吉林大学学报(工学版) ›› 2013, Vol. 43 ›› Issue (04): 997-1003.doi: 10.7964/jdxbgxb201304025

• paper • Previous Articles     Next Articles

Optimization of water-saving irrigation technology based on ant colony algorithm and supporting vector machine

ZHAI Zhi-fen1,2, YAN Chang-rong1, ZHANG Jian-hua3, ZHANG Yan-qing1, LIU Shuang1   

  1. 1. Institute of Environmental and Sustainable Development in Agriculture, Chinese Academy of Agricultural Science, Beijing 100081, China;
    2. Academy of Planning and Designing of the Ministry of Agriculture, Beijing 100125, China;
    3. Agricultural Information Institute, Chinese Academy of Agricultural Science, Beijing 100081, China
  • Received:2012-04-18 Online:2013-07-01 Published:2013-07-01

RICH HTML

0   

PDF (PC)

432

Abstract:

After considering the factors of production, ecology, economics, meteorology, society and soil, an index system for selecting water-saving irrigation technology was established. An optimization model of water-saving irrigation technology was developed based on Ant Colony Algorithm (ACA) and Support Vector Machine (SVM). The ACA was used to select indicators and SVM was used to build the classifier. Forty-three counties in Shanxi Province were taken as cases to test the model. Results show that ACA reduces the number of indicators. Form 30 indicators of the index system of water-saving irrigation technology, 12 indicators were selected out for wheat, 16 indicators for corn, 17 indicators for soybean and cotton. The model was used to optimize water-saving irrigation for wheat, corn, soybean and cotton fields respectively, and results were basically consistent with local conditions. The proposed model could provide scientific basis for decision-makers, and has great practical significance in selecting suitable water-saving irrigation technology for planning and designing irrigation projects.

Key words: agricultural engineering, water-saving irrigation technology, optimization model, ant colony optimization, support vector machine

CLC Number: 

  • S275

[1] 李小辉. 简论农业节水灌溉技术[J]. 赤峰学院学报:自然科学版,2009,25(1):114-115. Li Xiao-hui. Agricultural water-saving irrigation technology[J]. Journal of Chifeng University (Natural Science Edition), 2009, 25(1): 114-115.

[2] 孟夏. 节水灌溉适宜技术选择方法研究. 济南:山东农业大学,2008:41-58. Meng Xia. The disquisition of choosing the water-saving and irrigation technology in order. Ji'nan:Shandong Agricultural University, 2008:41-58.

[3] 贺延国,付强,邢贞相,等. 东北半干旱地区节水灌溉技术组装模式优选研究[J]. 灌溉排水学报,2006,25(2):81-84. He Yan-guo, Fu Qiang, Xing Zhen-xiang,et al. Optimizing the model of water-saving irrigation technique assembling in semi-arid irrigating district of northeast China[J]. Journal of Irrigation and Drainag, 2006,25(2):81-84.

[4] 陈欢,叶少有. 基于属性识别模型的节水灌溉方案优选[J]. 合肥工业大学学报:自然科学版,2009,32(12):1893-1895. Chen Huan, Ye Shao-you. Optimization of water saving irrigation modes based on attribute recognition model[J]. Journal of Hefei University of Technology(Science Edition),2009,32(12): 1893-1895.

[5] 卢玉邦,郭龙珠,郎景波. 综合评价方法在节水灌溉方式选择中的应用[J]. 农业工程学报,2006,22(2):33-36. Lu Yu-bang, Guo Long-zhu, Lang Jing-bo. Application of integrated appraisal method to water-saving irrigation pattern selection[J]. Transactions of the CSAE, 2006,22(2):33-36.

[6] 张庆华,白玉慧,倪红珍. 节水灌溉方式的优化选择[J]. 水利学报,2002(1):47-51. Zhang Qing-hua, Bai Yu-hui, Ni Hong-zheng. Optimal choice of water saving irrigation mode[J]. Journal of Hydraulic Engineering, 2002(1):47-51.

[7] 赵振霞,白清俊,唐涛. 基于模糊神经网络的节水灌溉适宜技术优选模型研究[J]. 水利科技与经济,2010,16(3):294-296. Zhao Zhen-xia, Bai Qing-jun, Tang Tao. Optimization model of water-saving irrigation techniques based on fuzzy neural network[J]. Water Conservancy Science and Technology and Economy, 2010,16(3):294-296.

[8] 高峰,雷声隆,庞鸿宾. 节水灌溉工程模糊神经网络综合评价模型研究[J]. 农业工程学报,2003,19(4):84-87. Gao Feng, Lei Sheng-long, Pang Hong-bin. Model of fuzzy nervous network integrated assessment of water-saving irrigation projects[J]. Transactions of the CSAE, 2003,19(4):84-87.

[9] Schuck Eric C, Marshall Frasier W, Webb Robert S, et al. Adoption of more technically efficient irrigation system as a drought response[J]. Water Resource Development, 2005(12): 651-662.

[10] Moreno Georgian, Sunding David L. Joint estimation of technology adoption and land allocation with implications for the design of conservation policy[J]. American Journal of Agricultural Economics,2005(11):1009-1019.

[11] Montazar A, Behbahani S M. Development of an optimised irrigation system selection model using analytical hierarchy process[J]. Biosystems Engineering, 2007, 98:155-165.

[12] 赵学华,李道亮,杨文柱,等. 基于改进蚁群算法的棉花异性纤维目标特征选择方法[J]. 农业机械学报,2011,42(4):168-173. Zhao Xue-hua, Li Dao-liang, Yang Wen-zhu, et al. Feature selection for cotton foreign fiber objects based on improved ant colony algorithm[J]. Transactions of the Chinese Society for Agricultural Machinery,2011,42(4):168-173.

[13] 王书志,张建华,冯全. 基于纹理和颜色特征的甜瓜缺陷识别[J]. 农业机械学报,2011,42(3):175-179. Wang Shu-zhi, Zhang Jian-hua, Feng Quan. Defect detection of muskmelon based on texture features and color features[J]. Transactions of the Chinese Society for Agricultural Machinery,2011,42(3):175-179.

[14] 张智韬,刘俊民,陈俊英,等. 基于RS、GIS和蚁群算法的多目标渠系配水优化[J]. 农业机械学报,2010,41(11):72-78. Zhang Zhi-tao, Liu Jun-min, Chen Jun-ying, et al. Water resources allocation of canal system based on multi-objective about RS, GIS and ant colony algorithm[J]. Transactions of the Chinese Society for Agricultural Machinery, 2010,41(11):72-78.

[15] 张建华,冀荣华,祁力钧. 基于径向基支持向量机的棉花虫害识别[J]. 农业机械学报,2011,42(8):192-197. Zhang Jian-hua, Ji Rong-hua, Qi Li-jun. Recognition of pest damage for cotton leaf based on RBF-SVM algorithm[J]. Transactions of the Chinese Society for Agricultural Machinery, 2011,42(8):192-197.

[16] 粟晓玲,康绍忠. 石羊河流域多目标水资源配置模型及其应用[J]. 农业工程学报,2009,25(11):128-132. Su Xiao-ling, Kang Shao-zhong. Multi-objectives allocation model of water resources and its application in the Shiyang Riverbasin[J]. Transactions of the CSAE, 2009, 25(11): 128-132.
[1] KUI Hai-lin, BAO Cui-zhu, LI Hong-xue, LI Ming-da. Idling time prediction method based on least square support vector machine [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(5): 1360-1365.
[2] WANG Yang, WANG Xiao-mei, CHEN Ze-ren, YU Jian-qun. Modeling method of maize kernels based on discrete element method [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(5): 1537-1547.
[3] CHEN Dong-hui, LYU Jian-hua, LONG Gang, ZHANG Yu-chen, CHANG Zhi-yong. Static rollover stability of semi-mounted agricultural machinery based on ADAMS [J]. 吉林大学学报(工学版), 2018, 48(4): 1176-1183.
[4] GENG Qing-tian, YU Fan-hua, WANG Yu-ting, GAO Qi-kun. New algorithm for vehicle type detection based on feature fusion [J]. 吉林大学学报(工学版), 2018, 48(3): 929-935.
[5] CAI Zhen-nao, LYU Xin-en, CHEN Hui-ling. Prediction model of somatization disorder based on an oppositional bacterial foraging optimization based support vector machine [J]. 吉林大学学报(工学版), 2018, 48(3): 936-942.
[6] WANG Yang, LYU Feng-yan, XU Tian-yue, YU Jian-qun. Shape and size analysis of soybean kernel and modeling [J]. 吉林大学学报(工学版), 2018, 48(2): 507-517.
[7] YAO Rong-han, ZHANG Xiao-tong, LIAN Lian. Optimization model for controlling reversible approach lanes at signalized intersections [J]. 吉林大学学报(工学版), 2017, 47(4): 1048-1054.
[8] YUAN Zhe-ming, ZHANG Hong-yang, CHEN Yuan. HIV-1 protease cleavage site prediction based on feature selection and support vector machine [J]. 吉林大学学报(工学版), 2017, 47(2): 639-646.
[9] LIANG Shi-li, WEI Ying, PAN Di, ZHANG Ling, XU Ting-fa, WANG Shuang-wei. Recognition to specific two words Chinese vocabulary based on projection matrix of spectrogram [J]. 吉林大学学报(工学版), 2017, 47(1): 294-300.
[10] JIA Hong-lei, ZHENG Jia-xin, YUAN Hong-fang, GUO Ming-zhuo, WANG Wen-jun, YU Lu-lu. Design and experiment of a Double-V-shaped furrow opener of soybean seeder [J]. 吉林大学学报(工学版), 2017, 47(1): 323-331.
[11] SHANG Qiang, YANG Zhao-sheng, ZHANG Wei, Bing Qi-chun, ZHOU Xi-yang. Short-term traffic flow prediction based on singular spectrum analysis and CKF-LSSVM [J]. 吉林大学学报(工学版), 2016, 46(6): 1792-1798.
[12] ZHAO Yun-peng, YU Tian-lai, JIAO Yu-bo, GONG Ya-feng, SONG Gang. Damage identification method and factor evaluation for irregular-shaped bridge [J]. 吉林大学学报(工学版), 2016, 46(6): 1858-1866.
[13] ZHOU Bing-hai, XU Jia-hui. SVM-based real-time scheduling approach of multi-load carries [J]. 吉林大学学报(工学版), 2016, 46(6): 2027-2033.
[14] LU Ying, WANG Hui-qin, QIN Li-ke. Accurate fire location method in high and large-span space buildings [J]. 吉林大学学报(工学版), 2016, 46(6): 2067-2073.
[15] MA Zhi-xing, ZHAO Qi, ZHANG Hao. Fourier analysis model for housekeeping gene [J]. 吉林大学学报(工学版), 2016, 46(5): 1639-1643.
Viewed
Full text


Abstract

Cited
  Shared   
  Discussed   
[1] LIU Song-shan, WANG Qing-nian, WANG Wei-hua, LIN Xin. Influence of inertial mass on damping and amplitude-frequency characteristic of regenerative suspension[J]. 吉林大学学报(工学版), 2013, 43(03): 557 -563 .
[2] WANG Tong-jian, CHEN Jin-shi, ZHAO Feng, ZHAO Qing-bo, LIU Xin-hui, YUAN Hua-shan. Mechanical-hydraulic co-simulation and experiment of full hydraulic steering systems[J]. 吉林大学学报(工学版), 2013, 43(03): 607 -612 .
[3] ZHANG Chun-qin, JIANG Gui-yan, WU Zheng-yan. Factors influencing motor vehicle travel departure time choice behavior[J]. 吉林大学学报(工学版), 2013, 43(03): 626 -632 .
[4] XIAO Rui, DENG Zong-cai, LAN Ming-zhang, SHEN Chen-liang. Experiment research on proportions of reactive powder concrete without silica fume[J]. 吉林大学学报(工学版), 2013, 43(03): 671 -676 .
[5] CHEN Si-guo, JIANG Xu, WANG Jian, LIU Yan-heng, DENG Wei-wen, DENG Jun-yi. Mashup of vehicular ad-hoc network and universal mobile telecommunications system[J]. 吉林大学学报(工学版), 2013, 43(03): 706 -710 .
[6] MENG Chao, SUN Zhi-xin, LIU San-min. Multiple execution paths for virus based on cloud computing[J]. 吉林大学学报(工学版), 2013, 43(03): 718 -726 .
[7] XIAN Shu, ZHENG Jin, LU Xing, ZHANG Shi-peng. Identification approach of P2P flow based on the content redistribution model[J]. 吉林大学学报(工学版), 2013, 43(03): 727 -733 .
[8] LYU Yuan-zhi, WANG Shi-gang, YU Jue-qiong, WANG Xiao-yu, LI Xue-song. Display characteristics of one-dimensional integral imaging in virtual mode based on lenticular lens array[J]. 吉林大学学报(工学版), 2013, 43(03): 753 -757 .
[9] WANG Dan, LI Yang, NIAN Gui-jun, WANG Ke. An inhomogeneity mask for spatial watermarking[J]. 吉林大学学报(工学版), 2013, 43(03): 771 -775 .
[10] FENG Lin-han, QIAN Zhi-hong, SHANG Ke-cheng, ZHU Shuang. Improved hidden node collision avoidance strategy based on IEEE802.15.4[J]. 吉林大学学报(工学版), 2013, 43(03): 776 -780 .
Copyright © Journal of Jilin University(Engineering and Technology Edition), All Rights Reserved.
Tel: +86-431-85095297　Fax: +86-431-85094074　E-mail: xbgxb@jlu.edu.cn
Powered by Beijing Magtech Co. Ltd