基于WA-ABC-WLSSVR的南美白对虾工厂化育苗溶解氧预测模型 Prediction model of dissolved oxygen in industrialized vannamei breeding based on wavelet analysis and weighted least squares support vector regression optimized by artificial bee colony algorithm
Liu S Y,Xu L Q,Jiang Y,et al.A hybrid WA-CPSO-LSSVR model for dissolved oxygen content prediction in crab culture[J].Engineering Applications of Artificial Intelligence,2014,29:114-124.
[2]
Suykens J A K,Gestel T V,Brabanter J D,et al.Least Squares Support Vector Machines[M].Singapore:World Scientific,2002.
[3]
Yu X,Zhang Y,Yin G,et al.Discrimination of three dimensional fluorescence spectra based on wavelet analysis and independent component analysis[J].Spectrochimica Acta Part A:Molecular and Biomolecular Spectroscopy,2014,124:52-58.
[4]
陈述,邵东国,李浩鑫,等.基于粒子群人工蜂群算法的灌区渠-塘-田优化调配藕合模型[J].农业工程学报,2014,30(20):90-97.Chen Shu,Shao Dongguo,Li Haoxin,et al.Coupled allocation model for optimizing water in canal-pondfield based on artificial bee colony and particle swarm algorithm[J].Transactions of the Chinese Society of Agricultural Engineering(Transactions of the CSAE),2014,30(20):90-97.
[5]
Singh K P,Basant N,Gupta S.Support vector machines in water quality management[J].Analytica Chimica Acta,2011,703(2):152-162.
[6]
Van Gestel T,Suykens J A K,Baesens B,et al.Benchmarking least squares support vector machine classifiers[J].Mach Learn,2004,54(1):5-32.
[7]
Morteza S,Zahra R,Behrooz R.A novel model predictive control scheme based on bees algorithm in a class of nonlinear systems:Application to a three tank system[J].Neurocomputing,2015,(152):294-304.
[8]
Mallat S.A Wavelet Tour of Signal Processing[M].California:Academic Press,1999.
[9]
Parmar K S,Bhardwaj R.Wavelet and statistical analysis of river water quality parameters[J].Applied Mathematics and Computation,2013,219(20):10172-10182.
[10]
Pan Q K,Tasgetiren M F,Suganthan P N.A discrete artificial bee colony algorithm for the lot-streaming flow shop scheduling problem[J].Information Sciences,2011,(181):2455-2468.
[11]
臧维玲,侯文杰,戴习林,等.室内集约化养虾池以低频率运转水处理系统调控水质效果及氮磷收支[J].水产学报,2013,37(11):1670-1678.Zang Weiling,Hou Wenjie,Dai Xilin,et al.Effect of regulating-controlling water quality by water recyclingtreating system at low frequency and nutrient budgets for indoor intensive shrimp aquaculture[J].Journal of Fisheries of China,2013,37(11):1670-1678.
[12]
薛鹏松,冯民权,邢肖鹏.基于马尔科夫链改进灰色神经网络的水质预测模型[J].武汉大学学报(工学版),2012,45(3):319-324.Xue Pengsong,Feng Minquan,Xing Xiaopeng.Water quality perdiction model based on Markov chain improving gray neural network[J].Engineering Journal of Wuhan University,2012,45(3):319-324.
[13]
Cardona C M,Martin C,Salterain A,et al.CALHIDRA 3.0—New software application for river water quality prediction based on RWQM1[J].Environmental Modelling&Software,2011,26(7):973-979.
[14]
Najah A,El-Shafie A,Karim O A,et al.Integrated versus isolated scenario for prediction dissolved oxygen at progression of water quality monitoring stations[J].Hydrology and Earth System Sciences,2011,15(8):2693-2708.
[15]
Evrendilek F,Karakaya N.Regression model-based predictions of diel,diurnal and nocturnal dissolved oxygen dynamics after wavelet denoising of noisy time series[J].Physica A:Statistical Mechanics and its Applications,2014,404:8-15.
[16]
Wu J,Lu J,Wang J.Application of chaos and fractal models to water quality time series prediction[J].Environmental Modelling&Software,2009,24(5):632-636.
[17]
Tan G,Yan J,Gao C,et al.Prediction of water quality time series data based on least squares support vector machine[J].Procedia Engineering,2012,31:1194-1199.
Grbic R,Kurtagic D,Sliskovic D.Stream water temperature prediction based on Gaussian process regression[J].Expert Systems with Applications,2013,40(18):7407-7414..
[20]
李倩,周志明,杭小英,等.南美白对虾不同养殖密度水质变化规律与养殖效益的分析[J].中国农学通报,2014,30(2):100-104.Li Qian,Zhou Zhiming,Hang Xiaoying,et al.Analysis of water quality changes under different breeding density and breeding benefit of penaeus vannamei[J].Chinese Agricultural Science Bulletin,2014,30(2):100-104.
[21]
宋协法,马真,万荣,等.人工神经网络在凡纳滨对虾养殖水质预测中的应用研究[J].中国海洋大学学报,2014,44(6):28-33.Song Xiefa,Ma Zhen,Wan Rong,et al.Applicability of artificial neural network in the quality prediction of litopenaeus vannamei culturing water[J].Periodical of Ocean University of China,2014,44(6):28-33.
[22]
朱林,车轩,刘晃,等.气浮机对高位池养虾水质的调控效果[J].农业工程学报,2014,30(3):149-154.Zhu Lin,Che Xuan,Liu Huang,et al.Adjusting effect of jet flotation machine on water quality in litopenaeus vannamei culturing pond[J].Transactions of the Chinese Society of Agricultural Engineering(Transactions of the CSAE),2014,30(3):149-154.
[23]
刘双印,徐龙琴,李道亮,等.基于蚁群优化最小二乘支持向量回归机的河蟹养殖溶解氧预测模型[J].农业工程学报,2012,28(23):167-175.Liu Shuangyin,Xu Longqin,Li Daoliang,et al.Dissolved least squares support vector regression optimized by ant oxygen prediction model of eriocheir sinensis culture based on colony algorithm[J].Transactions of the Chinese Society of Agricultural Engineering(Transactions of the CSAE),2012,28(23):167-175.
[24]
Hassan A E,Bekhit H M,Chapman J B.Using Markov Chain Monte Carlo to quantify parameter uncertainty and its effect on predictions of a groundwater flow model[J].Environmental Modelling&Software,2009,24(6):749-763.
[25]
Xu L Q,Liu S Y.Study of short-term water quality prediction model based on wavelet neural network[J].Mathematical and Computer Modelling,2013,58(3-4):807-813.
[26]
徐龙琴,刘双印.基于APSO-WLSSVR的水质预测模型[J].山东大学学报(工学版),2012,42(5):80-86.Xu Longqin,Liu Shuangyin.Water quality prediction model based on APSO-WLSSVR[J].Journal of Shandong University(Engineering Science),2012,42(5):80-86.
[27]
Karaboga D,Basturk B.On the performance of artificial bee colony(ABC)algorithm[J].Applied Soft Computing,2008,8(1):687-697.
[28]
Karaboga D,Akay B.A comparative study of artificial bee colony algorithm[J].Applied Mathematics and Computation,2009,214(1):108-132.
[29]
陈强,金小明,姚建刚,等.基于改进ABC算法的中长期电力负荷组合预测[J].电力系统保护与控制,2014,42(23):113-117.Chen Qiang,Jin Xiaoming,Yao Jiangang,et al.Improved artificial bee colony algorithm applied to medium and long-term load combination forecasting[J].Power System Protection and Control,2014,42(23):113-117.
[30]
Chen Xuefeng,He Zhengjia,Xiang Jiawei,et al.A dynamic multi-scale lifting computation method using Daubechies wavelet[J].Journal of Computational and Applied Mathematics,2006,188(2):228-245.
[31]
Abaurrea J,Asín J,Cebrián A C,et al.Trend analysis of water quality series based on regression models with correlated errors[J].Journal of Hydrology,2011,400(3-4):341-352.
[32]
刘海英.对虾工厂化养殖水质特征及高溶解氧对养殖的影响[D].青岛:中国海洋大学,2006.Liu Haiying.Water quality characteristic of industrial shrimp farming and effects of higher dissolved oxygen on its farming[D].Qingdao:Ocean University of China,2006.
[33]
Partalas I,Tsoumakas G,Hatzikos E V,et al.Greedy regression ensemble selection:Theory and an application to water quality prediction[J].Information Sciences,2008,178(20):3867-3879.
[34]
Zheng Y,Zheng X,Gao Z,et al.Prediction of seawater quality in rigs-to-reefs area based on grey systems theory[J].Procedia Environmental Sciences,2013,18:236-242.
[35]
殷高方,张玉钧,胡丽,等.BP神经网络在水华短期预测中的应用[J].北京理工大学学报,2012,32(6):655-660.Yin Gaofang,Zhang Yujun,Hu Li,et al.Application of BP neural network in algal blooms short-term forecast[J].Transactions of Beijing Institute of Technology,2012,32(6):655-660
[36]
余伟,罗飞,杨红,等.基于多神经网络的污水氨氮预测模型[J].华南理工大学学报(自然科学版),2010,38(12):79-82.Yu Wei,Luo Fei,Yang Hong,et al.Multiple neural network based model to prediction ammonia nitrogen content in wastewater[J].Journal of South China University of Technology(Natural Science Edition),2010,38(12):79-83.
