Cost-aware process modeling in multiclouds

被引:4
作者
Ritter, Daniel [1 ]
机构
[1] SAP, Cloud Platform, Walldorf, Germany
关键词
Application integration; Cost-aware modeling; Integration processes; Multicloud; Security; SERVICE PROVISIONING PROBLEM; BIN PACKING; CLOUD;
D O I
10.1016/j.is.2021.101969
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Process digitization and integration is an increasing need for enterprises. At the same time, process platform-as-a-service (PPaaS) vendors (e.g., business process- or integration-as-a-service) and their customers strive to minimize the cost of operation of platforms and processes. While current PPaaS technology mainly runs in single-clouds, multicloud settings are gaining importance. However, their promised freedom of selecting the best option for a specific problem is currently not realized. Moreover, important cloud-aspects like security constraints are handled in a cost-intensive manner for PPaaS vendors (e.g., by isolating tenants at container level). This leads to security vs. costs goal conflicts, while costs remain intransparent to process modelers. In this work, we propose a design-time placement method for processes in multiclouds that is costoptimal for PPaaS problem sizes, and respects configurable security constraints of their customers. To make the solution tractable for larger, productive PPaaS processes deployments, it is relaxed by using a local search heuristic, and complemented by correctness-preserving model decomposition. This allows for a novel perspective on cost-aware process modeling from a process modeler's perspective. The multicloud process placement is evaluated on real-world integration processes with respect to cost- and runtime-efficiency, resulting in interesting trade-offs. The process modeler's perspective is investigated based on a new cost-aware modeling process, featuring the interaction between the user and the PPaaS vendor through ad-hoc multicloud cost calculation and correctness-preserving, process cost reduction proposals. (c) 2021 Elsevier Ltd. All rights reserved.
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页数:21
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