A TRANSFER FORECASTING MODEL FOR CONTAINER THROUGHPUT GUIDED BY DISCRETE PSO
文献类型：期刊论文
| 作者 | Xiao Jin1; Xiao Yi5; Fu Julei2; Lai Kin Keung3 |
| 刊名 | JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY
 |
| 出版日期 | 2014 |
| 卷号 | 27期号:1页码:181-192 |
| 关键词 | HONG-KONG CARGO THROUGHPUT PORT TIME Analog complexing container throughput forecasting discrete particle swarm optimization transfer forecasting model |
| ISSN号 | 1009-6124 |
| 其他题名 | A TRANSFER FORECASTING MODEL FOR CONTAINER THROUGHPUT GUIDED BY DISCRETE PSO |
| 英文摘要 | Accurate forecast of future container throughput of a port is very important for its construction, upgrading, and operation management. This study proposes a transfer forecasting model guided by discrete particle swarm optimization algorithm (TF-DPSO). It firstly transfers some related time series in source domain to assist in modeling the target time series by transfer learning technique, and then constructs the forecasting model by a pattern matching method called analog complexing. Finally, the discrete particle swarm optimization algorithm is introduced to find the optimal match between the two important parameters in TF-DPSO. The container throughput time series of two important ports in China, Shanghai Port and Ningbo Port are used for empirical analysis, and the results show the effectiveness of the proposed model. |
| 语种 | 英语 |
| CSCD记录号 | CSCD:5112265 |
| 源URL | [http://ir.amss.ac.cn/handle/2S8OKBNM/53017]  |
| 专题 | 中国科学院数学与系统科学研究院 |
| 作者单位 | 1.四川大学 2.Natl University Def Technol, Changsha 410073, Hunan, Peoples R China 3.伦敦城市大学 4.中国科学院数学与系统科学研究院 5.Cent China Normal University, Sch Informat Management, Wuhan 430079, Peoples R China |
| 推荐引用方式 GB/T 7714 | Xiao Jin,Xiao Yi,Fu Julei,et al. A TRANSFER FORECASTING MODEL FOR CONTAINER THROUGHPUT GUIDED BY DISCRETE PSO[J]. JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY,2014,27(1):181-192. |
| APA | Xiao Jin,Xiao Yi,Fu Julei,&Lai Kin Keung.(2014).A TRANSFER FORECASTING MODEL FOR CONTAINER THROUGHPUT GUIDED BY DISCRETE PSO.JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY,27(1),181-192. |
| MLA | Xiao Jin,et al."A TRANSFER FORECASTING MODEL FOR CONTAINER THROUGHPUT GUIDED BY DISCRETE PSO".JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY 27.1(2014):181-192. |
入库方式： OAI收割
来源：数学与系统科学研究院
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