Natural gas consumption;
Grey prediction model;
Direct modeling method;
Accumulating generation order;
Initial value optimization;
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摘要:
Accurate forecast of natural gas consumption is of significance for policy makers to formulate energy plans, save costs and improve energy structure. This study designs a novel three-parameter discrete direct grey model denoted as TDDGM, which overcomes existing modeling drawbacks about the accumulating generation for monotonous series. Moreover, the optimal initial condition of the proposed model is deduced by the ordinary least square method and the final recursive function is derived. Error checking method of TDDGM and five different numerical cases are introduced to verify the superiority and effectiveness of the new approach. The results show that TDDGM performs better than other several benchmark models in multiple tests. Finally, it is utilized to forecast China’s natural gas consumption and the predicted results will maintain a steady upward trend, reaching 322.06 billion cubic meters in 2022. The research results have positive significance for enriching grey system theory and improving energy structure in China.
机构:
Chongqing Technol & Business Univ, Sch Management Sci & Engn, Chongqing 400067, Peoples R ChinaHuaqiao Univ, Coll Business Adm, Quanzhou 362021, Peoples R China
Zeng, Bo
Wu, You
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机构:
Chongqing United Assets & Equ Exchange Grp, Chongqing 404100, Peoples R ChinaHuaqiao Univ, Coll Business Adm, Quanzhou 362021, Peoples R China
Wu, You
Wang, Jianzhou
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机构:
Dongbei Univ Finance & Econ, Sch Stat, Dalian 116025, Liaoning, Peoples R ChinaHuaqiao Univ, Coll Business Adm, Quanzhou 362021, Peoples R China
Wang, Jianzhou
Li, Hailin
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机构:
Huaqiao Univ, Coll Business Adm, Quanzhou 362021, Peoples R ChinaHuaqiao Univ, Coll Business Adm, Quanzhou 362021, Peoples R China
Li, Hailin
Zhang, Zhiwei
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机构:
Capital Univ Econ & Business, Coll Business Adm, Beijing 100070, Peoples R ChinaHuaqiao Univ, Coll Business Adm, Quanzhou 362021, Peoples R China
机构:
Chongqing Finance & Econ Coll, Int Cooperat & Exchange Off, Chongqing 401320, Peoples R ChinaChongqing Finance & Econ Coll, Int Cooperat & Exchange Off, Chongqing 401320, Peoples R China
Shi, Zhuan-Zhuan
Gou, Xiao-Yi
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机构:
Chongqing Technol & Business Univ, Sch Management Sci & Engn, Chongqing 400067, Peoples R ChinaChongqing Finance & Econ Coll, Int Cooperat & Exchange Off, Chongqing 401320, Peoples R China
Gou, Xiao-Yi
Zeng, Bo
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h-index: 0
机构:
Chongqing Finance & Econ Coll, Chongqing Key Lab Spatial Data Min & Big Data Int, Chongqing 401320, Peoples R ChinaChongqing Finance & Econ Coll, Int Cooperat & Exchange Off, Chongqing 401320, Peoples R China
机构:
School of Management Science and Engineering, Chongqing Technology and Business University, Chongqing,400067, ChinaSchool of Management Science and Engineering, Chongqing Technology and Business University, Chongqing,400067, China
Song, Nannan
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机构:
Li, Shuliang
Zeng, Bo
论文数: 0引用数: 0
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机构:
School of Management Science and Engineering, Chongqing Technology and Business University, Chongqing,400067, ChinaSchool of Management Science and Engineering, Chongqing Technology and Business University, Chongqing,400067, China
Zeng, Bo
Duan, Rui
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h-index: 0
机构:
School of Management Science and Engineering, Chongqing Technology and Business University, Chongqing,400067, ChinaSchool of Management Science and Engineering, Chongqing Technology and Business University, Chongqing,400067, China
Duan, Rui
Yang, Yingjie
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机构:
Centre for Artificial Intelligence, De Montfort University, Leicester,LE1 9BH, United KingdomSchool of Management Science and Engineering, Chongqing Technology and Business University, Chongqing,400067, China
机构:
Chongqing Technol & Business Univ, Coll Business Adm, Chongqing 400067, Peoples R ChinaChongqing Technol & Business Univ, Coll Business Adm, Chongqing 400067, Peoples R China
Gou, Xiaoyi
Zeng, Bo
论文数: 0引用数: 0
h-index: 0
机构:
Chongqing Technol & Business Univ, Sch Management Sci & Engn, Chongqing 400067, Peoples R ChinaChongqing Technol & Business Univ, Coll Business Adm, Chongqing 400067, Peoples R China
Zeng, Bo
Gong, Ying
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h-index: 0
机构:
Chongqing Technol & Business Univ, Sch Management Sci & Engn, Chongqing 400067, Peoples R ChinaChongqing Technol & Business Univ, Coll Business Adm, Chongqing 400067, Peoples R China
机构:
Cent China Normal Univ, Sch Econ & Business Adm, Wuhan 430079, Peoples R ChinaCent China Normal Univ, Sch Econ & Business Adm, Wuhan 430079, Peoples R China
Zheng, Chengli
Wu, Wen-Ze
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机构:
Cent China Normal Univ, Sch Econ & Business Adm, Wuhan 430079, Peoples R ChinaCent China Normal Univ, Sch Econ & Business Adm, Wuhan 430079, Peoples R China
Wu, Wen-Ze
Jiang, Jianming
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机构:
Baise Univ, Sch Math & Stat, Baise 533000, Peoples R ChinaCent China Normal Univ, Sch Econ & Business Adm, Wuhan 430079, Peoples R China
Jiang, Jianming
Li, Qi
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h-index: 0
机构:
Cent China Normal Univ, Sch Econ & Business Adm, Wuhan 430079, Peoples R ChinaCent China Normal Univ, Sch Econ & Business Adm, Wuhan 430079, Peoples R China