• CSCD核心库收录期刊
  • 中文核心期刊
  • 中国科技核心期刊

电力建设 ›› 2014, Vol. 35 ›› Issue (3): 102-106.doi: 10.3969/j.issn.1000-7229.2014.03.020

• 电力经济研究 • 上一篇    下一篇

基于支持向量机方法的输电工程造价指标评估体系

王绵斌1,李欢欢2,谭忠富2,张金良2   

  1. 1. 国网冀北电力有限公司经济技术研究院,北京市 100070;2.华北电力大学电力经济研究所,北京市 102206
  • 出版日期:2014-03-01
  • 作者简介:王绵斌(1979),男,博士,高级工程师,主要从事电力工程造价管理、电力风险研究工作,E-mail:30991560@qq.com; 李欢欢(1991),女,硕士研究生,研究方向为电力经济及电力企业风险管理,E-mail:942893074@qq.com; 谭忠富(1964),男,博士,教授,博士生导师,研究方向为电力经济、风险管理理论,E-mail:scjyxiaoli@163.com; 张金良(1981),男,讲师,研究方向为能源经济管理,E-mail:zhangjinliang1213@163.com。
  • 基金资助:

    国家自然科学基金项目(71071053,71201056)。

Index Evaluation System of Power Transmission Project Cost Based on Support Vector Machine Method

WANG Mianbin1, LI Huanhuan2, TAN Zhongfu2, ZHANG Jinliang2   

  1. 1. State Grid Jibei Electric Economic Research Institute, Beijing 100070, China; 2. School of Economics and Management, North China Electric Power University, Beijing 102206, China
  • Online:2014-03-01

摘要:

随着工程建造技术的多样化,以工程单位造价为基准的传统型输电工程造价指标评估难以满足精度、可比性等方面的要求,在实际工程造价管理工作中缺乏指导性和实操性。为进一步完善输电工程造价指标体系的广度和精度,考虑到输电工程的各个特征因素,在采集和加工输电工程样本数据,挖掘工程造价关键影响因素的基础上,利用主成分分析和支持向量机方法建立输电工程造价三级评估指标体系。分别构建了体现输电工程造价一般规律的指标评估模型,测算出各个指标的安全区间。样本测试结果显示,该指标体系可将评估误差控制在10%以内,可为工程造价管理提供较可靠的参考信息。

关键词: 输电工程, 工程造价, 指标体系, 关键影响因素, 小样本估算

Abstract:

Along with the diversification of project construction technology, the conventional evaluation model of power transmission project cost based on unit cost cannot meet the requirements of accuracy, comparability and so on, and it is lacking of instructive and practical operation ability in actual engineering cost management. In order to further improve the breadth and accuracy of the project cost index system, in consideration of the project’s characteristic factors, this paper established a three-level evaluation index system for power transmission project with using principal component analysis (PSA) and support vector machine (SVM) method, based on collecting & processing the sample data of power transmission project, and digging the key influencing factors of project cost. Then, the index evaluation model that could reflect the general rules of power transmission project cost was established, and the safety zone of each indicator was calculated. The sample test results show that the index evaluation system can control the evaluation error within 10%, which can provide more reliable reference information for project cost management.

Key words: power transmission project, project cost, index system, key influencing factors, small sample estimate