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通过使用 BPMN 和 CMMN 标准进行过程建模、执行和控制,实现可互操作的术中情境识别系统。

Toward an interoperable, intraoperative situation recognition system via process modeling, execution, and control using the standards BPMN and CMMN.

机构信息

School of Informatics, Research Group Computer Assisted Medicine (CaMed), Reutlingen University, Reutlingen, Germany.

Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Heidelberg, Germany.

出版信息

Int J Comput Assist Radiol Surg. 2024 Jan;19(1):69-82. doi: 10.1007/s11548-023-03004-y. Epub 2023 Aug 24.

Abstract

PURPOSE

For the modeling, execution, and control of complex, non-standardized intraoperative processes, a modeling language is needed that reflects the variability of interventions. As the established Business Process Model and Notation (BPMN) reaches its limits in terms of flexibility, the Case Management Model and Notation (CMMN) was considered as it addresses weakly structured processes.

METHODS

To analyze the suitability of the modeling languages, BPMN and CMMN models of a Robot-Assisted Minimally Invasive Esophagectomy and Cochlea Implantation were derived and integrated into a situation recognition workflow. Test cases were used to contrast the differences and compare the advantages and disadvantages of the models concerning modeling, execution, and control. Furthermore, the impact on transferability was investigated.

RESULTS

Compared to BPMN, CMMN allows flexibility for modeling intraoperative processes while remaining understandable. Although more effort and process knowledge are needed for execution and control within a situation recognition system, CMMN enables better transferability of the models and therefore the system. Concluding, CMMN should be chosen as a supplement to BPMN for flexible process parts that can only be covered insufficiently by BPMN, or otherwise as a replacement for the entire process.

CONCLUSION

CMMN offers the flexibility for variable, weakly structured process parts, and is thus suitable for surgical interventions. A combination of both notations could allow optimal use of their advantages and support the transferability of the situation recognition system.

摘要

目的

为了对复杂、非标准化的手术过程进行建模、执行和控制,需要一种能够反映干预措施可变性的建模语言。由于已有的业务流程模型和符号(BPMN)在灵活性方面已经达到了极限,因此考虑使用案例管理模型和符号(CMMN),因为它可以处理弱结构的流程。

方法

为了分析建模语言的适用性,我们推导出了机器人辅助微创食管切除术和耳蜗植入术的 BPMN 和 CMMN 模型,并将其集成到情况识别工作流中。使用测试用例来对比模型之间的差异,并比较模型在建模、执行和控制方面的优缺点。此外,还研究了对可移植性的影响。

结果

与 BPMN 相比,CMMN 允许在保持可理解性的同时对手术过程进行灵活建模。虽然在情况识别系统中执行和控制需要更多的努力和流程知识,但 CMMN 能够更好地实现模型和系统的可移植性。因此,结论是 CMMN 应该作为 BPMN 的补充,用于灵活的流程部分,这些部分 BPMN 无法充分覆盖,或者作为整个流程的替代。

结论

CMMN 为可变的、弱结构的流程部分提供了灵活性,因此适用于手术干预。两种符号的结合可以充分利用它们的优势,并支持情况识别系统的可移植性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a991/10770268/e2b67ae5a52d/11548_2023_3004_Fig1_HTML.jpg

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