Advances in Service-Oriented and Cloud Computing: International Workshops of ESOCC 2022 Wittenberg, Germany, March 22–24, 2022 Revised Selected Papers

Description

This volume contains the technical papers presented in the workshops, which took place at the 9th European Conference on Service-Oriented and Cloud Computing, ESOCC 2022, held in Wittenberg, Germany, in March 2022. The 4 full papers and 7 short papers included in these proceedings were carefully reviewed and selected from 17 submissions. The workshop proceedings volume of ESOCC 2022 contains contributions from the following workshops and events: First International Workshop on AI for Web Application Infrastructure and Cloud Platform Security (AWACS 2022)PhD Symposium of ESOCC 2022ESOCC 2022 Projects TrackESOCC 2022 Industrial Track Workshop Editors Preface Organization Contents First International Workshop on AI for Web Application Infrastructure and Cloud Platform Security (AWACS 2022) Preface to the AWACS 2022 Workshop Organization Workshop Co-organizers Program Committee Additional Reviewers Towards a Metadata Management System for Provenance, Reproducibility and Accountability in Federated Machine Learning 1 Introduction 2 Background 2.1 Federated Machine Learning 2.2 Data Governance 2.3 ML Metadata Management 3 Related Work 4 FML Metadata Management 5 Metadata for Governance in FML 6 Metadata Management System 6.1 Architecture View 6.2 Implementation 7 Use Case Demonstration 7.1 Metadata Uses 7.2 Experiment Settings 7.3 Assessment of Uses 8 Conclusions and Future Work References Towards a Secure Peer-to-Peer Federated Learning Framework 1 Introduction 2 Problem Statement 2.1 Underlying Threat Model 2.2 Federated Preprocessing of Training and Test Data 3 Concept of the Decentralized P2P Framework 3.1 Secure Model Aggregation 3.2 Secure Preprocessing Tasks 4 Experiments 4.1 DNN Architecture and Example Dataset 4.2 Procedure and Evaluation 5 Related Work 6 Conclusion and Future Work References MIDA: Micro-flow Independent Detection of DDoS Attacks with CNNs 1 Introduction 2 MIDA in a Nutshell 3 Traffic Aggregation 4 Classification with CNNs 5 Data Sets 6 Performance Results 7 Conclusion and Future Work References ESOCC 2022 PhD Symposium En ESOCC 2022 PhD Symposium Chairs Program Committee Improving the Key Exchange Process of the eXtended Triple Diffie-Hellman Protocol with Blockchain 1 Introduction 2 Background and Related Work 3 Motivation 4 Design 5 Implementation 6 Experiments 7 Conclusions and Future Work References Towards Data Governance for Federated Machine Learning 1 Introduction 2 Related Work 3 Hypothesis and Goals 4 Methodology 4.1 Study of the State of the Art 4.2 Conception of Federated Machine Learning Data Governance 4.3 Development of the Data Governance Solution 4.4 Evaluation and Optimization, with Experimentation in both Simulated and Real Use Cases 5 A Preliminary Approach for FML-DG 6 Conclusions and Future Work References ESOCC 2022 Projects Track En ESOCC 2022 Projects Track Chair Program Committee QuickFaaS: Providing Portability and Interoperability Between FaaS Platforms 1 Introduction 2 Challenges in FaaS Adoption 3 QuickFaaS 3.1 Function Definition 4 Conclusion and Future Work References Cloud Computing Continuum Research Topics and Challenges. A Multi-source Analysis 1 Introduction 2 Methodology 3 Cloud Computing Continuum Research Topics and Challenges 4 Conclusions References Developing a New DevOps Modelling Language to Support the Creation of Infrastructure as Code 1 Introduction 2 Current IaC Approaches 3 DOML Modelling Principles 3.1 A Single Model for Multiple IaC Code Fragments 3.2 Separation of Concerns and Multiple Modelling Layers 4 An Example of a DOML Model 5 Discussion References Urban Heat Island Detection Utilizing Citizen Science 1 Introduction 2 System Architecture 3 UHI Detection 4 Discussion References Using a Multi-sourced Methodology to Identify Challenges in Software Technologies Research 1 Introduction 2 Approach and Methodology to Determine the Research Challenges and Recommendations 3 Identified Research Challenges References ESOCC 2022 Industrial Track En ESOCC 2022 Industrial Track Chair Rethinking Monitoring for Cloud Environments: BMC Software AIOps Case Study 1 Introduction 1.1 BMC AIOps – Background 2 A Service Centric Perspective on Noise Reduction 3 Incremental Differential Clustering for Causality Reference Author Index