links” after changes 3. Model Synchronisation: • Start with existing, independently created models • Identify inconsistencies � 9

  24. Our Approach Erhan Leblebici: 
 2016: Towards a Graph Grammar-Based Approach to Inter-Model Consistency Checks with Traceability Support. Bx@ETAPS 2016: 35-39 Erhan Leblebici, Anthony Anjorin, Andy Schürr: 
 2017: Inter-model Consistency Checking Using Triple Graph Grammars and Linear Optimization Techniques. FASE 2017: 191-207 Erhan Leblebici: 
 2018: Inter-Model Consistency Checking and Restoration with Triple Graph Grammars. PhD Thesis, Darmstadt University of Technology, Germany 2018 Nils Weidmann: 
 Consistency Management via a Combination of Triple Graph 2018: Grammars and Integer Linear Programming. Master’s Thesis, Paderborn University, Germany 2018 � 10

  25. Our Approach Erhan Leblebici: 
 2016: Towards a Graph Grammar-Based Approach to Inter-Model Consistency Checks with Traceability Support. Bx@ETAPS 2016: 35-39 Erhan Leblebici, Anthony Anjorin, Andy Schürr: 
 2017: Inter-model Consistency Checking Using Triple Graph Grammars and Linear Optimization Techniques. FASE 2017: 191-207 Erhan Leblebici: 
 2018: Inter-Model Consistency Checking and Restoration with Triple Graph Grammars. PhD Thesis, Darmstadt University of Technology, Germany 2018 Nils Weidmann: 
 Consistency Management via a Combination of Triple Graph 2018: Grammars and Integer Linear Programming. Master’s Thesis, Paderborn University, Germany 2018 � 10

  26. Our Approach Basic idea of how to perform consistency checking with TGGs Erhan Leblebici: 
 2016: Towards a Graph Grammar-Based Approach to Inter-Model Consistency Checks with Traceability Support. Bx@ETAPS 2016: 35-39 Erhan Leblebici, Anthony Anjorin, Andy Schürr: 
 2017: Inter-model Consistency Checking Using Triple Graph Grammars and Linear Optimization Techniques. FASE 2017: 191-207 Erhan Leblebici: 
 2018: Inter-Model Consistency Checking and Restoration with Triple Graph Grammars. PhD Thesis, Darmstadt University of Technology, Germany 2018 Nils Weidmann: 
 Consistency Management via a Combination of Triple Graph 2018: Grammars and Integer Linear Programming. Master’s Thesis, Paderborn University, Germany 2018 � 10

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