Machine Learning Application to the Korean Freshwater Ecosystems

다국어 초록 (Multilingual Abstract)

ecosystem research. Currently, many studies have been carried out to find the patterns of environmental impact on dynamics of communities in aquatic ecosystems. Ecological models popularly adapted by many researchers have been a means of information processing in dealing with dynamics in various ecosystems. The up-to-date trend in ecological modelling partially turns to the application of ML to explain specific ecological events in complex ecosystems and to overcome the necessity of complicated data manipulation. This paper briefly introduces ML techniques applied to freshwater ecosystems in Korea. The manuscript provides promising information for the ecologists who utilize ML for elucidating complex ecological patterns and undertaking modelling of spatial and temporal dynamics of communities.

참고문헌 (Reference)

1 "pH modelling by neural networks Application of control and validation data series in the Middle Loire River" 141-120 156, 1999

2 "bioindication and population dynamics in lotic ecosystems using neural networks" 271-120 286, 1999

3 "Water quality forecasting of Chungju Lake using artificial neural network algorithm" 201-207, 2002

4 "Water quality forecasting an Gongju station in Geum River using neural network model" 701-711, 2001

5 "Utilisation of non-supervised neural networks and principal component analysis to study fish assemblages" 159-146 166, 2001

6 "Use of genetic algorithms to select input variables in decision tree models for the prediction of benthic macroinvertebrates" 291-160 300, 2003

7 "Use of artificial neural networks for modelling cyanobacteria Anabaena spp" 257-105 272, 1998

8 "Use of artificial neural network in the prediction of algal blooms" 2022-2028, 2001

9 "Understanding Ecology by Biologically Inspired Computation" 2003b

10 "Towards a generic artificial neural network model for dynamic predictions of algal abu ndance in freshwater lakes" 69-146 84, 2001

11 "Tools for the discrimination between natural and hatchery brown trout" 313-120 324, 1999

12 "The use of artificial neural networks to assess fish abundance and spatial occupancy in the littoral zone of a mesotrophic lake" 299-120 311, 1999

13 "The study on the forecasting of runoff applied the B algorithm of the artificial neural network in the Young-San River" 679-688, 2000b

14 "The study on real-time neural network forecasting model of flood runoff using dam discharge in Han River" 47-53, 2004

15 "The prediction of shear behavior on silts in the middle part of Nak Dong River using Artificial Neural Network" 285-292, 2005

16 "The non-linear prediction of river discharge by the pattern recognition method" 105-113, 1992

17 "The impact of Jangma on the changes of water quality in the lower Nakdong River" lim (lim): 161-170, 2002

18 "The flood water stage prediction based on neural networks method in stream gauge station" 247-262, 2000

19 "The evolution of phosphorus limination in lakes" 195 : 260-262, 1977

20 "The development of stream ecology and current status in Korea" 69-78, 1997

21 "The development and operation of large limnetic enclosures in Blelham Tarn and their contribution to phytoplankton ecology" 12-65, 1982

22 "The combined effect of environmental factors and neighbouring populations on the distribution and abundance of Aricola terrestris" 220-99 230, 2002

23 "The application of neural networks method for the flood discharge forecasting in the river basin" 801-811, 2000b

24 "Supporting complex decisions for sustainable river management in England and Wales" 471-483, 2002

25 "Streamflow estimation using coupled stochastic and neural networks model in the parallel reservoir groups" 2003195-209

26 "Spatial-Temporal drought analysis of South Korea based on neural networks" 15-29, 1999b

27 "Spatial analysis of stream invertebrates distribution in the Adour-Garonne drainage basin" ghi : 167-146 180, 2001

28 "Spatial analysis for mean annual precipitation based on neural networks" 3-13, 1999a

29 "Simulation of aquatic food web and species interactions by adaptive agents embodied with evolutionary computation" 291-170 302, 2003a

30 "Self-organized formation of topologically correct feature maps" 59-69, 1982

31 "Review of modelling techniques Modelling Community Structure in Freshwater Ecosystems" 21-40, 2005

32 "Review and comparison of methods to study the contribution of variables in artificial neural network models" 249-160 264, 2003

33 "Reconstruction of river flows using tree-ring series and neural network" 583-589, 1998

34 "Rainfall-runoff models using artificial neural networks for ensemble streamflow prediction" 3819-3835, 2005

35 "Predictive modelling of macroinvertebrate assemblages for stream habitat assessments in Queensland" -146, 2001195-206

36 "Predictive modeling of river water quality factors using Artificial Neural Network Technique-focusing on BOD and DO" 456-462, 2000

37 "Prediction and elucidation of population dynamics of the blue-green algae Microcystis aeruginosa and Stephanodiscus hantzschii in the Nakdong River-Reservoir system Understanding Ecology by Biologically Inspired Computation" 2003b195-213

38 "Prediction and elucidation of phytoplankton dynamics in the Nakdong River by means of a recurrent artificial neural network" 115-146 129, 2001

39 "Predicting the distribution of the amphibian pathogen Batrachochytrium dendrobatidis in the new world" 37 : 209-221, 2005

40 "Predicting patterns of non-native plant invasions in Yosemite National Park" 447-459, 2004

41 "Predicting fish yield of African lakes using neural networks" 325-120 335, 1999

42 "Predicting eutrophication effects in the Burrinjuck Reservoir by means of the deterministic model SALMO and the recurrent neural network model ANNA" 97-146 113, 2001

43 "Predicting chlorophyll-a in freshwater lakes by hybridizing process-based models and genetic algorithms" 243-146 251, 2001b

44 "Precipitation forecasting by fuzzy theory application of neuro-fuzzy system and Markov chain" 619-629, 2002

45 "Precipitation forecasting by fuzzy theory applicability of fuzzy time series" 631-638, 2002

46 "Powell" ecology 72 : 896-903, andt

47 "Patternizing communities by using an artificial neural network" 69-90 78, 1996

48 "Patterning of community changes in benthic macroinvertebrates collected from urbanized streams for the short time prediction by temporal artificial neuronal networks" 99-114, 2000b

49 "Patterning and short-term predictions of benthic macroinvertebrate community dynamics by using a recurrent artificial neural network" -146, 2001181-193

50 "Pattern recognition of long-term ecological data in community changes by using artificial neural networks Benthic macroinvertebrates and chironomids in a polluted stream" 89-100, 2000a

51 "Parameter estimation of runoff model using the Genetic Algorithm" 1109-1116, 2003

52 "Optimization of pipeline route for multi-regional water supply system by applying genetic algorithm" 429-438, 2000

53 "Optimal operation rules for multireservoir system using genetic algorithm" 9-17, 2004

54 "Nonlinear dynamics extraction for time-delay systems using modular neural networks synchronization and prediction" 133-141, 2005

55 "New neural network types estimating the accuracy of response for ecological modelling" 289-146 298, 2001

56 "Neural-network models of rainfall-runoff process" 499-508, 1995

57 "Neural networks model for long term water quality prediction into river watershed" 145-152, 1999

58 "Neural network modeling of salinity variation in Apalachicola River" 356-362, 2002

59 "Neural net modeling of estuarine indicators Hindcasting phytoplankton biomass and net ecosystem production in the Neuse" Pinckney in press 2005

60 "Modular neural networks to predict the nitrate distribution in ground water using the on-ground nitrogen loading and recharge data" 851-871, 2005

61 "Modelling the factors that influence fish guilds composition using a back-propagation network Assessment of metrics for indices of biotic integrity" 281-160 290, 2003

62 "Modelling population dynamics of aquatic insects with artificial neural networks" 207-146 217, 2001

63 "Modelling of microhabitat used by fish in natural and regulated flows in the river Garonne" 131-146 142, 2001

64 "Modelling and prediction of phyto- and zooplankton dynamics in Lake Kasumigaura by artificial neural networks" 123-133, 1998

65 "Modelling Microcystis aeruginosa bloom dynamics in the Nakdong River by means of evolutionary computation and statistical approach" 63-161 75, 2003c

66 "Modelling Biological Populations in Space and Time" Cambridge University Press 1991

67 "Learning representations by back-propagating errors" 533-323 536, 1986

68 "Knowledge discovery for prediction and explanation of blue-green algal dynamics in lakes by evolutionary algorithms" 253-146 262, 2001

69 "Introduction to Artificial Neural Systems" West Publishing Company 1992

70 "Introduction to Artificial Neural Systems" West Publishing Company 1992

71 "Hybrid Evolutionary Algorithm for rule set discovery in time-series data to forecast and explain algal population dynamics in two lakes different in morphometry and eutrophication" Springer-Verlag in press 2005

72 "Hierarchical community classification and assessment of aquatic ecosystems using artificial neural networks" 105-327 122, 2004

73 "Genetic algorithms for optimal augmentation of water distribution networks" 567-575, 2001

74 "Genetic algorithm usage in water quality monitoring networks optimization in Gediz" 261-277, 2005

75 "Fuzzy expert system to determine stream water quality classification from ecological information" 1997199-206

76 "Forecasting the water quality of river using GANN" 507-514, 2003

77 "Forecasting the water quality of Youngsan River by combined of GA and Fuzzy system" 595-602, 2004

78 "Forecasting of the flood discharge using radial basis function" 599-607, 2001

79 "Forecasting of runoff hydrograph using neural network algorithm" 505-515, 2000b

80 "Forecasting of runoff hydrograph using Neural Network and Fuzzy Algorithms" 161-168, 2002

81 "Forecasting of flood stage using neural networks and regression analysis" 147-155, 2003

82 "Flow management strategies to control blooms of the cyanobacterium in the River Murray at Morgan" 637-650, 2001a

83 "Flood inflow forecasting on multipurpose reservoir by neural network" 45-57, 1998

84 "Evolving neural networks for chlorophyll-a prediction Proceedings of Fourth International Conference on Computational Intelligence and Multimedia Applications" 2001185-189

85 "Eutrophication and recovery in experimental lakes Implications for lake management" 897-184 898, 1974

86 "Estimation of the WGR multi-dimensional precipitation model parameters using the genetic algorithm" 473-486, 2001

87 "Estimation of reaction coefficients of QUAL2E model using evolutionary algorithm and prediction of water quality in the Tamjin River" 682-689, 2003

88 "Estimation of optimal parameter on WASP5/EUTRO5 model using genetic algorithm" 315-326, 2001

89 "Ecological applications of evolutionary computation Understanding Ecology by Biological-Inspired Computation" 49-71, 2003

90 "Ecological application of fuzzy logic Understanding Ecology by Biologically Inspired Computation" 3-14, 2003

91 "Discovery of predictive rule sets for chlorophyll-a dynamics in the Nakdong River by means of the hybrid evolutionary algorithm HEA" in press 2006

92 "Development of rainfall-runoff process forecasting model using Artificial Neural Network" 127-135, 2003

93 "Developing an empirical model of phytoplankton primary production" 213-120 223, 1999

94 "Determining temporal pattern of community dynamics by using unsupervised learning algorithms" 151-132 166, 2000c

95 "Cultural eutrophication with special reference to Lake Washington" lim (lim): 196919-32

96 "Comparison of the BOD forecasting ability of the ARIMA model and the Artificial Neural Network model" 200219-25

97 "Comparative study on peak flow prediction using multilayer neural network" 105-114, 2003

98 "Community patterning of benthic macroinvertebrates in urbanized streams by utilizing an Artificial Neural Network" lim (lim): 29-37, 2003

99 "Community patterning of benthic macroinvertebrates in streams of South Korea by utilizing an Artificial Neural Network" lim (lim): 230-243, 2000

100 "Change of fish fauna and longitudinal distribution in the Nakdong River" 63-83, 2001

101 "Bottom-up and top-down impacts on freshwater pelagic community structure" mo (mo): 289-309, 1989

102 "Assessment of the water and habitat quality of a Mediterranean river in accordance with the EU Water Framework Directive" 175-188, 2004

103 "Assessment of nitrogen leaching from arable land in large river basins" krysa (krysa): 255-150 275, 2002

104 "Assessment of nitrogen leaching from arable land in large river basins" 277-150 294, 2002

105 "Artificial neural networks as a tool in ecological modelling" 65-120 73, 1999

106 "Artificial neural network approach for modelling and prediction of algal bloom" 11-96 28, 1997

107 "Applications of artificial neural networks for patterning and predicting aquatic insect species richness in running waters" ghi : 265-160 280, 2003b

108 "Application of the self-organizing mapping and fuzzy clustering to microsatellite data How to detect genetic structure in brown trout" 2000187-202

109 "Application of neural networks to modelling nonlinear relationships in ecology" 39-52, 1996

110 "Application of neural network model to the real-time forecasting of water quality" 321-326, 2004b

111 "Application of ANN for reservoir inflow prediction and operation" 263-271, 1999

112 "An introduction to machine learning methods Machine Learning Methods for Ecological Applications" Kluwer Academic Publishers 1-35, 1999

113 "An inductive approach to ecological time series modelling by evolutionary computation" 275-146 287, 2001a

114 "An analytical model of latitudinal gradients of species richness with an empirical test for marsupials and bats in the New World" 93-81 98, 1998

115 "An accurate comparison of methods for quantifying variable importance in artificial neural networks using simulated data" 389-178 397, 2004

116 "ANNA-Artificial Neural Network model for predicting species abundance and succession of blue-green algae" 349 : 47-57, 1997

117 "A study on the introduction of fuzzy theory to the adjustment of time-variant parameter of storage function method" 146-159, 1996

118 "A study on the forecasting of daily streamflow using the multilayer neural networks model" 537-550, 2000a

119 "A study on rainfall-runoff models for improving ensemble streamflow prediction-I" rainfall-ru (rainfall-ru): 521-530, 2003a

120 "A study on rainfall prediction by neural network" 109-118, 1996

121 "A study on peak flow prediction by Fuzzy-Neuro Network" 209-219, 2004

122 "A study on parameters estimation of storage function model using the genetic algorithms" 347-355, 1997

123 "A study of deterioration estimation model for drinking water pipe using Probabilistic Neural Network" 2000a197-210

124 "A river water quality management model for optimizing regional wastewater treatment using a genetic algorithm" 229-242, 2004a

125 "A novel method for training neural networks for time-series prediction in environmental systems" 87-162 95, 2003

126 "A new approach to mathematical water quality modeling in reservoirs" 689-696, 1998

127 "A neural network for long-term forecast of regional precipitation" 69-78, 1999

128 "A logical calculus of ideas immanent in nervous activity" 115-133, 1943

129 "A genetic algorithm to obtain the optimal recurrent neural network" 67-83, 2000

130 "A forecasting of water quality in the Youngsan River using neural network" 371-382, 2002

131 "A comparison study of neural networks model and storage function model for inflows forecasting" 79-90, 1999

132 "A comparison of self-organizing map algorithm and some conventional statistical methods for ecological community ordination" 329-146 339, 2001