THE USE OF ARTIFICIAL INTELLIGENCE IN AUTOMATED IN-HOUSE LOGISTICS CENTRES
Tomasz Rymarczyk
tomasz.rymarczyk@netrix.com.pl1Research and Development Center, Netrix S.A., Lublin, 2University of Economics and Innovation in Lublin (Poland)
Grzegorz Kłosowski
Lublin University of Technology, Faculty of Management, Department of Organization of Enterprise (Poland)
Abstract
The paper deals with the problem of works transport organization in logistic center with the use of artificial intelligence algorithms. The presented approach is based on non-changeable path during travel along a given loop. The ordered set of containers requesting transport service was determined by fuzzy logic, while the sequence of containers in a loop was optimized by genetic algorithms. A solution for semi-autonomous transport vehicles wherein the control system informs the driver about optimal route was presented. The obtained solution was verified by a computer simulation.
Keywords:
logistics, fuzzy logic, intelligent transportation systems, genetic algorithmsReferences
Atzori L., Iera A., Morabito G.: The internet of things: a survey. Computer Networks 54/2010, 2787–2805.
Google Scholar
Bai L., et al.: Centralized and optimal motion planning for large-scale AGV systems: A generic approach. Advances in Engineering Software 106/2017, 33–46.
Google Scholar
Barton D., Court D.: Making advanced analytics work for you. Harvard Business Review 90/2012, 79–83.
Google Scholar
Hofmann E., Rüsch M.: Industry 4.0 and the current status as well as future prospects on logistics. Computers in Industry 89/2017, 23–34.
Google Scholar
Neradilova H., Fedorko G.: Simulation of the Supply of Workplaces by the AGV in the Digital Factory. Procedia Engineering 192/2017, 638–643.
Google Scholar
Tsan-Ming C., Chun-Hung C., Hing-Kai C.: Risk management of logistics systems. 2016.
Google Scholar
Xanthopoulos A., Vlachos D., Iakovou E.: Optimal newsvendor policies for dual-sourcing supply chains: a disruption risk management framework. Comput. Oper. Res. 39/2012, 350–357.
Google Scholar
Authors
Tomasz Rymarczyktomasz.rymarczyk@netrix.com.pl
1Research and Development Center, Netrix S.A., Lublin, 2University of Economics and Innovation in Lublin Poland
Authors
Grzegorz KłosowskiLublin University of Technology, Faculty of Management, Department of Organization of Enterprise Poland
Statistics
Abstract views: 464PDF downloads: 159
License
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
Most read articles by the same author(s)
- Tomasz Rymarczyk, Barbara Stefaniak, Przemysław Adamkiewicz, NEURAL NETWORK AND CONVOLUTIONAL ALGORITH TO EXTRACT SHAPES BY E-MEDICUS APPLICATION , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 8 No. 3 (2018)
- Tomasz Rymarczyk, Paweł Tchórzewski, HYBRID TECHNIQUES TO SOLVE OPTIMIZATION PROBLEMS IN EIT , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 7 No. 1 (2017)
- Tomasz Rymarczyk, Paweł Tchórzewski, Jan Sikora, COUPLING BOUNDARY ELEMENT METHOD WITH LEVEL SET METHOD TO SOLVE INVERSE PROBLEM , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 7 No. 1 (2017)
- Krzysztof Król, Tomasz Rymarczyk, Konrad Niderla, Edward Kozłowski, SENSOR PLATFORM OF INDUSTRIAL TOMOGRAPHY FOR DIAGNOSTICS AND CONTROL OF TECHNOLOGICAL PROCESSES , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 13 No. 1 (2023)
- Tomasz Rymarczyk, Grzegorz Kłosowski, Tomasz Cieplak, THE USE OF PETRI NETS IN DECISION SUPPORT SYSTEMS BASED ON INTELLIGENT MULTIPLY SOURCE DATA ANALYSIS , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 7 No. 4 (2017)
- Michał Gołąbek, Tomasz Rymarczyk, DESIGN OF INNOVATIVE MEASUREMENT SYSTEMS IN ULTRASONIC TOMOGRAPHY , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 12 No. 2 (2022)
- Tomasz Rymarczyk, Przemysław Adamkiewicz, Jakub Szumowski, Konrad Niderla, Łukasz Gołąbek, Jan Sikora, CONCEPT OF DETECTION SYSTEM TO LOCALIZE INSIDE CLOSED AREA BY RADIO TOMOGRAPHIC IMAGING , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 7 No. 1 (2017)
- Tomasz Cieplak, Tomasz Rymarczyk, Grzegorz Kłosowski, USING MICROSERVICES ARCHITECTURE AS ANALYTICAL SYSTEM FOR ELECTRICAL IMPEDANCE TOMOGRAPHY IMAGING , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 8 No. 1 (2018)
- Tomasz Rymarczyk, ANALYSIS MEDICAL AND STEREOSCOPIC IMAGES BY E-MEDICUS SYSTEM , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 8 No. 2 (2018)
- Grzegorz Kłosowski, Edward Kozłowski, USE OF MULTICRITERIAL OPTIMIZATION IN FURNITURE MANUFACTURING PROCESS , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 7 No. 4 (2017)
