Application of Sensor Fusion and Data Mining for Prediction of Methane Concentration in Coal Mines
Journal Title: Mining – Informatics, Automation and Electrical Engineering - Year 2015, Vol 524, Issue 4
Abstract
In recent years we have experienced unprecedented increase of use of sensors in many industrial applications. Modern sensors are capable of not only generating large volumes of data but as well transmit ting that data through network and storing it for further analysis. These enable to create systems capable of real-time data fusion in order to predict events of interest. The goal of this work is to predict methane concentration levels in coal mines using data fusion and data mining techniques. The paper describes an application of a generic method that can be applied to arbitrary set of multivariate time series data in order to perform classification or regression tasks. The solution presented here was developed within the framework of IJCRS‘15 data mining competition and resulted in the winning model outperforming other solutions.
Authors and Affiliations
Adam Zagorecki
Keywords
Related Articles
- EP ID EP283726
- DOI -
- Views 144
- Downloads 0
Power supply unit for the excitation of a synchronous motor with a reactive power regulator
The article features the development of a complete power supply unit for the excitation of a synchronous motor with a non-contact excitation circuit. The implemented algorithms for start-up control allow to start the mot...
Performance of current-voltage converter with amorphous core
The paper presents and discusses investigated results of metrological characteristics of a new generation of current-voltage converters manufactured with the use of the innovative technology of soft magnetic components....
Corroded steel support friction joint load capacity studies as found in Piast-Ziemowit coal mine
This article presents the load capacity study results of the corroded friction joints obtained during heading relining conduction. The main goal of the study was to determine the operational characteristics of heavily co...
Optimization test of operation of URB/ZS-3 automatic machine for breaking oversized lumps under conditions of Polkowice-Sieroszowice mine
This article presents the experience from the first stage of the optimization tests of an automatic machine for breaking oversized lumps. The tests took place between December 2017 and March 2018 at the O/ZG Polkowice-Si...
Theoretical study of dependence of screwing of drilling-pipe connector on thread-process cutting tool profile
Screwing is one of the main parameters of the quality of a drill string tapered thread tool joint. It indicates the number of screwing operations that can be applied to this tool joint during drilling. Tool joints that h...