1.

Record Nr.

UNINA9910350312803321

Autore

Azizi Aydin

Titolo

Applications of Artificial Intelligence Techniques in Industry 4.0 / / by Aydin Azizi

Pubbl/distr/stampa

Singapore : , : Springer Singapore : , : Imprint : Springer, , 2019

ISBN

981-13-2640-1

Edizione

[1st ed. 2019.]

Descrizione fisica

1 online resource (70 pages)

Collana

SpringerBriefs in Applied Sciences and Technology, , 2191-530X

Disciplina

658.0563

Soggetti

Electrical engineering

Artificial intelligence

Engineering economics

Engineering economy

Communications Engineering, Networks

Artificial Intelligence

Engineering Economics, Organization, Logistics, Marketing

Lingua di pubblicazione

Inglese

Formato

Materiale a stampa

Livello bibliografico

Monografia

Nota di contenuto

Introduction -- Modern Manufacturing -- RFID Network Planning -- Hybrid Artificial Intelligence Optimization Technique -- Implementation.

Sommario/riassunto

This book is to presents and evaluates a way of modelling and optimizing nonlinear RFID Network Planning (RNP) problems using artificial intelligence techniques. It uses Artificial Neural Network models (ANN) to bind together the computational artificial intelligence algorithm with knowledge representation an efficient artificial intelligence paradigm to model and optimize RFID networks. This effort leads to proposing a novel artificial intelligence algorithm which has been named hybrid artificial intelligence optimization technique to perform optimization of RNP as a hard learning problem. This hybrid optimization technique consists of two different optimization phases. First phase is optimizing RNP by Redundant Antenna Elimination (RAE) algorithm and the second phase which completes RNP optimization process is Ring Probabilistic Logic Neural Networks (RPLNN). The hybrid paradigm is explored using a flexible manufacturing system (FMS) and



the results are compared with well-known evolutionary optimization technique namely Genetic Algorithm (GA) to demonstrate the feasibility of the proposed architecture successfully.