001444813 000__ 03893cam\a2200565Ii\4500 001444813 001__ 1444813 001444813 003__ OCoLC 001444813 005__ 20230310003729.0 001444813 006__ m\\\\\o\\d\\\\\\\\ 001444813 007__ cr\un\nnnunnun 001444813 008__ 220304s2022\\\\gw\a\\\\ob\\\\000\0\eng\d 001444813 019__ $$a1301452466$$a1301484589$$a1301767423$$a1301904134$$a1301946221$$a1302004057$$a1302100837$$a1302131664$$a1302177342 001444813 020__ $$a9783658359997$$q(electronic bk.) 001444813 020__ $$a3658359994$$q(electronic bk.) 001444813 020__ $$z9783658359980$$q(print) 001444813 020__ $$z3658359986 001444813 0247_ $$a10.1007/978-3-658-35999-7$$2doi 001444813 035__ $$aSP(OCoLC)1301912221 001444813 040__ $$aGW5XE$$beng$$erda$$epn$$cGW5XE$$dYDX$$dOCLCO$$dOCLCF$$dUKAHL$$dOCLCQ 001444813 0411_ $$aeng$$beng$$bger$$heng 001444813 049__ $$aISEA 001444813 050_4 $$aQA76.87 001444813 08204 $$a006.3/2$$223 001444813 1001_ $$aGrum, Marcus,$$eauthor.$$0(orcid)0000-0002-3815-4238$$1https://orcid.org/0000-0002-3815-4238 001444813 24510 $$aConstruction of a concept of neuronal modeling /$$cMarcus Grum. 001444813 264_1 $$aWiesbaden, Germany :$$bSpringer Gabler,$$c2022. 001444813 300__ $$a1 online resource (lv, 848 pages) :$$billustrations (some color). 001444813 336__ $$atext$$btxt$$2rdacontent 001444813 337__ $$acomputer$$bc$$2rdamedia 001444813 338__ $$aonline resource$$bcr$$2rdacarrier 001444813 4901_ $$aGabler theses,$$x2731-3239 001444813 504__ $$aIncludes bibliographical references. 001444813 5050_ $$aIntroduction -- Problem Analysis and Problem Statement -- Objectives and Methodology -- Design -- Implementation -- Demonstration -- Evaluation -- Concluding Remark. 001444813 506__ $$aAccess limited to authorized users. 001444813 520__ $$aThe business problem of having inefficient processes, imprecise process analyses and simulations as well as non-transparent artificial neuronal network models can be overcome by an easy-to-use modeling concept. With the aim of developing a flexible and efficient approach to modeling, simulating and optimizing processes, this paper proposes a flexible Concept of Neuronal Modeling (CoNM). The modeling concept, which is described by the modeling language designed and its mathematical formulation and is connected to a technical substantiation, is based on a collection of novel sub-artifacts. As these have been implemented as a computational model, the set of CoNM tools carries out novel kinds of Neuronal Process Modeling (NPM), Neuronal Process Simulations (NPS) and Neuronal Process Optimizations (NPO). The efficacy of the designed artifacts was demonstrated rigorously by means of six experiments and a simulator of real industrial production processes. About the author Dr.-Ing. Marcus Grum conducts research on neural networks and knowledge processing. The explainable and ethically justifiable integration of artificial intelligence into economic contexts is a major challenge and the subject of his research. He has worked on numerous research and customer projects in the areas of knowledge management, business process management, and artificial intelligence. He graduated from the studies of computer science as well as economics at the University of Potsdam, the Technical University of Berlin and the Humboldt University of Berlin. 001444813 546__ $$aAbstract in English and German. 001444813 588__ $$aOnline resource; title from PDF title page (SpringerLink, viewed March 4, 2022). 001444813 650_0 $$aNeural networks (Computer science)$$xMathematical models. 001444813 650_0 $$aMachine learning. 001444813 650_6 $$aRéseaux neuronaux (Informatique)$$xModèles mathématiques. 001444813 650_6 $$aApprentissage automatique. 001444813 655_0 $$aElectronic books. 001444813 77608 $$iPrint version: $$z3658359986$$z9783658359980$$w(OCoLC)1274200748 001444813 830_0 $$aGabler theses,$$x2731-3239 001444813 852__ $$bebk 001444813 85640 $$3Springer Nature$$uhttps://univsouthin.idm.oclc.org/login?url=https://link.springer.com/10.1007/978-3-658-35999-7$$zOnline Access$$91397441.1 001444813 909CO $$ooai:library.usi.edu:1444813$$pGLOBAL_SET 001444813 980__ $$aBIB 001444813 980__ $$aEBOOK 001444813 982__ $$aEbook 001444813 983__ $$aOnline 001444813 994__ $$a92$$bISE