A Novel Ensemble Learning Approach for Intelligent Logistics Demand Management
被引:5
作者:
Li, Boyang
论文数: 0引用数: 0
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机构:
Kyung Hee Univ, Grad Sch Technol Management, Yongin, South KoreaKyung Hee Univ, Grad Sch Technol Management, Yongin, South Korea
Li, Boyang
[1
]
Yang, Yuhang
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机构:
Ocean Univ China, Haide Coll, Qingdao, Peoples R ChinaKyung Hee Univ, Grad Sch Technol Management, Yongin, South Korea
Yang, Yuhang
[2
]
Zhao, Ziyu
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机构:
Ocean Univ China, Haide Coll, Qingdao, Peoples R ChinaKyung Hee Univ, Grad Sch Technol Management, Yongin, South Korea
Zhao, Ziyu
[2
]
Ni, Xin
论文数: 0引用数: 0
h-index: 0
机构:
Ocean Univ China, Haide Coll, Qingdao, Peoples R ChinaKyung Hee Univ, Grad Sch Technol Management, Yongin, South Korea
Ni, Xin
[2
]
Zhang, Diyang
论文数: 0引用数: 0
h-index: 0
机构:
Ocean Univ China, Haide Coll, Qingdao, Peoples R ChinaKyung Hee Univ, Grad Sch Technol Management, Yongin, South Korea
Zhang, Diyang
[2
]
机构:
[1] Kyung Hee Univ, Grad Sch Technol Management, Yongin, South Korea
[2] Ocean Univ China, Haide Coll, Qingdao, Peoples R China
来源:
JOURNAL OF INTERNET TECHNOLOGY
|
2024年
/
25卷
/
04期
关键词:
Logistics demand;
Nonlinear fluctuation patterns;
Ensemble learning;
Base learner;
D O I:
10.70003/160792642024072504002
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
Logistics demand forecasting plays a crucial role in regulating logistics management activities, developing production plans, seeking maximum economic returns, and building smart logistics. Current studies have focused on forecasting logistics demand using various statistical algorithms and machine learning models. However, it is difficult for a single learner to forecast logistics demand time a novel ensemble learning approach (Deep Logistics Demand Forecasting, DeepLDF) is introduced in this work to forecast logistics demand. DeepLDF consists of two different base Model (MSTDCM) and the Seasonal Autoregressive logistics demand well.
机构:
King Abdulaziz Univ, Fac Maritime Studies, Dept Port & Maritime Transportat, Jeddah 21589, Saudi ArabiaKing Abdulaziz Univ, Fac Maritime Studies, Dept Port & Maritime Transportat, Jeddah 21589, Saudi Arabia
Abosuliman, Shougi Suliman
Almagrabi, Alaa Omran
论文数: 0引用数: 0
h-index: 0
机构:
King Abdulaziz Univ, Fac Comp & Informat Technol FCIT, Dept Informat Syst, Jeddah 21589, Saudi ArabiaKing Abdulaziz Univ, Fac Maritime Studies, Dept Port & Maritime Transportat, Jeddah 21589, Saudi Arabia
机构:
Beijing Jiaotong Univ, State Key Lab Rail Traff Control & Safety, Beijing 100044, Peoples R ChinaBeijing Jiaotong Univ, State Key Lab Rail Traff Control & Safety, Beijing 100044, Peoples R China
Chang, Ximing
Feng, Ziyan
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Jiaotong Univ, State Key Lab Rail Traff Control & Safety, Beijing 100044, Peoples R ChinaBeijing Jiaotong Univ, State Key Lab Rail Traff Control & Safety, Beijing 100044, Peoples R China
Feng, Ziyan
Wu, Jianjun
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Jiaotong Univ, State Key Lab Rail Traff Control & Safety, Beijing 100044, Peoples R China
Beijing Jiaotong Univ, Key Lab Transport Ind Big Data Applicat Technol C, Beijing 100044, Peoples R ChinaBeijing Jiaotong Univ, State Key Lab Rail Traff Control & Safety, Beijing 100044, Peoples R China
Wu, Jianjun
Sun, Huijun
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Jiaotong Univ, Sch Traff & Transportat, Beijing 100044, Peoples R ChinaBeijing Jiaotong Univ, State Key Lab Rail Traff Control & Safety, Beijing 100044, Peoples R China
Sun, Huijun
Wang, Guang
论文数: 0引用数: 0
h-index: 0
机构:
Rutgers State Univ, Dept Comp Sci, Piscataway, NJ 08854 USABeijing Jiaotong Univ, State Key Lab Rail Traff Control & Safety, Beijing 100044, Peoples R China
Wang, Guang
Bao, Xu
论文数: 0引用数: 0
h-index: 0
机构:
Huaiyin Inst Technol, Key Lab Traff & Transportat Secur Jiangsu Prov, Huaian 223003, Peoples R ChinaBeijing Jiaotong Univ, State Key Lab Rail Traff Control & Safety, Beijing 100044, Peoples R China
机构:
St Petersburg State Univ, Fac Appl Math & Control Proc, St Petersburg 199034, RussiaSt Petersburg State Univ, Fac Appl Math & Control Proc, St Petersburg 199034, Russia
Lezhnina, Elena A.
Balykina, Yulia E.
论文数: 0引用数: 0
h-index: 0
机构:
St Petersburg State Univ, Fac Appl Math & Control Proc, St Petersburg 199034, RussiaSt Petersburg State Univ, Fac Appl Math & Control Proc, St Petersburg 199034, Russia
机构:
King Abdulaziz Univ, Fac Maritime Studies, Dept Port & Maritime Transportat, Jeddah 21589, Saudi ArabiaKing Abdulaziz Univ, Fac Maritime Studies, Dept Port & Maritime Transportat, Jeddah 21589, Saudi Arabia
Abosuliman, Shougi Suliman
Almagrabi, Alaa Omran
论文数: 0引用数: 0
h-index: 0
机构:
King Abdulaziz Univ, Fac Comp & Informat Technol FCIT, Dept Informat Syst, Jeddah 21589, Saudi ArabiaKing Abdulaziz Univ, Fac Maritime Studies, Dept Port & Maritime Transportat, Jeddah 21589, Saudi Arabia
机构:
Beijing Jiaotong Univ, State Key Lab Rail Traff Control & Safety, Beijing 100044, Peoples R ChinaBeijing Jiaotong Univ, State Key Lab Rail Traff Control & Safety, Beijing 100044, Peoples R China
Chang, Ximing
Feng, Ziyan
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Jiaotong Univ, State Key Lab Rail Traff Control & Safety, Beijing 100044, Peoples R ChinaBeijing Jiaotong Univ, State Key Lab Rail Traff Control & Safety, Beijing 100044, Peoples R China
Feng, Ziyan
Wu, Jianjun
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Jiaotong Univ, State Key Lab Rail Traff Control & Safety, Beijing 100044, Peoples R China
Beijing Jiaotong Univ, Key Lab Transport Ind Big Data Applicat Technol C, Beijing 100044, Peoples R ChinaBeijing Jiaotong Univ, State Key Lab Rail Traff Control & Safety, Beijing 100044, Peoples R China
Wu, Jianjun
Sun, Huijun
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Jiaotong Univ, Sch Traff & Transportat, Beijing 100044, Peoples R ChinaBeijing Jiaotong Univ, State Key Lab Rail Traff Control & Safety, Beijing 100044, Peoples R China
Sun, Huijun
Wang, Guang
论文数: 0引用数: 0
h-index: 0
机构:
Rutgers State Univ, Dept Comp Sci, Piscataway, NJ 08854 USABeijing Jiaotong Univ, State Key Lab Rail Traff Control & Safety, Beijing 100044, Peoples R China
Wang, Guang
Bao, Xu
论文数: 0引用数: 0
h-index: 0
机构:
Huaiyin Inst Technol, Key Lab Traff & Transportat Secur Jiangsu Prov, Huaian 223003, Peoples R ChinaBeijing Jiaotong Univ, State Key Lab Rail Traff Control & Safety, Beijing 100044, Peoples R China
机构:
St Petersburg State Univ, Fac Appl Math & Control Proc, St Petersburg 199034, RussiaSt Petersburg State Univ, Fac Appl Math & Control Proc, St Petersburg 199034, Russia
Lezhnina, Elena A.
Balykina, Yulia E.
论文数: 0引用数: 0
h-index: 0
机构:
St Petersburg State Univ, Fac Appl Math & Control Proc, St Petersburg 199034, RussiaSt Petersburg State Univ, Fac Appl Math & Control Proc, St Petersburg 199034, Russia