Simulation Notes Europe, Volume 32(3), Special Issue ASIM SPL 2021, September 2022

Development of an Integrated Solution for Data Farming and Knowledge Discovery in Simulation Data

Simulation Notes Europe SNE 32(3), 2022, 121-126
DOI: 10.11128/sne.32.tn.10611

Abstract

Simulation is an established methodology for planning and evaluating manufacturing and logistics systems. In contrast to classical simulation studies, the method of knowledge discovery in simulation data uses a simulation model as a data generator (data farming). Subsequently, hidden, previously unknown and potentially useful cause-effect relationships can be uncovered on the generated data using data mining and visual analytics methods. So far, however, there was a lack of integrated, easy-to-use software solutions for the application of the data farming in operational practice. This paper presents such an integrated solution, which allows generating experiment designs, implements a method to distribute the necessary experiment runs, and provides the user with tools to analyze and visualize the result data.