[1]梁旭光,王福林,赵红磊,等.基于RBF神经网络的大豆种植密度和施肥量优化[J].大豆科学,2020,39(03):406-413.[doi:10.11861/j.issn.1000-9841.2020.03.0406]
 LIANG Xu-guang,WANG Fu-lin,ZHAO Hong-lei,et al.Optimization of Soybean Planting Density and Fertilizer Application Rate Based on RBF Neural Network[J].Soybean Science,2020,39(03):406-413.[doi:10.11861/j.issn.1000-9841.2020.03.0406]
点击复制

基于RBF神经网络的大豆种植密度和施肥量优化

参考文献/References:

[1]任小俊, 吕新云, 马俊奎. 种植密度与施肥水平对山西早熟夏大豆产量与主要农艺性状的影响[J]. 大豆科学, 2019, 38(6): 921-927. (Ren X J, Lyu X Y, Ma J K. Effects of different planting densities and fertilization levels on yield and main agronomic characters of early-maturing summer soybean in Shanxi province[J]. Soybean Science, 2019, 38(6): 921-927.)[2]Liu B, Liu X B, Wang C, et al. Responses of soybean yield and yield components to light enrichment and planting density[J]. International Journal of Plant Production, 2010, 4(1): 1-9.[3]杨继学, 黄珊珊, 杨明亮, 等. 密度和施肥量对不同分枝类型大豆产量的影响[J]. 大豆科学, 2012, 31(3): 381-384. (Yang J X, Huang S S, Yang M L, et al. Effect of density and fertilizer amount on yield of different branching types of soybeans[J]. Soybean Science, 2012, 31(3): 381-384.)[4]张洪刚, 周琴, 何小红, 等. 播期、密度和肥料对菜用大豆南农9610产量和品质的影响[J]. 江苏农业学报, 2008(5): 662-667. (Zhang H G, Zhou Q, He X H, et al. Effects of sowing date, planting density and N, P and K fertilizer on yield and quality of vegetable soybean[J]. Jiangsu Journal of Agricultural Sciences, 2008(5): 662-667.)[5]刘渊, 李文龙, 李喜焕, 等.施肥水平和种植密度对河北山区夏播大豆产量及品质影响[J]. 中国农业科技导报, 2017, 19(8): 115-123. (Liu Y, Li W L, Li X H, et al. Effects of fertilization level and planting density on yield and quality of summer-sowing soya in mountainous areas of Hebei[J]. Journal of Agricultural Science and Technology, 2017, 19(8): 115-123.)[6]李忠芳, 徐明岗, 张会民, 等. 长期施肥下中国主要粮食作物产量的变化[J]. 中国农业科学, 2009, 42(7): 2407-2414. (Li Z F, Xu M G, Zhang H M, et al. Grain yield trends of different food crops under long-term fertilization in China[J]. Scientia Agricultura Sinica, 2009, 42(7): 2407-2414.)[7]程伟燕, 李志刚, 李瑞平. 密度对大豆光合特性和产量的影响[J]. 作物杂志, 2010(4): 65-72. (Cheng W Y, Li Z G, Li R P. Effect of densities on photosynthetic characteristic and yield in soybean[J]. Crops, 2010(4): 65-72.)[8]刘玉兰, 陈殿元, 元明浩, 等. 种植密度对小粒大豆光合生产能力的影响[J]. 大豆科学, 2018, 37(4): 551-557. (Liu Y L, Chen D Y, Yuan M H, et al. Effects of planting density on photosynthetic capactity of glycine gracilis[J]. Soybean Science, 2018, 37(4): 551-557.)[9]张伟 ,张惠君, 王海英, 等. 株行距和种植密度对高油大豆农艺性状及产量的影响[J]. 大豆科学, 2006,14(3): 283-287. (Zhang W, Zhang H J, Wang H Y, et al. Effects of spacings and planting densities on agronomic traits and yield in high-oil soybeans[J]. Soybean Science, 2006,14(3):283-287.)[10]Muoneke C O, Ogwuche M A O, Kalu B A. Effect of maize planting density on the performance of maize/soybean intercropping system in a guinea savannah agroecosystem[J]. African Journal of Agricultural Research, 2007, 2(12): 667-677.[11]Sharma V, Rudnick D R, Irmark S. Development and evaluation of ordinary least squares regression models for predicting irrigated and rainfed maize and soybean yields[J]. Transactions of the ASABE, 2013, 56(4): 1361-1378.[12]陈怀珠,杨守臻, 唐向民, 等. 华南春大豆氮磷钾肥配施效应及用量研究[J]. 大豆科学, 2018, 37(1): 117-125. (Chen H H, Yang S Z, Tang X M, et al. Study on the effects and amounts of combined application of nitrogen, phosphorus and potassium fertilizers for spring soybean in southern China[J]. Soybean Science, 2018, 37(1): 117-125.)[13]申晓慧, 姜成, 刘婧琦, 等. 栽培因子对合农63大豆产量的影响[J]. 大豆科学, 2012, 31(4): 589-592. (Shen X H, Jiang C, Liu J Q, et al. Effect of cultural factors on yield characters of soybean cv. Henong 63[J]. Soybean Science, 2012, 31(4): 589-592.)[14]王会鹏. 大豆多因素养分密度效应试验及模型研究[D]. 哈尔滨: 东北农业大学, 2016: 40-50. (Wang H P. Research on nutrient density effect of multifactor test and model of soybean[D]. Harbin: Northeast Agricultural University, 2016: 40-50.)[15]徐督, 任海祥, 宁海龙. 栽培密度、施肥量及有效含量对大豆产量的影响[J]. 大豆科技, 2013(1): 21-25. (Xu D, Ren H X, Ning H L. Effect of planting density, fertilization rate and effective concentration on soybean yield[J]. Soybean Science & Technology, 2013(1): 21-25.)[16]井力群, 王福林, 邢丽超. 多因素播种施肥技术研究[J]. 东北农业大学学报, 2009, 40(10): 119-121. (Jing L Q, Wang F L, Xing L C. Study on multifactor technology of sowing and fertilization[J]. Journal of Northeast Agricultural University, 2009, 40(10): 119-121.)[17]张淑娟, 何勇, 方慧. 人工神经网络在作物产量与土壤空间分布信息关系分析中的应用[J]. 系统工程理论与实践, 2003(12): 121-127. (Zhang S J, He Y, Fang H. Application of artificial neutral network on relationship analysis of crop yield and soil space distributing information[J]. System Engineering Theory and Practice, 2003(12): 121-127.)[18]张漫, 李婷, 季宇寒, 等. 基于BP神经网络算法的温室番茄CO2增施策略优化[J]. 农业机械学报, 2015, 46(8): 239-244. (Zhang M, Li T, Ji Y H, et al. Optimization of CO2 enrichment strategy based on BPNN for tomato plants in greenhouse[J]. Transactions of the Chinese Society for Agricultural Machinery, 2015, 46(8): 239-244.)[19]王福林, 董志贵, 吴志辉, 等. 基于BP神经网络的玉米种植密度和施肥量优化[J]. 农业工程学报, 2017, 33(6): 92-99. (Wang F L, Dong Z G, Wu Z H, et al. Optimization of maize planting density and fertilizer application rate based on BP neural network[J]. Transactions of the Chinese Society of Agricultural Engineering, 2017, 33(6): 92-99.)[20]董志贵, 宋庆凤, 王福林, 等. 基于BP神经网络的整株秸秆还田机功耗优化[J]. 系统工程理论与实践, 2018, 38(9): 2401-2408. (Dong Z G, Song Q F, Wang F L, et al. Optimize on power dissipation of whole-straw returning device based on BP neural network[J]. Systems Engineering-Theory and Practice, 2018, 38(9): 2401-2408.)[21]韩力群. 人工神经网络教程[M]. 北京:北京邮电大学出版社, 2006: 127-142. (Han L Q. Artificial neural network tutorial[M]. Beijing: Beijing University of Posts and Telecommunications, 2006: 127-142.)[22]Poggio T, Girosi F. Networks for approximation and learning[J]. Proceedings of the IEEE, 1990, 78(9): 1481-1497.[23]王伟. 黑龙江省大豆合理施肥参数的研究[D]. 哈尔滨:东北农业大学, 2009: 10-20. (Wang W. A study on parameters of rational fertilization for soybean in Heilongjiang[D]. Harbin: Northeast Agricultural University, 2009: 10-20.)[24]高隽. 人工神经网络原理及仿真实例[M]. 北京: 机械工业出版社, 2003: 55-61. (Gao J. Principle of artificial neural network and simulation examples[M]. Beijing: China Machine Press, 2003: 55-61.)

相似文献/References:

[1]谢来超,沈群,张新艳,等.基于神经网络法对原料大豆豆腐加工特性的评价[J].大豆科学,2013,32(01):93.[doi:10.3969/j.issn.1000-9841.2013.01.022]
 XIE Lai-chao,SHEN Qun,ZHANG Xin-yan,et al.Evaluation on Tofu Processing Characteristics of Soybean Based on Neural Network[J].Soybean Science,2013,32(03):93.[doi:10.3969/j.issn.1000-9841.2013.01.022]

备注/Memo

收稿日期:2020-01-03
基金项目:国家重点研发计划(2018YFD0300105);公益性行业科研专项(201503116-04)。
第一作者简介:梁旭光 (1988-),男,硕士,主要从事农业系统工程理论研究。E-mail:liang_xu_guang@163.com。
通讯作者:王福林(1959-),男,博士,教授,主要从事农业系统工程理论研究。E-mail:fulinwang1462@126.com。

更新日期/Last Update: 2020-07-14