IDENTIFICATION OF VEHICLES IN AGRICULTURAL PRODUCTION PROJECTS
DOI:
https://doi.org/10.20998/2413-3000.2018.1277.12Keywords:
vehicle, project, cargo, neural networkAbstract
Agricultural cargoes, by their physical and mechanical properties, loading and unloading methods; conditions of transportation and storage, the possibility of using the carrying capacity of vehicles, their preservation during transportation, the degree of danger during loading, unloading, and transportation cover the whole possible range of variation. This causes the need to attract practically all types of tractor and motor vehicles for their transportation. Identification of vehicles in agricultural production projects involves taking into account a significant number of factors and restrictions that are determined by the properties of the cargo, the volumes of the consignment and the conditions of the route of the carriage. The presence of a large number of tractor and motor vehicles used in agricultural production, as well as a large number of factors that determine the effectiveness of their use, necessitates the use of the theory of neural networks for the identification of vehicles in agricultural production projects. The identification of vehicles for the transportation of agricultural cargoes is proposed using a neural network in the form of a multilayered perceptron. The first layer of network neurons performs a function of choice among a plurality of available vehicles, a set of such means that provide the transportation of a given type of cargo. The second layer of neurons checks each vehicle for the possibility of using them in the road conditions of the transportation route and removes those that can not carry out a transport operation under the given road conditions. The third layer of neurons is designed to take into account the size of the consignment and the efficiency of the use of the load-carrying capacity of the vehicle. The initial neuron carries out the choice of the vehicle, which ensures achievement of minimal expenses for transportation of cargo under the given conditions.References
Triguba A., Sharibura A., Sholud'ko P., Rudinec M. Uzgodzhennya konfіguracіj proektіv kooperativіv zagotіvlі moloka іz proektnim seredovishchem [Matching the configurations of the projects of cooperative purchases of milk with the project environment]. Vіsnyk NTU «HPІ» [Bulletin of NTU "KhPI"]. 2017, no. 2, pp. 84-88.
SHpil'ovij І., Marunich V., Vakarchuk І., Haruta V. Rozrobka modelі ocіnki ta metodu vіdboru personalu komandi proektu mіs'kih pasazhirs'kih perevezen' [Development of the model of assessment and method of selection of personnel of the project team of urban passenger transportation]. Vіsnyk NTU. Serya: Strategіchne upravlіnnya, upravlіnnya portfelyami, programami ta proektami
[Bulletin of the NTU "KhPI". Series: Strategic Management, Portfolio Management, Programs and Projects]. 2016, no. 2, pp. 95-98.
Davіdіch N., Bugas D., Pan M., Chumachenko І. Іnformacіjna tekhnologіya viznachennya kompleksnogo pokaznika yakostі pri vikonannі marshrutnoї poїzdki v proektah mіs'kogo pasazhirs'kogo transportu [Information technology for determining the complex quality index when performing a routing trip in urban passenger transport projects]. Vіsnyk NTU. Serya: Strategіchne upravlіnnya, upravlіnnya portfelyami, programami ta proektami [Bulletin of the
NTU "KhPI". Series: Strategic Management, Portfolio Management, Programs and Projects]. 2016, no. 1, pp. 19-23.
Hrut'ba V., Vajgang G., Hrut'ba A. Ekologo-ekonomіchna efektivnіst' formuvannya portfelya proektіv transportnogo pіdpriєmstva [Ecological and economic efficiency of forming a portfolio of transport enterprise projects]. Vіsnyk NTU. Serya: Strategіchne upravlіnnya, upravlіnnya portfelyami, programami ta proektami [Bulletin of the NTU "KhPI". Series: Strategic Management, Portfolio Management, Programs and Projects]. 2015, no. 1, pp. 90-96.
Tіmofeev V., Guca O., Peresada O. Іnformacіjna tekhnologіya stvorennya botіv-ekspertіv na osnovі procedural'nih znan' [Information technology for creation of expert bot on the basis of procedural knowledge]. Vіsnyk NTU. Serya: Strategіchne upravlіnnya, upravlіnnya portfelyami, programami ta proektami [Bulletin of the NTU "KhPI". Series: Strategic Management, Portfolio Management, Programs and Projects]. 2017, no. 2, pp. 23-28
Tymochko V. & Padyuka R. & Gorodec'kij І. 2016 Strukturna model' іnformacіjnoї sistemi prijnyattya rіshen' z upravlіnnya resursami u portfelі proektіv sіl's'kogospodars'kogo pіdpriєmstva, Vіsnyk NTU. Serya: Strategіchne upravlіnnya, upravlіnnya portfelyami, programami ta proektami [Bulletin of the NTU "KhPI". Series: Strategic Management, Portfolio Management, Programs and Projects]. no 2, pp. 49-53.
Krap N., Yuzevy`ch V. Nejronni merezhi yak zasib upravlinnya konfiguraciyamy` proektiv tury`sty`chny`x potokiv [Neural Networks as a tool for managing the configurations of tourist flow projects]. Upravlinnya rozvy`tkom skladny`x sy`stem [Managing the development of complex systems]. KNUBA, 2013, no. 14, pp. 37-40.
Nazy`mko V. Py`tannya pobudovy` sy`stemy` avtomaty`zovanogo upravlinnya proektom [The question of building a system of automated project management]. Upravlinnya rozvy`tkom skladny`x sy`stem [Managing the development of complex systems]. KNUBA, 2013, no. 14, pp. 61-67.
Tymochko V., Padjuka R. Identifikacija tehnicheskih resursov v proekte proizvodstva sel'skohozjajstvennoj produkcii s ispol'zovaniem nejronnyh setej [Identification of technical resources in a project for the production of agricultural products using neural networks]. Motoryzacja i energetyka rolnictwa. Motrol-2014. 2014, vol. 14D, pp. 25-30.
Tymochko V., Padjuka R. Vy`kory`stannya nejronny`x merezh dlya identy`fikaciyi texnichny`x resursiv u proekti vy`robny`cztva sil`s`kogospodars`koyi produkciyi [Use of neural networks to identify technical resources in the agricultural production project]. Tezy` dop. XI-yi Mizhn. konf. Upravlinnya proektamy` u rozvy`tku suspil`stva: Rozvy`tok kompetentnosti organizaciyi v upravlinni proektamy`, programamy` ta portelyamy` proektiv [Theses of the reports of the XIth International. conf. Project Management in the Development of Society: Development of the competence of the organization in the management of projects, programs and project partners]. KNUBA, 2014, pp. 210-211
Zakon Ukrayiny` «Pro avtomobil`ny`j transport» : za stanom na 23 lyut. 2006 r. [Law of Ukraine "On Road Transport": as of February 23. 2006]. Kyiv, Parlam. Pabl. 273 p.
Brovkova M. Sistemy iskusstvennogo intellekta v mashinostroenii, Ucheb. Posobie [Systems of artificial intelligence in engineering: Textbook]. Saratov, Saratov State Technical University, 2004. 119 p.
Pro zaxody` shhodo zberezhennya avtomobil`ny`x dorig zagal`nogo kory`stuvannya : Postanova Kabinetu Ministriv Ukrayiny` vid 27 chervnya. 2007 r. # 879 [On Measures to Maintain Roads of Public Use: Resolution of the Cabinet of Ministers of Ukraine dated June 27, 2007 p. No. 879].
Ly`st Mintransu Ukrayiny` vid 25.06.2002 r. # 3/7-10-11249 «Shhodo obov'yazkovosti zastosuvannya Metody`chny`x rekomendacij z formuvannya sobivartosti perevezen` (robit, poslug) na transporti, zatverdzheny`x nakazom Ministerstva transportu Ukrayiny` vid 05.02.2001 r. # 65» [Letter of the Ministry of Transport of Ukraine of 25.06.2002 № 3 / 7-10-11249 "Concerning the mandatory application of Methodical recommendations for the formation of the cost of transportation (works, services) in transport, approved by the order of the Ministry of Transport of Ukraine of 05.02.2001, No. 65 »].
Downloads
Published
Issue
Section
License
Copyright (c) 2018 Василь Олегович Тимочко, Роман Іванович Падюка, Іван Миколайович Городецький
This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.
Our journal abides by the Creative Commons copyright rights and permissions for open access journals.
Authors who publish with this journal agree to the following terms:
Authors hold the copyright without restrictions and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License (CC BY-NC-SA 4.0) that allows others to share the work with an acknowledgement of the work's authorship and initial publication in this journal.
Authors are able to enter into separate, additional contractual arrangements for the non-commercial and non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgement of its initial publication in this journal.
Authors are permitted and encouraged to post their published work online (e.g., in institutional repositories or on their website) as it can lead to productive exchanges, as well as earlier and greater citation of published work.
