Papers
Topics
Authors
Recent
Gemini 2.5 Flash
Gemini 2.5 Flash
102 tokens/sec
GPT-4o
59 tokens/sec
Gemini 2.5 Pro Pro
43 tokens/sec
o3 Pro
6 tokens/sec
GPT-4.1 Pro
50 tokens/sec
DeepSeek R1 via Azure Pro
28 tokens/sec
2000 character limit reached

Unraveling the Never-Ending Story of Lifecycles and Vitalizing Processes (2407.17881v1)

Published 25 Jul 2024 in cs.DB, cs.AI, and cs.SE

Abstract: Business process management (BPM) has been widely used to discover, model, analyze, and optimize organizational processes. BPM looks at these processes with analysis techniques that assume a clearly defined start and end. However, not all processes adhere to this logic, with the consequence that their behavior cannot be appropriately captured by BPM analysis techniques. This paper addresses this research problem at a conceptual level. More specifically, we introduce the notion of vitalizing business processes that target the lifecycle process of one or more entities. We show the existence of lifecycle processes in many industries and that their appropriate conceptualizations pave the way for the definition of suitable modeling and analysis techniques. This paper provides a set of requirements for their analysis, and a conceptualization of lifecycle and vitalizing processes.

Analysis of Lifecycle and Vitalizing Processes in BPM

The paper "Unraveling the Never-Ending Story of Lifecycles and Vitalizing Processes" authored by Stephan A. Fahrenkrog-Petersen et al., addresses significant limitations in the field of Business Process Management (BPM) related to the analysis of non-teleological processes. Traditional BPM techniques predominantly focus on processes with well-defined start and end states, often referred to as teleological processes. This research underscores the existence of lifecycle processes, which do not follow this simple linear structure but instead exhibit growth or decay over time driven by natural or external factors. These processes require a different approach to analysis, which the paper terms as vitalizing processes.

The crux of the paper is the conceptual introduction of lifecycle and vitalizing processes and the inherent challenges in analyzing them using conventional BPM techniques. The authors propose a detailed conceptual model to capture these processes and describe several real-world examples that highlight the necessity for this new approach.

Conceptualizing Lifecycle and Vitalizing Processes

The paper delineates lifecycle processes with respect to focal entities, related events, and vital signs. A lifecycle process charts the temporal sequence of events and observations of an entity's vital signs throughout its existence. For instance, the lifecycle process of a patient would include various health events and metrics like blood pressure or sugar levels. Vitalizing processes are those continuous interventions intended to stabilize or enhance the condition of an entity. The treatment regimes of a chronic disease patient serve as a prime example.

The essential concepts from the paper's conceptual model include:

  • Entity Type and Lifecycle Process: This defines the category and typical evolution trajectory of the entity.
  • Motor Type: Represents natural trends affecting the entity, like the development stages of a patient or an engine's wear and tear.
  • Vitalizing Process: Active interventions aimed at maintaining or improving the condition of the entity, such as medical treatments or maintenance activities.

The model extends to instance-level concepts, encapsulating entities, motors, vital signs, states, lifecycle histories, events, and specific actions within vitalizing cases.

Limitations of Traditional BPM Techniques

The authors highlight several critical limitations of traditional BPM techniques in addressing lifecycle and vitalizing processes:

  • Absence of Specific End State: Lifecycle processes often do not have a defined endpoint, making the objective more about maintaining a steady state rather than reaching a destination.
  • Recurring Behavior: Vitalizing processes, unlike traditional business processes, involve repetitive actions essential for maintaining the state of the entity.
  • Temporal Regularity: Many vitalizing processes are scheduled regularly rather than being conducted as efficiently as possible.
  • Handling Multi-Facet Data: The integration of continuous vital signs data alongside event-based data poses a significant challenge.
  • Impact of Lifecycle on State: Understanding how various actions and events impact the state and trend of an entity over its lifecycle is crucial.
  • State of an Entity: The necessity to capture and utilize the current state and history of the entity to inform ongoing processes.
  • Motor as Natural Trend: Lifecycle processes require consideration of natural trends influencing the entity's evolution.

Related Work and Cross-Disciplinary Insights

The paper compares existing BPM models and their applicability to lifecycle processes, noting gaps particularly in continuous cyclic structures, data-centric approaches, and time-series related approaches in BPM. To fill these gaps, the authors draw interdisciplinary insights from time series analysis, social sequence analysis, and mortality analysis.

Implications and Future Directions

The theoretical implications of this research are profound, as it calls for the development of new modeling and analytical techniques within BPM to accommodate lifecycle and vitalizing processes. Practically, this work holds potential for enhancing process management across industries such as healthcare, agriculture, and software development, where entities undergo continuous states of maintenance and improvement rather than linear progression to an end state.

The paper underscores the importance of developing new techniques and integrating existing methodologies from various research areas to adequately address the unique requirements of lifecycle processes. Future research directions include devising comprehensive analysis techniques tailored to lifecycle and vitalizing processes, gathering real-world data to validate these models, and extending existing BPM tools to support these new methods.

Conclusion

"Unraveling the Never-Ending Story of Lifecycles and Vitalizing Processes" makes a significant conceptual contribution to BPM by identifying and addressing the limitations of traditional techniques in handling non-teleological processes. By introducing and modeling lifecycle and vitalizing processes, the authors pave the way for future research and practical advancements in managing the continuous and often complex evolution of entities across various domains.

User Edit Pencil Streamline Icon: https://streamlinehq.com
Authors (4)
  1. Stephan A. Fahrenkrog-Petersen (11 papers)
  2. Saimir Bala (2 papers)
  3. Luise Pufahl (9 papers)
  4. Jan Mendling (27 papers)