Dissertation > Excellent graduate degree dissertation topics show

Design and implementation of energy management systems based on EMD-BP neural network prediction model

Author: TangZuoJia
Tutor: HanWeiLi
School: Fudan University
Course: Computer Software and Theory
Keywords: Energy Management System EMD-BP ANN Empirical Mode Decomposition Energy Conservation
CLC: TP315
Type: Master's thesis
Year: 2011
Downloads: 114
Quote: 0
Read: Download Dissertation

Abstract


The steel industry is the pillar industry of national economy which accounts for 15% of the nation’s total industrial energy consumption. Thus it has been a typical industry for energy conservation and pollution reduction. So far, the energy management of steel enterprises has been confronting with lots of problems, such as large amounts and low concentration of measurement points; backward level in automation and informatization etc. For a long time, statistics are collected by field operator manually which cause ultimate wasting of energy due to its few information, slow data transferring and long processing circle. Therefore it is worth of research that how to establish the energy management system to improve enterprises’efficiency of energy management and to allocate energy reasonably so as to realize the overall energy conservation and pollution reduction.In this paper, blast furnace gas in the steel industry is a main object to study. Gas has been the most important secondary energy sources during the production process of steel plants. But it is often the case that plants have to take emission disposals as their first choice when gas is poorly dispatched and no balancing adjustment has been done. This has caused severe waste therefore it is of crucial significance in terms of energy conservation and pollution reduction for steel enterprises to predict scientifically the volumes of occurrence and usage of blast furnace gas and to stipulate reasonable plan of it.This paper attempts to analyze pipeline system of blast furnace gas as well as occurrence and consumption status of each user and put forward one energy management design based on EMD-BP ANN predicting model. Compared with the traditional BP ANN model, the EMD-BP ANN model may have faster prediction speed and higher accuracy. Therefore, the author designs and implements an energy management system based on EMD-BP ANN predicting model through real effect analyze in this paper. At last, the author could safely conclude that the system will keep better balance of the gas system, meanwhile reducing gas-emission rate and realizing a better effect for energy conservation.

Related Dissertations

  1. Research of Multicast Protocol in Wireless Sensor Networks,TN929.5
  2. The Recognization of License Plate Based on EMD and Its Application,TP391.41
  3. Study on the Interactive Mechanism of Energy Conservation and Pollution Reduction between Government and Enterprises,D922.68
  4. The Policy Research on How to Promote Energy Saving and Emission Reduction in Our Country under the Background of Low Carbon Economy,X321;F124
  5. Low-carbon community distribution system planning studies,TM715
  6. EMD-based medical image fusion algorithm,TP391.41
  7. Research on Diagnosis of Sudden Cardiac Death Based on ECG Signals and TWA,TN911.7
  8. Research and Application on DCS of Circulating Fluidized Bed Boiler,TP273
  9. Research of Image Edge Detection Based on Wavelet Transform and EMD,TP391.41
  10. Research into Financial and Tax Policies on Promoting Energy Saving and Emission Reduction,X321;F812.42
  11. Based on Value Engineering Thermostatic Mixing Valve R&D and Nationalization,TU832
  12. The Guinan residential exterior materials and construction techniques,TU227
  13. Research on Energy Conservation in Tianjin Railway Station Rebuiding Project,TU746.3
  14. Support Vector Data Description fault diagnosis,TH165.3
  15. EEG Analysis by Using High-Performance Computation,R318.0
  16. A Short-term Load Forecasting Based on Hierarchical Analysis of Meteorological Factors,TM715
  17. Study on Coordination and Optimization of Energy in a Green Power System Based on Multivariate Statistical Analysis,TM715
  18. Research on Multi-Objective Optimization for Power Dispatch Considering Energy Saving and Emission Reduction,TM73
  19. Engine valve actuator cylinder deactivation technology,U464.334
  20. EMD-based speaker recognition,TN912.34

CLC: > Industrial Technology > Automation technology,computer technology > Computing technology,computer technology > Computer software > Management procedures,management systems
© 2012 www.DissertationTopic.Net  Mobile