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.
引用
收藏
页数:21
相关论文
共 50 条
  • [1] A Framework for Cost-Aware Process Management: Cost Reporting and Cost Prediction
    Wynn, Moe Thandar
    Low, Wei Zhe
    ter Hofstede, Arthur H. M.
    Nauta, Wiebe
    JOURNAL OF UNIVERSAL COMPUTER SCIENCE, 2014, 20 (03) : 406 - 430
  • [2] Modeling Cost-Aware Web Services Composition Using PTCCS
    Xiao Fangxiong
    Huang Zhiqiu
    Cao Zining
    Hu Jun
    Liu LinYuan
    2009 IEEE INTERNATIONAL CONFERENCE ON WEB SERVICES, VOLS 1 AND 2, 2009, : 461 - 468
  • [3] Cost-aware Cascading Bandits
    Zhou, Ruida
    Gan, Chao
    Yang, Jing
    Shen, Cong
    PROCEEDINGS OF THE TWENTY-SEVENTH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, 2018, : 3228 - 3234
  • [4] Cost-aware sequential diagnostics
    Bernhard Ganter
    Annals of Mathematics and Artificial Intelligence, 2024, 92 : 59 - 75
  • [5] A Cost-Aware Logical Framework
    Niu, Yue
    Sterling, Jonathan
    Grodin, Harrison
    Harper, Robert
    PROCEEDINGS OF THE ACM ON PROGRAMMING LANGUAGES-PACMPL, 2022, 6 (POPL):
  • [6] Prescriptive Process Monitoring for Cost-Aware Cycle Time Reduction
    Bozorgi, Zahra Dasht
    Teinemaa, Irene
    Dumas, Marlon
    La Rosa, Marcello
    Polyvyanyy, Artem
    2021 3RD INTERNATIONAL CONFERENCE ON PROCESS MINING (ICPM 2021), 2021, : 96 - 103
  • [7] Cost-Aware Cascading Bandits
    Gan, Chao
    Zhou, Ruida
    Yang, Jing
    Shen, Cong
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2020, 68 : 3692 - 3706
  • [8] Cost-Aware Replication for Dataflows
    Castillo, Claris
    Tantawi, Asser N.
    Arroyo, Diana
    Steinder, Malgorzata
    2012 IEEE NETWORK OPERATIONS AND MANAGEMENT SYMPOSIUM (NOMS), 2012, : 171 - 178
  • [9] CAT: A Cost-Aware BitTorrent
    Yamazaki, Shusuke
    Tode, Hideki
    Murakami, Koso
    IEICE TRANSACTIONS ON COMMUNICATIONS, 2008, E91B (12) : 3831 - 3841
  • [10] Cost-aware sequential diagnostics
    Ganter, Bernhard
    ANNALS OF MATHEMATICS AND ARTIFICIAL INTELLIGENCE, 2024, 92 (01) : 59 - 75