Chen Wang

PhD Student School of Engineering and Computer Science

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Thesis Info

Research Interests: Semantic Matchmaking, Semantic Web Service Composition, Genetic Programming, Estimation of Distribution Algorithm
Thesis Title: Comprehensive Quality-Aware Automated Semantic Web Service Composition
Supervisor: Dr Hui Ma and Dr Aaron Chen

 

Research Interests

Automated Web service composition is an NP-hard problem, and it has been raising much attention in the research community due to the computational challenge and real-world applicability. Existing works either optimize QoS or semantic matchmaking quality or are semi-automated approaches. The focus of our studies on service composition is to find effective and efficient approaches to comprehensive quality-aware semantic Web service composition, which aims to optimize semantic matchmaking quality and Quality of service (QoS) simultaneously. We will address this problem by achieving the following objectives: (1) developing EC-based approaches that explicitly support the comprehensive quality, (2) developing multi-objective approaches for optimizing the quality criteria involved in the comprehensive quality, (3) developing EC-based composition approaches for dynamic service composition while handling various changes of composition environment, and (4) developing EC-based approaches for semantic Web service composition supporting precondition and effects.

Publications

  1. WANG, C., MA, H., CHEN, G., AND HARTMANN, S. ''Comprehensive Quality-Aware Automated Semantic Web service Composition". AI 2017: Advances in Artificial Intelligence: 30th Australasian Joint Conference. 2017, pp. 195-207. Springer (2017)
  2. WANG, C., MA, H., CHEN, G., AND HARTMANN, S. ''GP-Based Approach to Comprehensive Quality-aware automated semantic Web service composition". In Proceedings of the International Conference on Simulated Evolution and Learning (SEAL'2017). pp. 170-183. Springer (2017)
  3. WANG, C., MA, H., AND CHEN, G.''EDA-Based Approach to Comprehensive Quality-aware automated semantic Web service composition". In Proceedings of the Genetic and Evolutionary Computation Conference Companion (GECCO'18). pp. 147-148. ACM (2018)
  4. WANG, C., MA, H., CHEN, G., AND HARTMANN, S. "Knowledge-Driven Automated Web Service Composition --- An EDA-Based Approach". In Proceedings of the International Conference on Web Information Systems Engineering (WISE'18). pp 135-150. Springer (2018)
  5. WANG, C., MA, H., CHEN, G., AND HARTMANN, S. "Towards Fully Automated Semantic Web Service Composition Based on Estimation of Distribution Algorithm". In Proceedings of the 31st Australasian Joint Conference on Artificial Intelligence. pp 458-471. Springer (2018)
  6. WANG, C., MA, H., CHEN, G., AND HARTMANN, S. "Evolutionary Multitasking for Semantic Web Service Composition". In Proceedings of 2019 IEEE Congress on Evolutionary Computation (CEC'2019). pp 2490 - 2497 IEEE (2019)
  7. YU, Y., MA, H., CHEN, G., FENG, Y., AND WANG, C. "Achieving Flexible Scheduling of Heterogeneous Workflows in Cloud through a Genetic Programming Based Approach". In Proceedings of 2019 IEEE Congress on Evolutionary Computation (CEC'2019). pp 3102 - 3109 IEEE (2019)
  8. WANG, C., MA, H., CHEN, G., AND HARTMANN, S. "A Memetic NSGA-II with EDA-Based Local Search for Fully Automated Multiobjective Web Service Composition". In Proceedings of the Genetic and Evolutionary Computation Conference Companion (GECCO'19). pp 421-422 ACM (2019)
  9. WANG, C., MA, H., AND CHEN, G.. "Using EDA-Based Local Search to improve the performance of NSGA-II for Multiobjective Semantic Web Service Composition". In Proceedings of the 30th International Conference on Databases and Expert Systems Applications (DEXA'2019). pp 434-451. Springer (2019)
  10. WANG, C., MA, H., CHEN, G., AND HARTMANN, S. "Towards Robust Web Service Composition with Stochastic Service Failures Based on a Genetic Algorithm". AI 2019: Advances in Artificial Intelligence: 32th Australasian Joint Conference. Springer (2019) (Accepted)

Preprints

  1. WANG, C., MA, H., AND CHEN, G.. "Memetic EDA-Based Approaches to Comprehensive Quality-Aware Automated Semantic Web Service Composition". arXiv preprint arXiv:1906.07900. 2019 Jun 19.