[HTML][HTML] Automated discovery of business process simulation models from event logs

M Camargo, M Dumas, O González-Rojas - Decision Support Systems, 2020 - Elsevier
Business process simulation is a versatile technique to estimate the performance of a
process under multiple scenarios. This, in turn, allows analysts to compare alternative …

Business process simulation on procedural graphical process models: Structuring overview and paths for future research

K Rosenthal, B Ternes, S Strecker - Business & Information Systems …, 2021 - Springer
Business process simulation marks an essential technique for analyzing business
processes and for reasoning about process improvement. With first contributions dating back …

Discovering simulation models

A Rozinat, RS Mans, M Song, WMP van der Aalst - Information systems, 2009 - Elsevier
Process mining is a tool to extract non-trivial and useful information from process execution
logs. These so-called event logs (also called audit trails, or transaction logs) are the starting …

Prescriptive business process monitoring for recommending next best actions

S Weinzierl, S Dunzer, S Zilker, M Matzner - International conference on …, 2020 - Springer
Predictive business process monitoring (PBPM) techniques predict future process behaviour
based on historical event log data to improve operational business processes. Concerning …

From process mining to augmented process execution

D Chapela-Campa, M Dumas - Software and Systems Modeling, 2023 - Springer
Business process management (BPM) is a well-established discipline comprising a set of
principles, methods, techniques, and tools to continuously improve the performance of …

Workflow simulation for operational decision support

A Rozinat, MT Wynn, WMP van der Aalst… - Data & Knowledge …, 2009 - Elsevier
Simulation is widely used as a tool for analyzing business processes but is mostly focused
on examining abstract steady-state situations. Such analyses are helpful for the initial design …

[HTML][HTML] Learning business process simulation models: a hybrid process mining and deep learning approach

M Camargo, D Báron, M Dumas, O González-Rojas - Information Systems, 2023 - Elsevier
Business process simulation is a well-known approach to estimate the impact of changes to
a process with respect to time and cost measures–a practice known as what-if process …

Business process simulation

WMP Van der Aalst, J Nakatumba, A Rozinat… - Handbook on Business …, 2010 - Springer
Although simulation is typically considered as relevant and highly applicable, the use of
simulation is limited in reality. Many organizations have tried to use simulation to analyze …

Process-aware information systems: Lessons to be learned from process mining

WMP Van der Aalst - Transactions on Petri Nets and Other Models of …, 2009 - Springer
Abstract A Process-Aware Information System (PAIS) is a software system that manages and
executes operational processes involving people, applications, and/or information sources …

Runtime integration of machine learning and simulation for business processes

F Meneghello, C Di Francescomarino… - 2023 5th International …, 2023 - ieeexplore.ieee.org
Recent research in Computer Science has investigated the use of Deep Learning (DL)
techniques to complement outcomes or decisions within a Discrete Event Simulation (DES) …