Application of algorithmic models of machine learning to the freight transportation process
Journal: Transport technologies (Vol.3, No. 2)Publication Date: 2022-12-10
Authors : Viktoriia Kotenko;
Page : 10-21
Keywords : intellectual approach; machine learning; algorithmic models of machine learning; freight transportation; cargo delivery;
Abstract
The results of the analysis of algorithmic models of machine learning application to the freight transportation process are given in this paper. Analysis of existing research allowed discovering a range of advantages in the application of computational intelligence in logistic systems, including increasing the accuracy of forecasting, reduction of transport costs, increasing the efficiency of cargo delivery, risks reduction, and search for key performance factors. In the research process, the main directions of application of algorithmic models of machine learning were determined. They are vehicle routing, choice of cargo type, transportation type and vehicle type; forecasting fuel consumption by vehicles, disruptions in transportation, transport costs, duration of the order fulfillment; evaluation of the rolling stock fleet and the efficiency of carrying out the transport task. Based on the researched publications, the most common algorithmic models of machine learning in freight transportation were identified, and their effectiveness was analyzed. Linear and logistic regression models are simple enough; however, they do not always provide high simulation results. Deep learning models are quite widely applied to all identified areas. Decision tree and random forest models often show the highest simulation performance. Models of k-nearest neighbors and support vectors should be used both in classification tasks, for example, in choosing the type of cargo and type of transportation, and for forecasting the fuel consumption and the duration of the transport process.
Other Latest Articles
- Forecasting fuel consumption in means of transport with the use of machine learning
- NON-CONVENTIONAL REMEDIAL APPROACH TO INTRAOCULAR NEMATODIASIS IN HORSES UNDER THE FIELD CONDITIONS: THREE CASE STUDIES
- ANATOMICAL STUDIES ON THE GALL BLADDER OF BAKERWALI AND NON-DESCRIPT GOATS OF UNION TERRITORY OF JAMMU AND KASHMIR, INDIA
- COMPARATIVE EFFICACY OF NORMAL DRESSINGAND COLLAGEN DRESSING IN CHRONIC ULCERATIVE LYMPHANGITIS IN EQUINE
- DETECTION OF CUTANEOUS FORM OF BOVINE TROPICALTHEILERIOSIS IN CROSSBRED COWS IN TAMILNADU, INDIA
Last modified: 2023-01-26 20:38:56