Construction of a Concept of Neuronal Modeling
Published on 25. February 2022
LV, 848 pages
978-3-658-35999-7 (ISBN)
Description
The business problem of having inefficient processes, imprecise process analyses and simulations as well as non-transparent artificial neuronal network models can be overcome by an easy-to-use modeling concept. With the aim of developing a flexible and efficient approach to modeling, simulating and optimizing processes, this paper proposes a flexible Concept of Neuronal Modeling (CoNM). The modeling concept, which is described by the modeling language designed and its mathematical formulation and is connected to a technical substantiation, is based on a collection of novel sub-artifacts. As these have been implemented as a computational model, the set of CoNM tools carries out novel kinds of Neuronal Process Modeling (NPM), Neuronal Process Simulations (NPS) and Neuronal Process Optimizations (NPO). The efficacy of the designed artifacts was demonstrated rigorously by means of six experiments and a simulator of real industrial production processes.
More details
Series
Edition
1st ed. 2022
Language
English
Place of publication
Wiesbaden
Germany
Publishing group
Springer Fachmedien Wiesbaden GmbH
Target group
Professional and scholarly
Product notice
Reflowable
Illustrations
LV, 848 p. 193 illus., 26 illus. in color.
File size
57,68 MB
ISBN-13
978-3-658-35999-7 (9783658359997)
DOI
10.1007/978-3-658-35999-7
Schweitzer Classification
Other editions
Additional editions
Marcus Grum
Construction of a Concept of Neuronal Modeling
Book
02/2022
Springer Gabler
€149.79
Shipment within 10-15 days
Person
About the author Dr.-Ing. Marcus Grum conducts research on neural networks and knowledge processing. The explainable and ethically justifiable integration of artificial intelligence into economic contexts is a major challenge and the subject of his research. He has worked on numerous research and customer projects in the areas of knowledge management, business process management, and artificial intelligence. He graduated from the studies of computer science as well as economics at the University of Potsdam, the Technical University of Berlin and the Humboldt University of Berlin.
Content
Introduction.- Problem Analysis and Problem Statement.- Objectives and Methodology.- Design.- Implementation.- Demonstration.- Evaluation.- Concluding Remark.
