Prediction of Natural Gas Consumption using Empirical Models

被引:0
|
作者
Hribar, Rok [1 ]
Papa, Gregor [1 ]
Silc, Jurij [1 ]
机构
[1] Jozef Stefan Inst, Ljubljana, Slovenia
关键词
natural gas consumption; demand forecasting; buildings; nonlinear forecasting models; RESIDENTIAL HEATING DEMAND; COMBINATION;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Prediction of natural gas consumption of a town is very important for its logistics and district heating workflow. In this paper different empirical models are introduced for gas consumption prediction. The models are based on the characteristics of gas consumption data that was gathered in Ljubljana, Slovenia. Important observables were recognized from the data and the models were structured according to the correlation found in the data. The models are tested on forecasted weather data up to 60 hours into the future so that they can be used in realistic setting. The models presented in this paper are also able to model rare events such as public and school holidays.
引用
收藏
页码:31 / 36
页数:6
相关论文
共 50 条
  • [21] Prediction of the natural gas consumption in chemical processing facilities with genetic programming
    Kovacic, Miha
    Dolenc, Franjo
    GENETIC PROGRAMMING AND EVOLVABLE MACHINES, 2016, 17 (03) : 231 - 249
  • [22] Prediction of the natural gas consumption in chemical processing facilities with genetic programming
    Miha Kovačič
    Franjo Dolenc
    Genetic Programming and Evolvable Machines, 2016, 17 : 231 - 249
  • [23] Prediction of Natural Gas Consumption in Different Regions of China Using a Hybrid MVO-NNGBM Model
    Wang, Xiaoyu
    Luo, Dongkun
    Liu, Jianye
    Wang, Wenhuan
    Jie, Guixin
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2017, 2017
  • [24] NOX PREDICTION FOR FBC BOILERS USING EMPIRICAL MODELS
    Stefanica, Jiri
    Hrdlicka, Jan
    ACTA POLYTECHNICA, 2014, 54 (01) : 68 - 73
  • [25] Dispersion Coefficient Prediction Using Empirical Models and ANNs
    Antonopoulos V.Z.
    Georgiou P.E.
    Antonopoulos Z.V.
    Environmental Processes, 2015, 2 (02) : 379 - 394
  • [26] Comparative study on monthly natural gas vehicle fuel consumption and industrial consumption using multi-hybrid forecast models
    Pala, Zeydin
    ENERGY, 2023, 263
  • [27] Natural gas consumption forecast with MARS and CMARS models for residential users
    Ozmen, Ayse
    Yilmaz, Yavuz
    Weber, Gerhard-Wilhelm
    ENERGY ECONOMICS, 2018, 70 : 357 - 381
  • [28] Data Driven Natural Gas Spot Price Prediction Models Using Machine Learning Methods
    Su, Moting
    Zhang, Zongyi
    Zhu, Ye
    Zha, Donglan
    Wen, Wenying
    ENERGIES, 2019, 12 (09)
  • [29] Natural gas consumption and economic development in China and Japan: An empirical examination of the Asian context
    Furuoka, Fumitaka
    RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2016, 56 : 100 - 115
  • [30] Is China's Natural Gas Consumption Converging? Empirical Research Based on Spatial Econometrics
    Guan, Xin
    Lu, Xiangyi
    Wen, Yang
    ENERGIES, 2022, 15 (24)