Biological early warning system based on the responses of aquatic organisms to disturbances: a review.

Aquatic ecosystems are subject to a number of anthropogenic disturbances, including environmental toxicants. The efficient monitoring of water resources is fundamental for effective management of water quality and aquatic ecosystems. Spot sampling and continuous water quality monitoring based on physicochemical factors are conducted to assess water quality. However, not all contaminants or synergistic and antagonistic toxic effects can be determined by solely analyzing the physicochemical factors. Thus, various biotests have been developed using long-term and automatic observation studies based on the ability of the aquatic organisms to continuously sense a wide range of pollutants. In addition, a biological early warning system (BEWS) has been developed based on the response behaviors of organisms to continuously detect a wide range of pollutants for effective water quality monitoring and management. However, large amounts of data exhibiting non-linearity and individual behavioral variation are continuously accumulated over long-term and continuous behavioral monitoring studies. Thus, appropriate mathematical and computational data analyses are necessary to manage and interpret such large datasets. Here, we review the development and application of BEWS by using various groups of organisms and the computational methods used to process the behavioral monitoring data.

[1]  F. Hoof Evaluation of an automatic system for detection of toxic substances in surface water using trout , 1980 .

[2]  T. Chon,et al.  Movement Patterning of Daphnia magna Treated with Copper Based on Self-Organizing Map , 2012 .

[3]  Young‐Seuk Park,et al.  Evaluation of Changes in Effluent Quality from Industrial Complexes on the Korean Nationwide Scale Using a Self-Organizing Map , 2012, International journal of environmental research and public health.

[4]  Massimiliano Zanin,et al.  Permutation Entropy and Its Main Biomedical and Econophysics Applications: A Review , 2012, Entropy.

[5]  A. Hendriks,et al.  Monitoring the response of microcontaminants by dynamic Daphnia magna and Leuciscus idus assays in the Rhine Delta: biological early warning as a useful supplement. , 1993, Ecotoxicology and environmental safety.

[6]  E. Nusch Biologische Testverfahren , 1993 .

[7]  A. Parr A contribution to the theoretical analysis of the schooling behavior of fishes , 1927 .

[8]  Donald E. Spalinger,et al.  Foraging behavior of browsing ruminants in a heterogeneous landscape , 1998, Landscape Ecology.

[9]  E. Hayes,et al.  On-line toxicity monitoring using Amtox , 1999 .

[10]  R. J. Shaw,et al.  Motility Factors in Mass Physiology: Locomotor Activity of Fishes under Conditions of Isolation, Homotypic Grouping, and Heterotypic Grouping , 1936, Physiological Zoology.

[11]  Qing Zhang,et al.  Forecasting raw-water quality parameters for the North Saskatchewan River by neural network modeling , 1997 .

[12]  A. Shlaifer Studies in Mass Physiology: Effect of Numbers upon the Oxygen Consumption and Locomotor Activity of Carassius auratus , 1938, Physiological Zoology.

[13]  J E MORROW,et al.  Schooling Behavior in Fishes , 1948, The Quarterly Review of Biology.

[14]  Sang-Hee Lee,et al.  Characterization of fish schooling behavior with different numbers of Medaka (Oryzias latipes) and goldfish (Carassius auratus) using a Hidden Markov Model , 2013 .

[15]  P A Vanrolleghem,et al.  On-line monitoring equipment for wastewater treatment processes: state of the art. , 2003, Water science and technology : a journal of the International Association on Water Pollution Research.

[16]  Christian E. W. Steinberg,et al.  Effects of atrazine on swimming behavior of zebrafish, Brachydanio rerio , 1995 .

[17]  D. Terver,et al.  Real-time biomonitoring of water contamination by cyanide based on analysis of the continuous electric signal emitted by a tropical fish : Apteronotus albifrons , 1996 .

[18]  L. Voss,et al.  Using Permutation Entropy to Measure the Electroencephalographic Effects of Sevoflurane , 2008, Anesthesiology.

[19]  J. Berges,et al.  Use of the multispecies freshwater biomonitor to assess behavioral changes of Corophium volutator (Pallas, 1766) (Crustacea, Amphipoda) in response to toxicant exposure in sediment. , 2006, Ecotoxicology and environmental safety.

[20]  C. Finlayson,et al.  THE POTENTIAL OF RAPID ASSESSMENT TECHNIQUES AS EARLY WARNING INDICATORS OF WETLAND DEGRADATION : A REVIEW , 1998 .

[21]  J Devillers,et al.  A General QSAR Model for Predicting the Toxicity of Organic Chemicals to Luminescent Bacteria (Microtox® test). , 1995, SAR and QSAR in environmental research.

[22]  Cheryl I. P. Lee,et al.  Wavelet transformations of tumor expression profiles reveals a pervasive genome-wide imprinting of aneuploidy on the cancer transcriptome. , 2005, Cancer research.

[23]  J. R. Jones The oxygen consumption of Gasterosteus aculeatus L. in toxic solutions. , 1947, The Journal of experimental biology.

[24]  J. C. Welty Experiments in Group Behavior of Fishes , 1934, Physiological Zoology.

[25]  R. Wentsel,et al.  Evaluation of soil toxicity at joliet army ammunition plant , 1995 .

[26]  Yuhei Inamori,et al.  A review of analytical methods for assessing the public health risk from microcystin in the aquatic environment , 2005 .

[27]  S. Kato,et al.  A quantification of goldfish behavior by an image processing system , 1996, Behavioural Brain Research.

[28]  R. Sparks,et al.  A preliminary report on rapid biological information systems for water pollution control. , 1970, Journal - Water Pollution Control Federation.

[29]  H. Vernon The Respiratory Exchange of the Lower Marine Invertebrates , 1895, The Journal of physiology.

[30]  Amara Gunatilaka,et al.  A Brief Review of Chemical and Biological Continuous Monitoring of Rivers in Europe and Asia , 2001 .

[31]  Eitan Kimmel,et al.  Monitoring the behavior of hypoxia-stressed Carassius auratus using computer vision , 1996 .

[32]  J. Wiens,et al.  Interactions between landscape structure and animal behavior: the roles of heterogeneously distributed resources and food deprivation on movement patterns , 1999, Landscape Ecology.

[33]  J. Borcherding Ten Years of Practical Experience with the Dreissena-Monitor, a Biological Early Warning System for Continuous Water Quality Monitoring , 2006, Hydrobiologia.

[34]  B. Pompe,et al.  Permutation entropy: a natural complexity measure for time series. , 2002, Physical review letters.

[35]  E. S. Bowen FURTHER STUDIES OF THE AGGREGATING BEHAVIOR OF AMEIURUS MELAS , 1932 .

[36]  Arvid Lundervold,et al.  Noise removal using fourth-order partial differential equation with applications to medical magnetic resonance images in space and time , 2003, IEEE Trans. Image Process..

[37]  M. Storey,et al.  Advances in on-line drinking water quality monitoring and early warning systems. , 2011, Water research.

[38]  J. Bissonette,et al.  The behavior of landscape metrics commonly used in the study of habitat fragmentation , 1998, Landscape Ecology.

[39]  S. Hrudey,et al.  Actinomycetes as a factor in odour problems affecting drinking water from the North Saskatchewan River , 1994 .

[40]  G. Atchison,et al.  Behavioral effects of methyl parathion on social groups of bluegill (Lepomis macrochirus) , 1984 .

[41]  Geoffrey E. Hinton,et al.  Learning representations by back-propagating errors , 1986, Nature.

[42]  Lucas P. J. J. Noldus,et al.  Metabolic rate and level of activity determined in tilapia (Oreochromis mossambicus Peters) by direct and indirect calorimetry and videomonitoring , 1997 .

[43]  J. Mcclendon THE DIRECT AND INDIRECT CALORIMETRY OF CASSIOPEA XAMACHANA THE EFFECT OF STRETCHING ON THE RATE OF THE NERVE IMPULSE , 1917 .

[44]  D. Häder,et al.  FAST EXAMINATION OF WATER QUALITY USING THE AUTOMATIC BIOTEST ECOTOX BASED ON THE MOVEMENT BEHAVIOR OF A FRESHWATER FLAGELLATE , 1999 .

[45]  R. S. Wilson,et al.  Investigations in Aquatic Behavioral Toxicology Using a Computerized Video Quantification System , 1982 .

[46]  J. T. Enright,et al.  Long-Term Activity Recording in Small Aquatic Animals , 1966, Science.

[47]  R. Sparks,et al.  The use of fish as sensors in industrial waste lines to prevent fish kills , 1973, Hydrobiologia.

[48]  A. Jeuken,et al.  Early Warning Strategies and Practices Along the River Rhine , 2005 .

[49]  Lawrence R. Rabiner,et al.  A tutorial on hidden Markov models and selected applications in speech recognition , 1989, Proc. IEEE.

[50]  Tae-Soo Chon,et al.  Analysis of behavioral changes of zebrafish (Danio rerio) in response to formaldehyde using Self-organizing map and a hidden Markov model , 2011 .

[51]  J. Krebs,et al.  An introduction to behavioural ecology , 1981 .

[52]  G. M. Hughes,et al.  A Study of the Effect of Temperature Changes on the Respiratory Pumps of the Rainbow Trout , 1970 .

[53]  J. R. García-March,et al.  Shell gaping behaviour of Pinna nobilis L., 1758: circadian and circalunar rhythms revealed by in situ monitoring , 2008 .

[54]  Peter A. Vanrolleghem,et al.  Simultaneous determination of inhibition kinetics of carbon oxidation and nitrification with a respirometer , 1996 .

[55]  D. Jeffrey,et al.  Bioindicators and environmental management , 1991 .

[56]  D. Randall,et al.  The relationship between heart beat and respiration in teleost fish. , 1962, Comparative biochemistry and physiology.

[57]  E. O. Brigham,et al.  The Fast Fourier Transform , 1967, IEEE Transactions on Systems, Man, and Cybernetics.

[58]  D H Godden,et al.  'Instant' analysis of movement. , 1983, The Journal of experimental biology.

[59]  Jr. S. Marple,et al.  Computing the discrete-time 'analytic' signal via FFT , 1999, Conference Record of the Thirty-First Asilomar Conference on Signals, Systems and Computers (Cat. No.97CB36136).

[60]  Hong-Ying Hu,et al.  Screening and estimating of toxicity formation with photobacterium bioassay during chlorine disinfection of wastewater. , 2007, Journal of hazardous materials.

[61]  J. Wiens,et al.  Animal movements and population dynamics in heterogeneous landscapes , 1992, Landscape Ecology.

[62]  James A. Goodrich,et al.  Adaptive monitoring to enhance water sensor capabilities for chemical and biological contaminant detection in drinking water systems , 2006, SPIE Defense + Commercial Sensing.

[63]  Zongming Ren,et al.  Differences in the behavior characteristics between Daphnia magna and Japanese madaka in an on-line biomonitoring system. , 2010, Journal of environmental sciences.

[64]  A. Krogh,et al.  On the Relation between the Temperature and the Respiratory Exchange in Fishes , 1914 .

[65]  S. Benhamou How to reliably estimate the tortuosity of an animal's path: straightness, sinuosity, or fractal dimension? , 2004, Journal of theoretical biology.

[66]  R. Drummond,et al.  An Electrode Chamber for Recording Respiratory and Other Movements of Free-swimming Animals , 1971 .

[67]  Tae-Soo Chon,et al.  Hidden Markov Model and Self-organizing Map Applied to Exploration of Movement Behaviors of Daphnia magna (Cladocera: Daphniidae) , 2010 .

[68]  Teuvo Kohonen,et al.  Self-Organizing Maps , 2010 .

[69]  J. L. Roberts Metabolic responses of fresh-water sunfish to seasonal photoperiods and temperatures , 1964, Helgoländer wissenschaftliche Meeresuntersuchungen.

[70]  Tsutomu Takagi,et al.  Video analysis of fish schooling behavior in finite space using a mathematical model , 2003 .

[71]  Mei Ma,et al.  The early warning of aquatic organophosphorus pesticide contamination by on-line monitoring behavioral changes of Daphnia magna , 2007, Environmental monitoring and assessment.

[72]  Yang Kai Statistical analysis on water pollution incident in urban water supply area in China during the year 1985 to 2005 , 2006 .

[73]  T. Kohonen Self-organized formation of topographically correct feature maps , 1982 .

[74]  A. Heath,et al.  Cardiac and respiratory responses to gradual hypoxia in three ecologically distinct species of fresh-water fish , 1968 .

[75]  D. Randall,et al.  THE EFFECTS OF CHANGES IN ENVIRONMENTAL GAS CONCENTRATIONS ON THE BREATHING AND HEART RATE OF A TELEOST FISH. , 1963, Comparative biochemistry and physiology.

[76]  J. F. Skidmore Respiration and Osmoregulation in Rainbow Trout with Gills Damaged by Zinc Sulphate , 1970 .

[77]  B. Sures Environmental parasitology: relevancy of parasites in monitoring environmental pollution. , 2004, Trends in parasitology.

[78]  H. Winterstein Beiträge zur Kenntnis der Fischatmung , 1908, Archiv für die gesamte Physiologie des Menschen und der Tiere.

[79]  A. Sutterlin Effects of Exercise on Cardiac and Ventilation Frequency in Three Species of Freshwater Teleosts , 1969, Physiological Zoology.

[80]  C. Breder,et al.  Innate and Acquired Behavior Affecting the Aggregation of Fishes , 1946, Physiological Zoology.

[81]  Junho Jeon,et al.  Development of a new biomonitoring method to detect the abnormal activity of Daphnia magna using automated Grid Counter device. , 2008, The Science of the total environment.

[82]  B. Mandelbrot How Long Is the Coast of Britain? Statistical Self-Similarity and Fractional Dimension , 1967, Science.

[83]  J.O.B. Greaves,et al.  The bugsystem: The software structure for the reduction of quantized video data of moving organisms , 1975, Proceedings of the IEEE.

[84]  A. Haar Zur Theorie der orthogonalen Funktionensysteme , 1910 .

[85]  G. F. Holeton Respiratory and circulatory responses of rainbow trout larvae to carbon monoxide and to hypoxia. , 1971, The Journal of experimental biology.

[86]  D. R. Passino-Reader,et al.  Chronic Bioassays of Rainbow Trout Fry with Compounds Representative of Contaminants in Great Lakes Fish , 1995 .

[87]  Mei Ma,et al.  Behavioral Responses of Daphnia Magna to Stresses of Chemicals with Different Toxic Characteristics , 2009, Bulletin of environmental contamination and toxicology.

[88]  Eui-Young Cha,et al.  Applications of Wavelet Transform and Artificial Neural Networks to Pattern Recognition for Environmental Monitoring , 2002, Australian Joint Conference on Artificial Intelligence.

[89]  Grant Foster,et al.  Wavelets for period analysis of unevenly sampled time series , 1996 .

[90]  D. L. Belding The Respiratory Movements of Fish as an Indicator of a Toxic Environment , 1929 .

[91]  Young-Seuk Park,et al.  Implementation of computational methods to pattern recognition of movement behavior of Blattella germanica (Blattaria: Blattellidae) treated with Ca2+ signal inducing chemicals , 2004 .

[92]  Tae-Soo Chon,et al.  Monitoring of movement behaviors of chironomid larvae after exposure to diazinon using fractal dimension and self-organizing map , 2007 .

[93]  W. Beebe The three-toed sloth Bradypus cuculliger cuculliger Wagler , 1926 .

[94]  A. Parr Sex Dimorphism and Schooling Behavior Among Fishes , 1931, The American Naturalist.

[95]  A. S. Kane,et al.  Quantitative movement analysis of social behavior in mummichog, Fundulus heteroclitus , 2006, Journal of Ethology.

[96]  Teuvo Kohonen,et al.  Self-organized formation of topologically correct feature maps , 2004, Biological Cybernetics.

[97]  J. R. Bruce The Respiratory Exchange of the Mussel (Mytilus edulis, L.). , 1926, The Biochemical journal.

[98]  Yan Li,et al.  ANALYSIS OF MOVEMENT BEHAVIOR OF ZEBRAFISH (DANIO RERIO) UNDER CHEMICAL STRESS USING HIDDEN MARKOV MODEL , 2013 .

[99]  F. R. Leach,et al.  Use of the microtox® assay system for environmental samples , 1981, Bulletin of environmental contamination and toxicology.

[100]  A. Soares,et al.  Effects of acid mine drainage on larval Chironomus (Diptera, Chironomidae) measured with the multispecies freshwater Biomonitor® , 2004, Environmental toxicology and chemistry.

[101]  R. Saunders,et al.  Cardiac and Respiratory Responses to Hypoxia in the Sea Raven, Hemitripterus americanus, and an Investigation of Possible Control Mechanisms , 1971 .

[102]  W. H. van der Schalie,et al.  Response characteristics of an aquatic biomonitor used for rapid toxicity detection , 2004, Journal of applied toxicology : JAT.

[103]  A. Gerhardt,et al.  New Online Biomonitoring System for Gammarus pulex (L.) (Crustacea): In Situ Test Below a Copper Effluent in South Sweden , 1998 .

[104]  R. Drummond,et al.  Some Short-term Indicators of Sublethal Effects of Copper on Brook Trout, Salvelinus fontinalis , 1973 .

[105]  S. Adams,et al.  Induction of heat shock proteins, changes in liver ultrastructure, and alterations of fish behavior: are these biomarkers related and are they useful to reflect the state of pollution in the field? , 1997 .

[106]  Young-Seuk Park,et al.  Computational characterization of behavioral response of medaka (Oryzias latipes) treated with diazinon. , 2005, Aquatic toxicology.

[107]  C. Breder,et al.  Comparative Behavior of Various Fishes under Differing Conditions of Aggregation , 1947 .

[108]  F. Hall THE INFLUENCE OF VARYING OXYGEN TENSIONS UPON THE RATE OF OXYGEN CONSUMPTION IN MARINE FISHES , 1929 .

[109]  Alastair Franke,et al.  Prediction of wolf (Canis lupus) kill-sites using hidden Markov models , 2006 .

[110]  Dick de Zwart,et al.  The valve movement response of mussels: a tool in biological monitoring , 1989 .

[111]  K. Kramer,et al.  The “Musselmonitor®” as Biological Early Warning System , 2001 .

[112]  Cheol-Ki Kim,et al.  Implementation of wavelets and artificial neural networks to detection of toxic response behavior of chironomids (Chironomidae: Diptera) for water quality monitoring , 2006 .

[113]  A. Heath,et al.  The effects of temperature upon the toxicity of chemicals to aquatic organisms , 1975, Hydrobiologia.

[114]  Ying Liu,et al.  Behavioral responses of tilapia (Oreochromis niloticus) to acute fluctuations in dissolved oxygen levels as monitored by computer vision , 2006 .

[115]  J. Stark,et al.  Acute toxicity of drainage ditch water from a Washington State cranberry-growing region to Daphnia pulex in laboratory bioassays. , 2002, Ecotoxicology and environmental safety.

[116]  I. Kwak,et al.  Computational Analysis Of Movement BehaviorsOf Medaka (Oryzias Latipes) After The TreatmentsOf Copper By Using Fractal Dimension AndArtificial Neural Networks , 2006 .

[117]  M. Clostermann,et al.  Monitoring of behavioral patterns of aquatic organisms with an impedance conversion technique , 1994 .

[118]  J. Hoy,et al.  Electronic Tracking and Recording System for Behavioral Observations, with Application to Toxicology and Pheromone Assay , 1983 .

[119]  Tae-Soo Chon,et al.  PERMUTATION ENTROPY APPLIED TO MOVEMENT BEHAVIORS OF DROSOPHILA MELANOGASTER , 2011 .

[120]  Krzysztof Rykaczewski,et al.  Application of Wavelets and Kernel Methods to Detection and Extraction of Behaviours of Freshwater Mussels , 2011, FGIT.

[121]  Peter Robinson Behavioural toxicity of organic chemical contaminants in fish: application to ecological risk assessments (ERAs) , 2009 .

[122]  Jing Liu,et al.  Microbial BOD sensors for wastewater analysis. , 2002, Water research.

[123]  C. Breder,et al.  Further studies on the light sensitivity and behavior of the Mexican blind characin , 1941 .

[124]  A. Gerhardt,et al.  Aquatic Behavioral Ecotoxicology—Prospects and Limitations , 2007 .

[125]  C. Breder,et al.  Correlations between structural eye defects and behavior in the Mexican blind characin , 1941 .

[126]  W. Slooff,et al.  Detection limits of a biological monitoring system for chemical water pollution based on mussel activity , 1983, Bulletin of environmental contamination and toxicology.

[127]  M Lebert,et al.  REAL TIME COMPUTER‐CONTROLLED TRACKING OF MOTILE MICROORGANISMS , 1985, Photochemistry and photobiology.

[128]  J. Gardner,et al.  On the Respiratory Exchange in Fresh Water Fish. Part I. On Brown Trout. , 1914, The Biochemical journal.

[129]  Christian E. W. Steinberg,et al.  Impact of the cyanobacteria toxin, microcystin-lr on behaviour of zebrafish, danio rerio , 1998 .

[130]  S. J. Stanley,et al.  Residual chlorine decay in a broad, shallow river , 1993 .

[131]  J. Davenport,et al.  Behavioural responses of some marine bivalves to heightened seawater copper concentrations , 1979, Bulletin of environmental contamination and toxicology.

[132]  William J. Rasnake,et al.  Automated biomonitors — first line of defense , 1994 .

[133]  M. M. Ellis Detection and measurement of stream pollution , 1937 .

[134]  Zijian Wang,et al.  A new online monitoring and management system for accidental pollution events developed for the regional water basin in Ningbo, China. , 2011, Water science and technology : a journal of the International Association on Water Pollution Research.

[135]  J. Gerritsen,et al.  The effect of food concentration on swimming patterns, feeding behavior, ingestion, assimilation, and respiration by Daphnia1 , 1982 .

[136]  K Meyer-Waarden,et al.  A biological monitoring system employing rheotaxis of fish , 1976 .

[137]  E. S. Bowen The Role of the Sense Organs in Aggregations of Ameiurus Melas , 1931 .

[138]  Shuping Ye,et al.  A simple video position-digitizer for studying animal movement patterns , 1991, Journal of Neuroscience Methods.

[139]  V. N. Misra,et al.  Prediction of sulphur removal with Acidithiobacillus sp. using artificial neural networks , 2006 .

[140]  Yves Bergeron,et al.  Fractal dimension estimates of a fragmented landscape: sources of variability , 1994, Landscape Ecology.

[141]  V. F. Gnyubkin An early warning system for aquatic environment state monitoring based on an analysis of mussel valve movements , 2009, Russian Journal of Marine Biology.

[142]  L. Rabiner,et al.  An introduction to hidden Markov models , 1986, IEEE ASSP Magazine.

[143]  A. Keys THE MEASUREMENT OF THE RESPIRATORY EXCHANGE OF AQUATIC ANIMALS , 1930 .

[144]  A. Kungolos Evaluation of Toxic Properties of Industrial Wastewater Using On-Line Respirometry , 2005, Journal of environmental science and health. Part A, Toxic/hazardous substances & environmental engineering.

[145]  F. Hall THE RESPIRATION OF PUFFER FISH , 1931 .

[146]  K. Lashley Experimental analysis of instinctive behavior. , 1938 .

[147]  J. Borcherding,et al.  The Influence of Suspended Particles on the Acute Toxicity of 2-Chloro-4-Nitro-Aniline, Cadmium, and Pentachlorophenol on the Valve Movement Response of the Zebra Mussel (Dreissena polymorpha) , 2001, Archives of environmental contamination and toxicology.

[148]  A database of chemical toxicity to environmental bacteria and its use in interspecies comparisons and correlations , 2016 .

[149]  R. Saunders THE IRRIGATION OF THE GILLS IN FISHES: II. EFFICIENCY OF OXYGEN UPTAKE IN RELATION TO RESPIRATORY FLOW ACTIVITY AND CONCENTRATIONS OF OXYGEN AND CARBON DIOXIDE , 1962 .

[150]  J. Hellou,et al.  A non-lethal chemically based approach to investigate the quality of harbour sediments. , 2008, The Science of the total environment.

[151]  C. Breder,et al.  The Influence of Temperature and Other Factors on the Winter Aggregations of the Sunfish, Lepomis Auritus, with Critical Remarks on the Social Behavior of Fishes , 1935 .

[152]  Masahiro Nakagawa,et al.  Effect of sodium hypochlorite on zebrafish swimming behavior estimated by fractal dimension analysis. , 2008, Journal of bioscience and bioengineering.

[153]  Hughes Gm,et al.  Responses of the respiratory pumps to hypoxia in the rainbow trout (Salmo gairdneri). , 1970 .

[154]  Yolanda Madrid,et al.  Water sampling : Traditional methods and new approaches in water sampling strategy , 2007 .

[155]  F. Pomati,et al.  Identification of an Na+-Dependent Transporter Associated with Saxitoxin-Producing Strains of the Cyanobacterium Anabaena circinalis , 2004, Applied and Environmental Microbiology.

[156]  T. Beitinger,et al.  Behavioral Reactions for the Assessment of Stress in Fishes , 1990 .

[157]  Mark Gibson,et al.  Technologies and Techniques for Early Warning Systems to Monitor and Evaluate Drinking Water Quality: A State-of-the-Art Review , 2005 .

[158]  Yoshinobu Inada,et al.  Order and flexibility in the motion of fish schools. , 2002, Journal of theoretical biology.

[159]  Peter A. Burrough,et al.  Using fractal dimensions for characterizing tortuosity of animal trails , 1988 .

[160]  D. Zwart,et al.  Practical experiences with the biological early warning system “mosselmonitor”† , 1995 .

[161]  P. Vasseur,et al.  The environmental risks of industrial waste disposal: an experimental approach including acute and chronic toxicity studies. , 1994, Ecotoxicology and environmental safety.

[162]  Xiaosi Su,et al.  Transport and fate modeling of nitrobenzene in groundwater after the Songhua River pollution accident. , 2010, Journal of environmental management.

[163]  T. H. Langlois Survival Value of Aggregational Behavior of Bass under Adverse Conditions , 1936 .

[164]  S. Sanukida,et al.  Contributions of genotoxic precursors from tributary rivers and sewage effluents to the Yodo River in Japan. , 2002, Water research.

[165]  J. Hawari,et al.  Development of a soil extraction procedure for ecotoxicity characterization of energetic compounds. , 1998, Ecotoxicology and environmental safety.

[166]  J. C. Davis,et al.  Water flow and gas exchange at the gills of rainbow trout, Salmo gairdneri. , 1971, The Journal of experimental biology.

[167]  A. Shlaifer The Locomotor Activity of the Goldfish, Carassius Auratus L., Under Various Conditions of Homotypic and Heterotypic Grouping , 1940 .

[168]  W. P. Spencer Diurnal Activity Rhythms in Fresh-Water Fishes , 1939 .

[169]  R. Addison The use of biological effects monitoring in studies of marine pollution , 1996 .

[170]  Some observations on schooling in fish , 1931 .

[171]  A. Gerhardt,et al.  In situ on‐line toxicity biomonitoring in water: Recent developments , 2006, Environmental toxicology and chemistry.

[172]  D B Dusenbery,et al.  Using a microcomputer and video camera to simultaneously track 25 animals. , 1985, Computers in biology and medicine.

[173]  C. Svendsen,et al.  Chronic toxicity of energetic compounds in soil determined using the earthworm (Eisenia andrei) reproduction test , 2000 .

[174]  S. Weisberg,et al.  A review of technologies for rapid detection of bacteria in recreational waters. , 2005, Journal of water and health.

[175]  Takeshi Kubo Recent Developments in Wastewater Management in Japan , 1991 .

[176]  W. Morgan BIOMONITORING WITH FISH: AN AID TO INDUSTRIAL EFFLUENT AND SURFACE WATER QUALITY CONTROL , 1978 .

[177]  F. Ayala,et al.  Complexity in Ecology and Conservation: Mathematical, Statistical, and Computational Challenges , 2005 .

[178]  Tae-Soo Chon,et al.  Pattern recognition of the movement tracks of medaka (Oryzias latipes) in response to sub-lethal treatments of an insecticide by using artificial neural networks. , 2002, Environmental pollution.

[179]  Wei Yang,et al.  An online water quality monitoring and management system developed for the Liming River basin in Daqing, China. , 2008, Journal of environmental management.

[180]  K. Racke,et al.  Application of the microtox system to assess the toxicity of pesticides and their hydrolysis metabolites , 1990, Bulletin of environmental contamination and toxicology.

[181]  Bruce T. Milne,et al.  Spatial Aggregation and Neutral Models in Fractal Landscapes , 1992, The American Naturalist.

[182]  T. Bernaś,et al.  Automatic biodetector of water toxicity (ABTOW) as a tool for examination of phenol and cyanide contaminated water. , 2010, Chemosphere.

[183]  A. Heath A critical comparison of methods for measuring fish respiratory movements , 1972 .

[184]  Young-Seuk Park,et al.  Sensitivity analysis and stability patterns of two-species pest models using artificial neural networks , 2007 .

[185]  Minoru Asada,et al.  Automatic Analysis of Moving Images , 1981, IEEE Transactions on Pattern Analysis and Machine Intelligence.