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The Effect of Urban Expansion in Metro Manila on the Southwest Monsoon Rainfall

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Abstract

Model simulations of historical climate changes often do not take into account the climatic effects of changes in land use. Modifications in land cover such as urbanization, affect the partitioning of the water and energy balances, which in turn influences temperature and rainfall magnitudes and patterns. The local climate impacts of major urban expansion in metropolitan Manila (Metro Manila) in the Philippines is examined, particularly during the peak of the Southwest monsoon (SWM) rainfall season from July to September. MM5 is used to perform an ensemble simulation of experiments consisting of three-month runs for ten different years using two land cover scenarios representative of the urban cover of Metro Manila in 1972 and its expanded urban area in 2001. Results show that the SWM rainfall may be enhanced by up to 20% due to extensive urban growth. Comparison of model results with observation data indicates that without urban expansion, rainfall increases only by about 17%. When expanded urban impacts are included, the modeled increase in rainfall is about 29%, which is much closer to the observed value. This study therefore illustrates the significance of incorporating land use changes together with CO2 changes in climatic change modeling especially at the scale of local impacts.

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References

  • Arnfield, A.J.: Two decades of urban climate research: a review of turbulence, exchanges of energy and water, and the urban heat island. Int. J. Climatol. 23, 1–26 (2003). https://doi.org/10.1002/joc.859

    Article  Google Scholar 

  • Bala, G., Caldeira, K., Wickett, M., Phillips, T.J., Lobell, D.B., Delire, C., Mirin, A.: Combined climate and carbon-cycle effects of large-scale deforestation. Proc. Natl. Acad. Sci. U. S. A. 104, 6550–6555 (2007). https://doi.org/10.1073/pnas.0608998104

    Article  Google Scholar 

  • Burian, S.J., Shepherd, J.M.: Effect of urbanization on the diurnal rainfall pattern in Houston. Hydrol. Process. 19, 1089–1103 (2005). https://doi.org/10.1002/hyp.5647

    Article  Google Scholar 

  • Chen, F., Dudhia, J.: Coupling an advanced land surface–hydrology model with the Penn State–NCAR MM5 modeling system. Part I: Model Implementation and Sensitivity. Mon. Weather Rev. 129, 569–585 (2001). https://doi.org/10.1175/1520-0493(2001)129<0569:CAALSH>2.0.CO;2

    Article  Google Scholar 

  • Chen, T.-C., Wang, S.-Y., Yen, M.-C., Chen, T.-C., Wang, S.-Y., Yen, M.-C.: Enhancement of afternoon thunderstorm activity by urbanization in a valley: Taipei. J. Appl. Meteorol. Climatol. 46, 1324–1340 (2007). https://doi.org/10.1175/JAM2526.1

    Article  Google Scholar 

  • Dudhia, J.: Numerical study of convection observed during the winter monsoon experiment using a mesoscale two-dimensional model. J. Atmos. Sci. 46, 3077–3107 (1989). https://doi.org/10.1175/1520-0469(1989)046<3077:NSOCOD>2.0.CO;2

    Article  Google Scholar 

  • Grell, G.A., Dudhia, J., Stauffer, D.R.: A Description of the Fifth-Generation Penn State/NCAR Mesoscale Model (MM5). (1994)

    Google Scholar 

  • Grimmond, C.S.B., Ward, H.C., Kotthaus, S.: How is urbanisation altering local and regional climate? In: Seto, K., Solecki, W., and Griffth, C. (eds.) The Routledge Handbook of Urbanization and Global Environmental Change. pp. 582–591 (2016)

  • Hong, S.-Y., Pan, H.-L.: Nonlocal boundary layer vertical diffusion in a medium-range forecast model. Mon. Weather Rev. 124, 2322–2339 (1996). https://doi.org/10.1175/1520-0493(1996)124<2322:NBLVDI>2.0.CO;2

    Article  Google Scholar 

  • Jarvis, A., Reuter, H.I., Nelson, A., Guevara, E.: Hole-filled SRTM for the globe Version 4, available from the CGIAR-CSI SRTM 90m Database. (2008). https://www.srtm.csi.cgiar.org.

  • Kain, J.S., Fritsch, J.M.: Convective Parameterization for Mesoscale Models: The Kain-Fritsch Scheme. In: The Representation of Cumulus Convection in Numerical Models. pp. 165–170. American Meteorological Society, Boston, MA (1993)

  • Kalnay, E., Kanamitsu, M., Kistler, R., Collins, W., Deaven, D., Gandin, L., Iredell, M., Saha, S., White, G., Woollen, J., Zhu, Y., Leetmaa, A., Reynolds, R., Chelliah, M., Ebisuzaki, W., Higgins, W., Janowiak, J., Mo, K.C., Ropelewski, C., Wang, J., Jenne, R., Joseph, D., Kalnay, E., Kanamitsu, M., Kistler, R., Collins, W., Deaven, D., Gandin, L., Iredell, M., Saha, S., White, G., Woollen, J., Zhu, Y., Chelliah, M., Ebisuzaki, W., Higgins, W., Janowiak, J., Mo, K.C., Ropelewski, C., Wang, J., Leetmaa, A., Reynolds, R., Jenne, R., Joseph, D.: The NCEP/NCAR 40-Year Reanalysis Project. Bull. Am. Meteorol. Soc. 77, 437–471 (1996). https://doi.org/10.1175/1520-0477(1996)077<0437:TNYRP>2.0.CO;2

    Article  Google Scholar 

  • Kishtawal, C.M., Niyogi, D., Tewari, M., Pielke, R.A., Shepherd, J.M.: Urbanization signature in the observed heavy rainfall climatology over India. Int. J. Climatol. 30, 1908–1916 (2010). https://doi.org/10.1002/joc.2044

    Article  Google Scholar 

  • Kusaka, H., Kimura, F.: Coupling a single-layer urban canopy model with a simple atmospheric model: impact on urban Heat Island simulation for an idealized case. J. Meteorol. Soc. Japan. 82, 67–80 (2004). https://doi.org/10.2151/jmsj.82.67

    Article  Google Scholar 

  • Kusaka, H., Kimura, F., Hirakuchi, H., Mizutori, M.: The effects of land-use alteration on the sea breeze and daytime Heat Island in the Tokyo metropolitan area. J. Meteorol. Soc. Japan. Ser. II. 78, 405–420 (2000). https://doi.org/10.2151/jmsj1965.78.4_405

    Article  Google Scholar 

  • Lei, M., Niyogi, D., Kishtawal, C., Pielke, R.A., Beltrán-Przekurat, A., Nobis, T.E., Vaidya, S.S.: Effect of explicit urban land surface representation on the simulation of the 26 July 2005 heavy rain event over Mumbai. India. Atmos. Chem. Phys. 8, 5975–5995 (2008). https://doi.org/10.5194/acp-8-5975-2008

    Article  Google Scholar 

  • McAlpine, C., Ryan, J., Seabrook, L., Thomas, S., Dargusch, P., Syktus, J., Pielke, R., Etter, A., Fearnside, P., Laurance, W.: More than CO2: a broader paradigm for managing climate change and variability to avoid ecosystem collapse. Curr. Opin. Environ. Sustain. 2, 334–346 (2010). https://doi.org/10.1016/J.COSUST.2010.10.001

    Article  Google Scholar 

  • NASA Landsat Program, Landsat MSS scene LM11240501972358AAA04, L1T, USGS, Sioux Falls. (1972).

  • NASA Landsat Program, Landsat ETM+ scene LE71160502001330SGS00, L1T, USGS, Sioux Falls. (2001).

  • Narisma, G.T., Pitman, A.J.: The Impact of 200 Years of Land Cover Change on the Australian Near-Surface Climate. J. Hydrometeor., 4, 424–436, (2003). https://doi.org/10.1175/1525-7541(2003)4<424:TIOYOL>2.0.CO;2.

  • Niyogi, D., Pyle, P., Lei, M., Arya, S.P., Kishtawal, C.M., Shepherd, M., Chen, F., Wolfe, B., Niyogi, D., Pyle, P., Lei, M., Arya, S.P., Kishtawal, C.M., Shepherd, M., Chen, F., Wolfe, B.: Urban modification of thunderstorms: an observational storm climatology and model case study for the Indianapolis urban region *. J. Appl. Meteorol. Climatol. 50, 1129–1144 (2011). https://doi.org/10.1175/2010JAMC1836.1

    Article  Google Scholar 

  • Ohashi, Y., Kida, H.: Local circulations developed in the vicinity of both coastal and inland urban areas: a numerical study with a mesoscale atmospheric model. J. Appl. Meteorol. 41, 30–45 (2002). https://doi.org/10.1175/1520-0450(2002)041<0030:LCDITV>2.0.CO;2

    Article  Google Scholar 

  • Oke, T.R.: Canyon geometry and the nocturnal urban heat island: comparison of scale model and field observations. J. Climatol. 1, 237–254 (1981). https://doi.org/10.1002/joc.3370010304

    Article  Google Scholar 

  • Pielke, R.A., Adegoke, J., Beltrán-Przekurat, A., Hiemstra, C.A., Lin, J., Nair, U.S., Niyogi, D., Nobis, T.E.: An overview of regional land-use and land-cover impacts on rainfall. Tellus Ser. B Chem. Phys. Meteorol. 59, 587–601 (2007). https://doi.org/10.1111/j.1600-0889.2007.00251.x

    Article  Google Scholar 

  • Pielke, R.A., Marland, G., Betts, R.A., Chase, T.N., Eastman, J.L., Niles, J.O., Niyogi, D.D.S., Running, S.W.: The influence of land-use change and landscape dynamics on the climate system: relevance to climate-change policy beyond the radiative effect of greenhouse gases. Philos. Trans. A. Math. Phys. Eng. Sci. 360, 1705–1719 (2002). https://doi.org/10.1098/rsta.2002.1027

    Article  Google Scholar 

  • Pielke, R.A., Pitman, A., Niyogi, D., Mahmood, R., McAlpine, C., Hossain, F., Goldewijk, K.K., Nair, U., Betts, R., Fall, S., Reichstein, M., Kabat, P., de Noblet, N.: Land use/land cover changes and climate: modeling analysis and observational evidence. Wiley Interdiscip. Rev. Clim. Chang. 2, 828–850 (2011). https://doi.org/10.1002/wcc.144

    Article  Google Scholar 

  • Pitman, A.J.: The evolution of, and revolution in, land surface schemes designed for climate models. Int. J. Climatol. 23, 479–510 (2003). https://doi.org/10.1002/joc.893

    Article  Google Scholar 

  • Pitman, A.J., de Noblet-Ducoudré, N., Cruz, F.T., Davin, E.L., Bonan, G.B., Brovkin, V., Claussen, M., Delire, C., Ganzeveld, L., Gayler, V., van den Hurk, B.J.J.M., Lawrence, P.J., van der Molen, M.K., Müller, C., Reick, C.H., Seneviratne, S.I., Strengers, B.J., Voldoire, A.: Uncertainties in climate responses to past land cover change: first results from the LUCID intercomparison study. Geophys. Res. Lett. 36, L14814 (2009). https://doi.org/10.1029/2009GL039076

    Article  Google Scholar 

  • Ren, G., Zhou, Y., Chu, Z., Zhou, J., Zhang, A., Guo, J., Liu, X., Ren, G., Zhou, Y., Chu, Z., Zhou, J., Zhang, A., Guo, J., Liu, X.: Urbanization effects on observed surface air temperature trends in North China. J. Clim. 21, 1333–1348 (2008). https://doi.org/10.1175/2007JCLI1348.1

    Article  Google Scholar 

  • Shepherd, J.M.: A review of current investigations of urban-induced rainfall and recommendations for the future. Earth Interact. 9, 1–27 (2005). https://doi.org/10.1175/EI156.1

    Article  Google Scholar 

  • Skamarock, C., Klemp, B., Dudhia, J., Gill, O., Liu, Z., Berner, J., Wang, W., Powers, G., Duda, G., Barker, D., Huang, X.: A Description of the Advanced Research WRF Model Version 4 (2019). https://doi.org/10.5065/1DFH-6P97

    Book  Google Scholar 

  • Trusilova, K., Jung, M., Churkina, G., Karstens, U., Heimann, M., Claussen, M., Trusilova, K., Jung, M., Churkina, G., Karstens, U., Heimann, M., Claussen, M.: Urbanization impacts on the climate in Europe: numerical experiments by the PSU–NCAR mesoscale model (MM5). J. Appl. Meteorol. Climatol. 47, 1442–1455 (2008). https://doi.org/10.1175/2007JAMC1624.1

    Article  Google Scholar 

  • Wang, B., Ho, L.: Rainy season of the Asian–Pacific summer monsoon. J. Clim. 15, 386–398 (2002). https://doi.org/10.1175/1520-0442(2002)015<0386:RSOTAP>2.0.CO;2

    Article  Google Scholar 

  • Yoshikado, H.: Interaction of the sea breeze with urban Heat Islands of different sizes and locations. J. Meteorol. Soc. Japan. Ser. II. 72, 139–143 (1994). https://doi.org/10.2151/jmsj1965.72.1_139

    Article  Google Scholar 

  • Zhou, L., Dickinson, R.E., Tian, Y., Fang, J., Li, Q., Kaufmann, R.K., Tucker, C.J., Myneni, R.B.: Evidence for a significant urbanization effect on climate in China. Proc. Natl. Acad. Sci. U. S. A. 101, 9540–9544 (2004). https://doi.org/10.1073/pnas.0400357101

    Article  Google Scholar 

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Acknowledgments

The research was partly supported by the Commission on Higher Education (CHED) Philippine Higher Education Research Network (PHERNet) and the Ateneo de Manila University Research Council Grant. JM Dado was also a recipient of a scholarship from the Department of Science and Technology-Science Education Institute (DOST-SEI). The authors are also grateful for the constructive comments from the editor and reviewers in further improving this manuscript.

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Correspondence to Julie Mae Dado.

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Dado, J.M., Narisma, G.T. The Effect of Urban Expansion in Metro Manila on the Southwest Monsoon Rainfall. Asia-Pacific J Atmos Sci 58, 1–12 (2022). https://doi.org/10.1007/s13143-019-00140-x

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