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Comprehensive Assessment of the Effectiveness of Logistics Information and Control Systems

  • Оksana Denchyk,
  • Mykola Pidhornyy,
  • Volodymyr Boiko,
  • Alina Zasjadko,
  • Volodymyr Lytovchenko

摘要

The article presents the assessment results of the complex efficiency of logistic information and control systems. Increasing the number of trips by public passenger transport requires high quality and efficiency of passenger transportation. Management of logistics systems requires high quality and efficiency in the process of development and practical implementation of organizational, technical, logistical and methodological measures. The efficiency of logistic information and control systems is determined by the possibility of their integration into current transport processes. The use of logistic information and control systems (LICS) based on the use of modern information and computer technologies establishes a comprehensive connection between all participants of the logistics network. The modern scientific approach to modeling the transport technology of passenger transportation indicates that in order to ensure the efficiency of the rolling stock, it is necessary to solve a number of problems. The authors have predicted passenger traffic by public transport using the long short-term memory (LSTM) method . With a sufficient number of network nodes, this type of recurrent neural network architecture can compute any problem, provided that it has a proper matrix of weighting factors, which can be considered as its program. The structure of the LSTM network proposed by the authors for forecasting passenger traffic has four hidden layers and uses the sigmoidal function and the hyperbolic tangent as the activation function.