Machine Learning Based Fluid-Transportation Monitoring and Controlling

MACHINE LEARNING SOLUTIONS FOR TRANSPORTATION NETWORKS by

Controlling Evolution by Means of Machine Learning

A safe control of evolution consists in preventing past errors of evolution to be repeated, which could be done by keeping track of the history of evolution. But maintaining and exploiting the complete history is intractable. This paper therefore investigates the use of machine learning (ML), in order to extract a manageable information from this history. More precisely, induction from examples...

Application of Machine Learning for Machine Monitoring and Diagnosis

This paper reports on research to evaluate the application of artiicial neural networks to pump condition monitoring. Based on historical velocity vibration measurements, artiicial neural networks were developed to assess pump condition. Pumps, in general, behave like most rotating equipment and evolve or deteriorate as a function of a single variable, namely time. Such evolution forms the basi...

Analyzing the performance of different machine learning methods in determining the transportation mode using trajectory data

With the widespread advent of the smart phones equipping with Global Positioning System (GPS), a huge volume of users’ trajectory data was generated. To facilitate urban management and present appropriate services to users, studying these data was raised as a widespread research filed and has been developing since then. In this research, the transportation mode of users’ trajectories was identi...

Georeferencing Semi-Structured Place-Based Web Resources Using Machine Learning

In recent years, the shared content on the web has had significant growth. A great part of these information are publicly available in the form of semi-strunctured data. Moreover, a significant amount of these information are related to place. Such types of information refer to a location on the earth, however, they do not contain any explicit coordinates. In this research, we tried to georefer...