Abstract
We can precisely predict the future dynamics of populations only if we know the underlying mechanism of population dynamics. Long-term data are important for the elucidation of such mechanisms. In this article we analyze the 50-year dynamics of annual light-trap catches of three insect pest species living in paddy fields in Japan: the rice stem borer, Chilo suppressalis (Walker) (Lepidoptera: Pyralidae); the green rice leafhopper, Nephotettix cincticeps (Uhler) (Hemiptera: Deltocephalidae); and the small brown planthopper, Laodelphax striatellus (Fallén) (Hemiptera: Delphacidae). We separate the long-term dynamics into two components by using locally weighted scatterplot smoothing: (1) the underlying dynamics of populations, and (2) the influence of the past changes in the environment. The former component is analyzed by response surface analysis and vector autoregression to evaluate the nonlinearity of density-dependence and the inter-specific influence of density, respectively. On the basis of these analyses, we perform the state-space model analyses. The state-space model selected by Akaike’s information criterion indicates that the observed number of light-trap catches of C. suppressalis and N. cincticeps in summer increases with increasing temperatures in the previous winter. It also indicates that the influence of temperature is not carried over to the next year. We utilize the selected model to predict the impact of global warming on these species, by substituting the temperature predicted by a general circulation model.
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References
Akaike H (1973) Information theory and an extension of the maximum likelihood principle. In: Petrov BN, Csadki F (eds) Second international symposium on information theory. Akademiai Kiado, Budapest, pp 267–281
Alyokhin A, Drummond FA, Sewell G (2005) Density-dependent regulation in populations of potato-colonizing aphids. Popul Ecol 47:257–266
Andrewartha HG, Birch LC (1954) The distribution and abundance of animals. Chicago Press, Chicago, IL
Berryman AA (2004) Limiting factors and population regulation. Oikos 105:667–670
Berryman AA, Arce ML, Hawkins BA (2002) Population regulation, emergent properties, and a requiem for density dependence. Oikos 99:600–606
Binns MR, Bostanian NJ (1990) Robustness in empirically based binomial decision rules for integrated pest management. J Econ Entomol 83:420–427
Bjørnstad ON, Falck W, Stenseth NC (1995) A geographic gradient in small rodent density fluctuations: a statistical modelling approach. P Roy Soc B-Biol Sci 262:127–133
Box GEP, Cox DR (1964) An analysis of transformations. J Roy Stat Soc B 26:211–252
Box GEP, Jenkins GM (1970) Time series analysis: forecasting and control. Holden-Day, CA
Brockwell PJ, Davis RA (2002) Introduction to time series and forecasting, 2nd edn. Springer, Berlin Heidelberg New York
Bulmer MG (1975) The statistical analysis of density dependence. Biometrics 31:901–911
Burnham KP, Anderson DR (2002) Model selection and multimodel inference: a practical information theoretic approach, 2nd edn. Springer, Berlin Heidelberg New York
Calder C, Lavine M, Müller P, Clark JS (2003) Incorporating multiple sources of stochasticity into dynamic population models. Ecology 84:1395–1402
Chambers JM, Hastie TJ (eds) (1991) Statistical models in S. CRC, Boca Raton, FL
Clark JS, Bjørnstad ON (2004) Population time series: process variability, observation errors, missing values, lags, and hidden states. Ecology 85:3140–3150
Cleveland WS (1979) Robust locally weighted regression and smoothing scatterplots. J Am Stat Assoc 74:829–836
Craven P, Wahba G (1979) Smoothing noisy data with spline functions: estimating the correct degree of smoothing by the method of generalized cross-validation. Numer Math 31:377–403
Davis AJ, Jenkinson LS, Lawton JH, Shorrocks B, Wood S (1995) Global warming, population dynamics and community structure in a model insect assemblage. In: Harrington R, Stork NE (eds) Insects in a changing environment. Academic Press, London, pp 431–439
Davis AJ, Lawton JH, Shorrocks B, Jenkinson LS (1998a) Individualistic species responses invalidate simple physiological models of community dynamics under global environmental change. J Anim Ecol 67:600–612
Davis AJ, Jenkinson LS, Lawton JH, Shorrocks B, Wood S (1998b) Making mistakes when predicting shifts in species range in response to global warming. Nature 391:783–786
Den Boer PJ (1968) Spreading of risk and stabilization of animal numbers. Acta Biotheor 18:165–194
Den Boer PJ, Reddingius J (1996) Regulation and stabilization paradigms in population ecology. Chapman, London
deValpine P, Hastings A (2002) Fitting population models incorporating process noise and observation error. Ecol Monogr 72:57–76
Dickey DA, Fuller WA (1979) Distribution of the estimators for autoregressive time series with a unit root. J Am Stat Assoc 74:427–431
Durbin J, Koopman SJ (2001) Time series analysis by state space models. Oxford University Press, Oxford
Ekbom BS (1987) Incidence counts for estimating densities of Rhopalosiphum padi (Homoptera: Aphididae). J Econ Entomol 80:933–935
Ellner S, Turchin P (1995) Chaos in a noisy world: new methods and evidence from time-series analysis. Am Nat 145:343–375
Elton C (1949) Population interspersion: an essay on animal community patterns. J Ecol 37:1–23
Elton CS (1958) The ecology of invasions by animals and plants. Methuen, London
Feng MG, Nowierski RM (1992) Spatial distribution and sampling plans for four species of cereal aphids (Homoptera: Aphididae) infesting spring wheat in southwestern Idaho. J Econ Entomol 85:830–837
Feng MG, Nowierski RM, Zeng Z (1993) Binomial sampling plans for the English grain aphid, Sitobion avenae (Homoptera: Aphididae) based on an empirical relationship between mean density and proportion of tillers with different tally thresholds of aphids. B Entomol Res 83:187–196
Fewster RM, Buckland ST, Siriwardena GM, Baillie SR, Wilson JD (2000) Analysis of population trends for farmland birds using generalized additive models. Ecology 81:1970–1984
Fukaya M (1950a) On some fundamental problems for predicting the occurrence of the rice borer (in Japanese with English summary). Jpn J Appl Zool 16:25–31
Fukaya M (1950b) Rice stem borer (in Japanese). Hoppou Shuppan, Tokyo
Fukaya M, Kono M, Nakatsuka K (1954) On the factors concerning the occurrence of the rice stem borer in the first generation. 1 (in Japanese with English summary). Jpn J Appl Zool 19:101–111
Fukaya M, Nakatsuka K (1956) Forecasting of the rice stem borer occurrence (in Japanese). Japan Plant Protection Association, Tokyo
Fuller WA (1987) Measurement error models. Wiley, NY
Gerrard DJ, Chiang HC (1970) Density estimation of corn rootworm egg populations based upon frequency of occurrence. Ecology 51:237–245
Greene WH (2000) Econometric analysis, 4th edn. Prentice-Hall, London
Greene WH (2002) LIMDEP 8.0. Econometric modeling guide. Econometric software, Plainview
Hall BH, Cummins C (2005) TSP 5.0 reference manual. TSP international, Palo Alto, CA
Harvey AC (1981) Time series analysis. Allan, Oxford
Harvey AC (1989) Forecasting, structural time series models and the Kalman filter. Cambridge University Press, Cambridge
Hastings A, Hom CL, Ellner S, Turchin P, Godfray HCJ (1993) Chaos in ecology: is mother nature a strange attracter? Annu Rev Ecol Syst 24:1–33
Hayashi F (2000) Econometrics. Princeton University Press, Princeton, NJ
Hayashi T, Koshimizu Y (1988) Computer program BLASTAM for forecasting occurrence of rice leaf blast (in Japanese with English summary). Bull Tohoku Nat Agric Exp Stn 78:123–138
Hirano K, Fujii K (1995) The outbreak mechanisms of the green rice leafhopper, Nephotettix cincticeps Uhler, in northern Japan. Res Popul Ecol 37:259–267
Hixon MA, Pacala SW, Sandin SA (2002) Population regulation: historical context and contemporary challenges of open vs. closed systems. Ecology 83:1490–1508
Hokyo N (1972) Studies on the life history and the population dynamics of the green rice leafhopper, Nephotettix cincticeps Uhler (in Japanese with English summary). Bull Kyushu Agric Exp Stn 16:283–382
Ibaraki Prefecture (1957–2001) Annual report of the survey for forecasting crop pests. Ibaraki Prefecture, Japan
Imai F (1976) A forecasting method concerning occurrence number of the green rice leafhopper, Nephotettix cincticeps Uhler, in the western part of Toyama prefecture (in Japanese). Proc Assoc Plant Prot Hokuriku 24:22–24
IPCC (2000) Summary for policymakers, emissions scenarios. 2000, Special report of the intergovernmental panel on climate change. Intergovernmental panel on climate change, Geneva <http://www.ipcc.ch/pub/reports.htm>
IPCC (2001) Climate change 2001: the scientific basis, Contribution of working group I to the third assessment report of the intergovernmental panel on climate change (IPCC). Cambridge University Press, Cambridge <http://www.grida.no/climate/ipcc_tar/>
Ishikura H (1950a) Short review on the studies on the statistical prediction of the date and number of rice borer moth appearance (in Japanese with English summary). Jpn J Appl Zool 16:32–40
Ishikura H (1950b) Forecasting of insect pests of agricultural crops (in Japanese). Tokyo
Ishikura H (1951) Outbreak of insect pest and its prediction (in Japanese). Agric Hortic 26:109–113
Itô Y (1968) Are insect populations cyclical? (in Japanese). Kagaku 38:39–45
Ives AR, Dennis B, Cottingham KL, Carpenter SR (2003) Estimating community stability and ecological interactions from time-series data. Ecol Monogr 73:301–330
Iwao S (1968) A new regression method for analyzing the aggregation pattern of animal populations. Res Popul Ecol 10:1–20
Johraku T (1976) Forecasting the abundance of Nephotettix cincticeps (Uhler) and Sogatella furcifera (Horvath) (in Japanese). Agric Hortic 51:1367–1372
Johraku T (1984) Local difference in the population dynamics of Nephotettix cincticeps (Uhler): comparison between Hokuriku and Kyushu districts (in Japanese). Agric Hortic 59:62–66
Johraku T, Kato S (1974) Effect of the snow to the survival of green rice leafhopper, Nephotettix cincticeps Uhler (in Japanese). Proc Assoc Plant Prot Hokuriku 22:30–31
Johraku T, Kato S, Wakamatsu T (1976) Relationship between the early generation and the peak one concerning the abundance of green rice leafhopper, Nephotettix cincticeps Uhler (in Japanese). Proc Assoc Plant Prot Hokuriku 24:19–21
Johraku T, Sekiguchi W, Kato S, Naruse H, Imai F, Wakamatsu T (1983) Fluctuation of population of the green rice leafhopper, Nephotettix cincticeps Uhler (Hemiptera: Deltocephalidae), in Hokuriku district (in Japanese with English summary). Jpn J Appl Entomol Z 27:146–151
Kanno M (1962) On the distribution pattern of the rice stem borer in a paddy field (in Japanese with English summary). Jpn J Appl Entomol Z 6:85–89
Kidokoro T (1979) Geographic trend in the annual population fluctuation of the green rice leafhopper, Nephotettix cincticeps Uhler (Hemiptera: Deltocephalidae). Appl Entomol Zool 14:127–129
Kiritani K, Oho N (1961) Centrifugal progress of outbreaks of the rice stem borer, Chilo suppressalis. Jpn J Appl Entomol Z 6:61–68
Kisimoto R, Yamada Y (1986) A planthopper-rice virus epidemiology model: Rice stripe and small brown planthopper, Laodelphax striatellus Fallen. In: McLean GD, Garrett RG, Ruesink WG (eds) Plant virus epidemics: monitoring, modelling and predicting outbreaks. Academic Press, Sydney, pp 327–344
Kisimoto R, Yamada Y (1998) Present status of controlling rice stripe virus. In: Hadidi A, Khetarpal RK, Koganezawa H (eds) Plant virus disease control. APS Press, St. Paul, MN, pp 470–483
Kitagawa G (1987) Non-Gaussian state-space modeling of nonstationary time series. J Am Stat Assoc 82:1032–1063
Kojima S, Emura K (1971) On the estimation method of the source of the first generation of rice stem borer, Chilo suppressalis. Proc Assoc Plant Prot Hokuriku 19:38–41
Kono M, Ishikawa M (1955) Studies on the rice stem borer, Chilo suppressalis. 2. Correlation between the population density and the damage in the second generation (in Japanese with English summary). Bull Saitama Agric Exp Stn 13:17–25
Kono T (1966) Changes in the proportion of infected insects in a vector population (in Japanese). Shokubutu Boeki (Plant Protection) 20:131–136
Kono T, Sugino T (1958) On the estimation of the density of rice stems infested by the rice stem borer (in Japanese with an English summary). Jpn J Appl Entomol Z 2:184–188
Kono T, Utida S, Yoshida T, Watanabe S (1952) Pattern of spatial distribution of the rice-stem borer, Chilo simplex, in a paddy field: pattern of the spatial distribution of insects, 2nd report. Res Popul Ecol 1:65–82
Kuno E (1968) Studies on the population dynamics of rice leafhoppers in a paddy field (in Japanese with English summary). Bull Kyushu Agric Exp Stn 14:131–246
Kuno E (1971) Sampling error as a misleading artifact in “key factor analysis”. Res Popul Ecol 13:28–45
Kuno E (1986) Evaluation of statistical precision and design of efficient sampling for the population estimation based on frequency of occurrence. Res Popul Ecol 28:305–319
Kurihara K (2004) Development of and utilization of unified climate scenario (in Japanese). Current status and future strategy for the research on climatic change, symposium proceedings, pp 17–18 <http://www8.cao.go.jp/cstp/project/envpt/progmeet/ccra/top.html>
MacKinnon JG (1994) Approximate asymptotic distribution function for unit-root and cointegration tests. J Bus Econ Stat 12:167–176
Maddala GS (2001) Introduction to econometrics, 3rd edn. Wiley, New York
Maelzer DA (1970) The regression of log Nt+1 on log N n as a test of density dependence: an exercise with computer-constructed density-independent populations. Ecology 51:810–822
Matsuda H, Kaji K, Uno H, Hirakawa H, Saitoh T (1998) A management policy for sika deer based on sex-specific hunting. Res Popul Ecol 41:139–149
Matsuda H, Uno H, Tamada K, Kaji K, Saitoh T, Hirakawa H, Kurumada T, Fujimoto T (2002) Harvest-based estimation of population size for Sika deer on Hakkaido Island, Japan. Wildlife Soc B 30:1160–1171
Ministry of Agriculture Forestry and Fisheries (1970–1990) Crop statistics, vol 13–33 (in Japanese). Association of Agriculture and Forestry Statistics, Tokyo
Ministry of Agriculture Forestry and Fisheries (1970–1995) Statistical yearbook of ministry of agriculture forestry and fisheries Japan, vol 46–71 (in Japanese). Association of Agriculture and Forestry Statistics, Tokyo
Ministry of Agriculture Forestry and Fisheries (1986) Project standards for forecasting pests incidence (in Japanese). Ministry of Agriculture Forestry and Fisheries, Tokyo
Miyashita K (1955) Some considerations on the population fluctuation of the rice stem borer (in Japanese with English summary). Bull Natl Inst Agric Sci Ser C 5:99–109
Miyashita K (1982) Ecology of rice stem borer (in Japanese). Private publication
Miyashita K, Itô Y (1961) Population fluctuations of the insect pests of rice plants. Misc Publ Natl Inst Agr Sci 5:1–6
Murakami M, Suzuki K (1971) Fundamental study on forecasting of the small brown planthopper. II. Developmental rate of overwintering nymphs (in Japanese). Annu Rep Plant Prot Kanto-Tosan 18:79
Muramatsu Y (1979) A system dynamic model for epidemic of rice stripe virus (in Japanese). Bull Shizuoka Agr Exp Stn 24:1–13
Murray BG (1999) Can the population regulation controversy be buried and forgotten? Oikos 84:148–152
Nachman G (1984) Estimates of mean population density and spatial distribution of Tetranychus urticae (Acarina: Tetranychidae) and Phytoseiulus persimilis (Acarina: Phytoseiidae) based upon the proportion of empty sampling units. J Appl Ecol 21:903–913
Nicholson AJ (1954) An outline of the dynamics of animal populations. Aust J Zool 2:9–65
Nishimori M, Ishigooka Y, Yokozawa M, Toritani H (2005) Future climate change scenario in Asian region by using the output from the latest GCM experiments. Proceedings of the joint meeting of environmental engineering in agriculture 2005 (in press)
Nitta A, Naruse H (1985) Relationship between the damage caused by the rice stem borer, Chilo suppressalis Walker, and the yield of rice (in Japanese). Proc Assoc Plant Prot Hokuriku 33:48–53
Nozato K, Kiritani K (1976) The role of egg parasites on the decrease of C. suppressalis (in Japanese). Shokubutu Boeki (Plant Protection) 30:259–263
Nyrop JP, Agnello AM, Kovach J, Reissig WH (1989) Binomial sequential classification sampling plans for European red mite (Acari: Tetranychidae) with special reference to performance criteria. J Econ Entomol 82:482–490
Oda S (1971) Influence of the depth and duration of snow cover on the overwintering of the green rice leafhopper, Nephotettix cincticeps Uhler (in Japanese). Proc Assoc Plant Prot Hokuriku 19:42–44
Okamoto D, Sasaki M (1957) Evaluation method for the injury caused by the second generation population of the rice stem borer, Chilo suppressalis Walker (in Japanese). Shokubutsu Boeki (Plant Protection) 11:527–530
Perry JN, Woiwod IP, Hanski I (1993) Using response-surface methodology to detect chaos in ecological time series. Oikos 68:329–339
Pianka ER (1978) Evolutionary ecology, 2nd edn. Harper & Row, NY
Pollard E, Lakhani KH, Rothery P (1987) The detection of density-dependence from a series of animal censuses. Ecology 68:2046–2055
Quantitative Micro Software (2004) EViews 5 user’s guide, Irvine
Reddingius J (1971) Gambling for existence. a discussion of some theoretical problems in animal population ecology. Acta Biotheor 20:1–208
Reddingius J, Den Boer PJ (1970) Simulation experiment illustrating stabilization of animal numbers by spreading of risk. Oecologia 5:240–284
Roux O, Von Arx R, Baumgärtner J (1992) Estimating potato tuberworm (Lepidoptera: Gelechiidae) damage in stored potatoes in Tunisia. J Econ Entomol 85:2246–2250
Royama T (1992) Analytical population dynamics. Chapman, London
Royama T, Mackinnon WE, Kettela EG, Carter NE, Hartling LK (2005) Analysis of spruce budworm outbreak cycles in New Brunswick, Canada, since 1952. Ecology 86:1212–1224
Saitoh T, Stenseth NC, Viljugrein H, Kittilsen MO (2003) Mechanisms of density dependence in fluctuating vole populations: deducing annual density dependence from seasonal processes. Popul Ecol 45:165–173
SAS Institute (1993) SAS/ETS user’s guide, version 6, second edition, Cary, NC
SAS Institute (1995) SAS/INSIGHT software: changes and enhancements, release 6.10. SAS Institute, Cary, NC
SAS Institute (2001) SAS/STAT® software: changes and enhancements, release 8.2. SAS Institute, Cary, NC
Schaalje GB, Butts RA, Lysyk TJ (1991) Simulation studies of binomial sampling: a new variance estimator and density predictor, with special reference to the Russian wheat aphid (Homoptera: Aphididae). J Econ Entomol 84:140–147
Sekiguchi W, Naruse H, Imai F, Yuno I, Kawahara T, Wakamatsu T (1981) Factors concerning the prevalence of the green rice leafhopper, Nephotettix cincticeps Uhler. III. On the regional differences in distribution (in Japanese). Proc Assoc Plant Prot Hokuriku 29:19–23
Selås V, Hogstad O, Andersson G, von Proschwitz T (2001) Population cycles of autumnal moth, Epirrita autumnata, in relation to birch mast seeding. Oecologia 129:213–219
Shenk TM, White GC, Burnham KP (1998) Sampling-variance effects on detecting density dependence from temporal trends in natural populations. Ecol Monogr 68:445–463
Shephard N, Pitt MK (1997) Likelihood analysis of non-Gaussian measurement time series. Biometrika 84:653–667
Shinkai A (1962) Studies on insect transmission of rice virus diseases in Japan (in Japanese with English summary). Bull Natl Inst Agr Sci Ser C 14:1–112
Solow AR (1998) On fitting a population model in the presence of measurement error. Ecology 79:1463–1466
Solow AR (2001) Observation error and the detection of delayed density dependence. Ecology 82:3263–3264
St. Amant JLS (1970) The detection of regulation in animal populations. Ecology 51:823–828
Stata Corp. (2003) Stata time-series reference manual release 8. Stata Press, College Station
Stenseth NC, Viljugrein H, Saitoh T, Hansen TF, Kittilsen MO, Bølviken E, Glöckner F (2003) Seasonality, density dependence and population cycles in Hokkaido voles. P Natl Acad Sci USA 100:11478–11483
Taira M, Ichihashi H, Yamada H (1995) Computer simulation model in the small brown planthopper (Laodelphax striatellus Fallen) and rice stripe (in Japanese). Bull Gifu Agr Res C 8:1–22
Takagi S, Sugino T, Nishino M (1958) Reconsideration of the injury caused by the second generation population of the rice stem borer, Chilo suppressalis Walker (in Japanese). Bull Shizuoka Agr Exp Stn 3:23–35
Taylor LR, Woiwod IP, Perry JN (1978) The density-dependence of spatial behavior and the rarity of randomness. J Anim Ecol 47:383–406
Taylor LR, Woiwod IP, Perry JN (1979) The negative binomial as a dynamic ecological model for aggregation, and the density dependence of k. J Anim Ecol 48:289–304
Turchin P (1993) Chaos and stability in rodent population dynamics: evidence from non-linear time-series analysis. Oikos 68:167–172
Turchin P (1995) Population regulation: old arguments and a new synthesis. In: Cappuccino N, Price PW (eds) Population dynamics: New approaches and synthesis. Academic Press, NY, pp 19–40
Turchin P (1999) Population regulation: a synthetic view. Oikos 84:153–159
Turchin P (2003) Complex population dynamics: a theoretical/empirical synthesis. Princeton Univ Press, Princeton
Turchin P, Taylor AD (1992) Complex dynamics in ecological time series. Ecology 73:289–305
Utida S (1941) Studies on experimental population of the azuki bean weevil, Callosobruchus chinensis (L.) II. The effect of population density on progeny populations under different conditions of atmospheric moisture. Mem Coll Agr Kyoto Imp Univ 49:1–20
Utida S (1954) “Logistic” growth tendency in the population fluctuation of the rice stem borer. Studies on the fluctuation of population density observed in several insect pests (1st report) (in Japanese with English summary). Oyo-Kontyu 10:3–10
Utida S (1957a) “Logistic” growth tendency in the population fluctuation of the rice stem borer. Studies on the fluctuation of population density observed in several insect pests (2nd report) (in Japanese with English summary). Botyu-Kagaku 22:57–63
Utida S (1957b) Outbreaks of insect pests and the mechanism (in Japanese). Shokubutsu Boeki (Plant Protection) 11:55–59
Utida S (1958) On fluctuations in population density of the rice stem borer Chilo suppressalis. Ecology 39:587–599
Viljugrein H, Stenseth NC, Smith GW, Steinbakk GH (2005) Density dependence in North American ducks. Ecology 86:245–254
Whistler D, White KJ, Wong SD, Bates D (2004) SHAZAM user’s reference manual Version 10. Northwest Econometrics, Vancouver
White TCR (2001) Opposing paradigms: regulation or limitation of populations? Oikos 93:148–152
White TCR (2004) Limitation of populations by weather-driven changes in food: a challenge to density-dependent regulation. Oikos 105:664–666
Williams CK, Ives AR, Applegate RD (2003) Population dynamics across geographical ranges: time-series analyses of three small game species. Ecology 84:2654–2667
Yamamura K (1989) Effect of aggregation on the reproductive rate of populations. Res Popul Ecol 31:161–168
Yamamura K (1998) Stabilization effects of spatial aggregation of vectors in plant disease systems. Res Popul Ecol 40:227–238
Yamamura K (1999) Transformation using (x+0.5) to stabilize the variance of populations. Res Popul Ecol 41:229–234
Yamamura K (2000) Colony expansion model for describing the spatial distribution of populations. Popul Ecol 42:161–169
Yamamura K (2002) Biodiversity and stability of herbivore populations: influences of the spatial sparseness of food plants. Popul Ecol 44:33–40
Yamamura K, Yokozawa M (2002) Prediction of a geographical shift in the prevalence of rice stripe virus disease transmitted by the small brown planthopper, Laodelphax striatellus (Fallén) (Hemiptera: Delphacidae), under global warming. Appl Entomol Zool 37:181–190
Yokozawa M, Goto S, Hayashi Y, Seino H (2003) Mesh climate change data for evaluating climate change impacts in Japan under gradually increasing atmospheric CO2 concentration. J Agr Meteorol 59:117–130
Yukimoto S, Noda A (2002) Improvements of the meteorological research institute global ocean-atmosphere coupled GCM (MRI-CGCM2) and its climate sensitivity. CGER’s Supercomputer Activity Rep 10:37–44
Yukimoto S, Noda A, Kitoh A, Sugi M, Kitamura Y, Hosaka M, Shibata K, Maeda S, Uchiyama T (2001) A new meteorological research institute coupled GCM (MRI-CGCM2)—Model climate and its variability. Pap Meteor Geophys 51:47–88
Yuno I, Johraku T (1975) Occurrence of the first generation of rice stem borer in paddy fields using transplanting machine of young seedlings (in Japanese). Proc Assoc Plant Prot Hokuriku 23:32–34
Yuno I, Johraku T (1976) Ovipositional preference and the survival rate of larvae of the first generation of rice stem borer, Chilo suppressalis Walker, using transplanting machine of young seedlings (in Japanese). Proc Assoc Plant Prot Hokuriku 24:16–18
Zeng Z, Nowierski RM, Taper ML, Dennis B, Kemp WP (1998) Complex population dynamics in the real world: modeling the influence of time-varying parameters and time lags. Ecology 79:2193–2209
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Yamamura, K., Yokozawa, M., Nishimori, M. et al. How to analyze long-term insect population dynamics under climate change: 50-year data of three insect pests in paddy fields. Popul Ecol 48, 31–48 (2006). https://doi.org/10.1007/s10144-005-0239-7
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DOI: https://doi.org/10.1007/s10144-005-0239-7