Abstract
Precise modeling of CO2 emissions is important for environmental research. This paper presents a new model of human population dynamics that can be embedded into ESMs (Earth System Models) to improve climate modeling. Through a system dynamics approach, we develop a cohort-component model that successfully simulates historical population dynamics with fine spatial resolution (about 1°×1°). The population projections are used to improve the estimates of CO2 emissions, thus transcending the bulk approach of existing models and allowing more realistic non-linear effects to feature in the simulations. The module, dubbed POPEM (from Population Parameterization for Earth Models), is compared with current emission inventories and validated against UN aggregated data. Finally, it is shown that the module can be used to advance toward fully coupling the social and natural components of the Earth system, an emerging research path for environmental science and pollution research.
Similar content being viewed by others
References
Abel GJ, Sander N (2014) Quantifying global international migration flows. Science (80- ) 343:1520–1522. doi: https://doi.org/10.1126/science.1248676
Adepoju A (1995) Emigration dynamics in Sub-Saharan Africa. Int Migr 33:313–390. https://doi.org/10.1111/j.1468-2435.1995.tb00032.x
Andres RJ, Boden TA, Bréon F-M et al (2012) A synthesis of carbon dioxide emissions from fossil-fuel combustion. Biogeosciences 9:1845–1871. https://doi.org/10.5194/bg-9-1845-2012
Andres RJ, Boden TA, Higdon DM (2016) Gridded uncertainty in fossil fuel carbon dioxide emission maps, a CDIAC example. Atmos Chem Phys 16:14979–14995. https://doi.org/10.5194/acp-16-14979-2016
Andres RJ, Marland G, Fung I, Matthews E (1996) A 1° × 1° distribution of carbon dioxide emissions from fossil fuel consumption and cement manufacture, 1950-1990. Glob Biogeochem Cycles 10:419–429. https://doi.org/10.1029/96GB01523
Archer D, Eby M, Brovkin V, Ridgwell A, Cao L, Mikolajewicz U, Caldeira K, Matsumoto K, Munhoven G, Montenegro A, Tokos K (2009) Atmospheric lifetime of fossil fuel carbon dioxide. Annu Rev Earth Planet Sci 37:117–134. https://doi.org/10.1146/annurev.earth.031208.100206
Asis MMB, Piper N (2008) Researching international labor migration in Asia. Sociol Q 49:423–444. https://doi.org/10.1111/j.1533-8525.2008.00122.x
Atash F (2007) The deterioration of urban environments in developing countries: mitigating the air pollution crisis in Tehran, Iran. Cities 24:399–409. https://doi.org/10.1016/j.cities.2007.04.001
Ballas D, Clarke G, Dorling D, Eyre H, Thomas B, Rossiter D (2005a) SimBritain: a spatial microsimulation approach to population dynamics. Popul Space Place 11:13–34. https://doi.org/10.1002/psp.351
Ballas D, Clarke GP, Wiemers E (2006) Spatial microsimulation for rural policy analysis in Ireland: the implications of CAP reforms for the national spatial strategy. J Rural Stud 22:367–378. https://doi.org/10.1016/j.jrurstud.2006.01.002
Ballas D, Clarke GP, Wiemers E (2005b) Building a dynamic spatial microsimulation model for Ireland. Popul Space Place 11:157–172. https://doi.org/10.1002/psp.359
Beauchemin C, Bocquier P (2004) Migration and urbanisation in francophone West Africa: an overview of the recent empirical evidence. Urban Stud 41:2245–2272. https://doi.org/10.1080/0042098042000268447
Bloom DE, Canning D, Mansfield RK, Moore M (2007) Demographic change, social security systems, and savings. J Monet Econ 54:92–114. https://doi.org/10.1016/j.jmoneco.2006.12.004
Bokhari FAS, Gai Y, Gottret P (2007) Government health expenditures and health outcomes. Health Econ 16:257–273. https://doi.org/10.1002/hec.1157
Boroffka NGO, Obernhänsli H, Achatov GA, Aladin N V., Baipakov KM, Erzhanova A, Hörnig A, Krivonogov S, Lobas DA, Savel’eva T V., Wünnemann B (2005) Human settlements on the northern shores of Lake Aral and water level changes. 10:71–85
Butler TM, Lawrence MG, Gurjar BR, van Aardenne J, Schultz M, Lelieveld J (2008) The representation of emissions from megacities in global emission inventories. Atmos Environ 42:703–719. https://doi.org/10.1016/j.atmosenv.2007.09.060
Carr DL, Suter L, Barbieri A (2005) Population dynamics and tropical deforestation: state of the debate and conceptual challenges. Popul Environ 27:89–113. https://doi.org/10.1007/s11111-005-0014-x
Caschili S, De Montis A, Trogu D (2014) Accessibility and rurality indicators for regional development. Comput Environ Urban Syst. https://doi.org/10.1016/j.compenvurbsys.2014.05.005
Castles S (2000) International migration at the beginining of the twenty-first century: global trends and issues. Int Soc Sci J 52:269–281. https://doi.org/10.1111/1468-2451.00258
Chiu C (1990) Nonlinear age-dependent models for prediction of population growth. Math Biosci 99:119–133. https://doi.org/10.1016/0025-5564(90)90142-L
Cochrane MA, Barber CP (2009) Climate change, human land use and future fires in the Amazon. 15:601–612. doi: https://doi.org/10.1111/j.1365-2486.2008.01786.x
Cole A, Flenley J (2008) Modelling human population change on Easter Island far-from-equilibrium. Quat Int 184:150–165. https://doi.org/10.1016/j.quaint.2007.09.019
Coleman D (2008) The demographic effects of international migration in Europe. Oxford Rev Econ Policy 24:452–476. https://doi.org/10.1093/oxrep/grn027
Collins WD, Craig AP, Truesdale JE, Di Vittorio AV, Jones AD, Bond-Lamberty B, Calvin KV, Edmonds JA, Kim SH, Thomson AM, Patel P, Zhou Y, Mao J, Shi X, Thornton PE, Chini LP, Hurtt GC (2015) The integrated Earth system model version 1: formulation and functionality. Geosci Model Dev 8:2203–2219. https://doi.org/10.5194/gmd-8-2203-2015
Costa-Silva DG, Nunes MEM, Wallau GL, Martins IK, Zemolin APP, Cruz LC, Rodrigues NR, Lopes AR, Posser T, Franco JL (2015) Oxidative stress markers in fish (Astyanax sp. and Danio rerio) exposed to urban and agricultural effluents in the Brazilian Pampa biome. Environ Sci Pollut Res 22:15526–15535. https://doi.org/10.1007/s11356-015-4737-7
Dash DP (1994) System dynamics: changing perspectives. Syst Pract Action Res 7:87–98. https://doi.org/10.1007/BF02169167
Davis KF, D’Odorico P, Laio F et al (2013) Global Spatio-temporal patterns in human migration: a complex network perspective. PLoS One 8:e53723. https://doi.org/10.1371/journal.pone.0053723
de Beer J, Raymer J, van der Erf R, van Wissen L (2010) Overcoming the problems of inconsistent international migration data: a new method applied to flows in Europe. Eur J Popul 26:459–481. https://doi.org/10.1007/s10680-010-9220-z
Dias D, Tchepel O (2014) Modelling of human exposure to air pollution in the urban environment: a GPS-based approach. Environ Sci Pollut Res 21:3558–3571. https://doi.org/10.1007/s11356-013-2277-6
Docquier F, Rapoport H (2012) Globalization, brain drain, and development. J Econ Lit 50:681–730. https://doi.org/10.1257/jel.50.3.681
Doll CH, Muller J-P, Elvidge CD (2000) Night-time imagery as a tool for global mapping of socioeconomic parameters and greenhouse gas emissions. AMBIO A J Hum Environ 29:157–162. https://doi.org/10.1579/0044-7447-29.3.157
Doxsey-Whitfield E, MacManus K, Adamo SB, Pistolesi L, Squires J, Borkovska O, Baptista SR (2015) Taking advantage of the improved availability of census data: a first look at the gridded population of the world, version 4. Pap Appl Geogr 1:226–234. https://doi.org/10.1080/23754931.2015.1014272
Duren RM, Miller CE (2012) Measuring the carbon emissions of megacities. Nat Clim Chang 2:560–562. https://doi.org/10.1038/nclimate1629
Eberlein RL, Thompson JP (2013) Precise modeling of aging populations. Syst Dyn Rev 29:87–101. https://doi.org/10.1002/sdr.1497
El Araby M (2002) Urban growth and environmental degradation: the case of Cairo, Egypt. Cities 19:389–400. https://doi.org/10.1016/S0264-2751(02)00069-0
Flato GM (2011) Earth system models: an overview. Wiley Interdiscip Rev Clim Chang 2:783–800. https://doi.org/10.1002/wcc.148
Forrester JW, Senge PM (1978) Tests for building confidence in system dynamics models. System Dynamics Group, Sloan School of Management, Massachusetts Institute of Technology
Friedlingstein P, Andrew RM, Rogelj J et al (2014) Persistent growth of CO2 emissions and implications for reaching climate targets. Nat Geosci 7:709–715. https://doi.org/10.1038/ngeo2248
Gately CK, Hutyra LR, Sue Wing I (2015) Cities, traffic, and CO2: a multidecadal assessment of trends, drivers, and scaling relationships. Proc Natl Acad Sci U S A 112:4999–5004. https://doi.org/10.1073/pnas.1421723112
Gately CK, Hutyra LR, Wing IS, Brondfield MN (2013) A bottom up approach to on-road CO2 emissions estimates: improved spatial accuracy and applications for regional planning. Environ Sci Technol 47:2423–2430. https://doi.org/10.1021/es304238v
Givati A, Rosenfeld D, Givati A, Rosenfeld D (2004) Quantifying precipitation suppression due to air pollution. J Appl Meteorol 43:1038–1056. https://doi.org/10.1175/1520-0450(2004)043<1038:QPSDTA>2.0.CO;2
Gurjar BR, Butler TM, Lawrence MG, Lelieveld J (2008) Evaluation of emissions and air quality in megacities. Atmos Environ 42:1593–1606. https://doi.org/10.1016/j.atmosenv.2007.10.048
Han L, Zhou W, Pickett STA, Li W, Li L (2016) An optimum city size? The scaling relationship for urban population and fine particulate (PM2.5) concentration. Environ Pollut 208:96–101. https://doi.org/10.1016/j.envpol.2015.08.039
Hatna E, Benenson I (2010) The Schelling model of ethnic residential dynamics: beyond the integrated-segregated dichotomy of patterns. J Artif Soc Soc Simul 15:6
Hayden FG (2006) The inadequacy of Forrester system dynamics computer programs for institutional principles of hierarchy, feedback, and openness. J Econ Issues:527–535
Hegerl G, Luterbacher J, Gonzalez-Rouco F, Tett SFB, Crowley T, Xoplaki E (2011) Influence of human and natural forcing on European seasonal temperatures. Nat Geosci 4(2):99–103. https://doi.org/10.1038/ngeo1057
Henning S, Hovy B (2011) Data sets on international migration. Int Migr Rev 45:980–985
Higgins M, Williamson JG (1997) Age structure dynamics in Asia and dependence on foreign capital. Popul Dev Rev 23:261. https://doi.org/10.2307/2137546
Hinde A (1998) Demographic methods. Arnold, London
Holy M, Schmidt G, Schröder W (2011) Potential malaria outbreak in Germany due to climate warming: risk modelling based on temperature measurements and regional climate models. Environ Sci Pollut Res 18:428–435. https://doi.org/10.1007/s11356-010-0388-x
Hunke EC, Lipscomb WH (2008) CICE: The Los Alamos Sea Ice Model user’s manual. Los Alamos National Laboratory Tech. Rep.
Hurrell JW, Holland MM, Gent PR et al (2013) The community earth system model: a framework for collaborative research. Bull Am Meteorol Soc 94:1339–1360. https://doi.org/10.1175/BAMS-D-12-00121.1
Int Panis L, Broekx S, Liu R (2006) Modelling instantaneous traffic emission and the influence of traffic speed limits. Sci Total Environ 371:270–285. https://doi.org/10.1016/j.scitotenv.2006.08.017
Isserman AM (1993) The right people, the right rates: making population estimates and forecasts with an interregional cohort-component model. J Am Plan Assoc 59:45–64. https://doi.org/10.1080/01944369308975844
Kapitza SP (2010) On the theory of global population growth. Physics-Uspekhi 53:1287–1296. https://doi.org/10.3367/UFNe.0180.201012g.1337
Kerbyson DJ, Jones PW (2005) A performance model of the parallel ocean program. Int J High Perform Comput Appl 19:261–276. https://doi.org/10.1177/1094342005056114
Keys P (1990) System dynamics as a systems-based problem-solving methodology. Syst Pract 3:479–493. https://doi.org/10.1007/BF01064156
Klein Goldewijk K, Beusen A, Van Drecht G, De Vos M (2011) The HYDE 3.1 spatially explicit database of human-induced global land-use change over the past 12,000 years. Glob Ecol Biogeogr 20:73–86. https://doi.org/10.1111/j.1466-8238.2010.00587.x
Kunkel KE, Pielke RA, Changnon SA, Kunkel KE, Jr RAP, Changnon SA (1999) Temporal fluctuations in weather and climate extremes that cause economic and human health impacts: a review. Bull Am Meteorol Soc 80:1077–1098. https://doi.org/10.1175/1520-0477(1999)080<1077:TFIWAC>2.0.CO;2
Land KC (1986) Methods for national population forecasts: a review. J Am Stat Assoc 81:888–901. https://doi.org/10.2307/2289057
Lane DC (2000) Should system dynamics be described as a “hard” or “deterministic” systems approach? Syst Res Behav Sci 17:3–22
Lawrence DM, Oleson KW, Flanner MG, Thornton PE, Swenson SC, Lawrence PJ, Zeng X, Yang Z-L, Levis S, Sakaguchi K, Bonan GB, Slater AG (2011) Parameterization improvements and functional and structural advances in version 4 of the Community Land Model. J Adv Model Earth Syst 3-3:1–27. https://doi.org/10.1029/2011MS00045
Le QB, Park SJ, Vlek PLG (2010) Land use dynamic simulator (LUDAS): a multi-agent system model for simulating spatio-temporal dynamics of coupled human–landscape system: 2. Scenario-based application for impact assessment of land-use policies. Ecol Inform 5:203–221. https://doi.org/10.1016/j.ecoinf.2010.02.001
Le Quéré C, Moriarty R, Andrew RM et al (2015) Global Carbon Budget 2015. Earth Syst Sci Data 7:349–396. https://doi.org/10.5194/essd-7-349-2015
Li Y-H, Chen P-Y, Lo W-H, Tung C-P (2013) Integrated water resources system dynamics modeling and indicators for sustainable rural community:1
Liang Z, Morooka H (2004) Recent trends of emigration from China: 1982-2000. Int Migr 42:145–164. https://doi.org/10.1111/j.0020-7985.2004.00292.x
Lipscomb WH, Fyke JG, Vizcaino M et al (2013) Implementation and initial evaluation of the Glimmer Community Ice Sheet Model in the Community Earth System Model. J Clim 26:7352–7371. https://doi.org/10.1175/JCLI-D-12-00557.1
Lisenkova K, Mérette M, Wright R (2013) Population ageing and the labour market: modelling size and age-specific effects. Econ Model 35:981–989. https://doi.org/10.1016/j.econmod.2013.09.007
Manners J, Thelen J-C, Petch J, Hill P, Edwards JM (2009) Two fast radiative transfer methods to improve the temporal sampling of clouds in numerical weather prediction and climate models. Q J R Meteorol Soc 135:457–468. https://doi.org/10.1002/qj.385
Maya Sopha B, Klöckner CA, Hertwich EG (2011) Exploring policy options for a transition to sustainable heating system diffusion using an agent-based simulation. Energy Policy 39:2722–2729. https://doi.org/10.1016/j.enpol.2011.02.041
McCarthy MP, Best MJ, Betts RA (2010) Climate change in cities due to global warming and urban effects. Geophys Res Lett 37:n/a-n/a. doi: https://doi.org/10.1029/2010GL042845
McGeehin MA, Mirabelli M (2001) The potential impacts of climate variability and change on temperature-related morbidity and mortality in the United States. Environ Health Perspect:185–189
Meadows D, Meadows RD, Jorgen DM, Randers J (2004) Limits to growth: the 30-year update. Chelsea Green Publishing
Millington J (2000) Migration and age: the effect of age on sensitivity to migration stimuli. Reg Stud 34:521–533. https://doi.org/10.1080/00343400050085648
Molloy R, Smith CL, Wozniak A (2011) Internal migration in the United States. J Econ Perspect 25:173–196. https://doi.org/10.1257/jep.25.3.173
Moss RH, Edmonds JA, Hibbard KA, Manning MR, Rose SK, van Vuuren DP, Carter TR, Emori S, Kainuma M, Kram T, Meehl GA, Mitchell JFB, Nakicenovic N, Riahi K, Smith SJ, Stouffer RJ, Thomson AM, Weyant JP, Wilbanks TJ (2010) The next generation of scenarios for climate change research and assessment. Nature 463:747–756. https://doi.org/10.1038/nature08823
Münz R (1996) A continent of migration: European mass migration in the twentieth century. J Ethn Migr Stud 22:201–226. https://doi.org/10.1080/1369183X.1996.9976535
Murphy M (2016) The effect of long-term migration dynamics on population structure in England & Wales and Scotland. Popul Stud (NY) 70:149–162. https://doi.org/10.1080/00324728.2016.1185140
Nguyen MTN, Locke C (2014) Rural-urban migration in Vietnam and China: gendered householding, production of space and the state. J Peasant Stud 41:855–876. https://doi.org/10.1080/03066150.2014.925884
Oleson KW, Bonan GB, Feddema J, Jackson T (2011) An examination of urban heat island characteristics in a global climate model. Int J Climatol 31:1848–1865. https://doi.org/10.1002/joc.2201
Olivier JGJ, Van Aardenne JA, Dentener FJ, Pagliari V, Ganzeveld LN, Peters JAHW (2005) Recent trends in global greenhouse gas emissions: regional trends 1970–2000 and spatial distribution of key sources in 2000. Environ Sci 2:81–99. https://doi.org/10.1080/15693430500400345
Ozden C, Parsons CR, Schiff M, Walmsley TL (2011) Where on earth is everybody? The evolution of global bilateral migration 1960-2000. World Bank Econ Rev 25:12–56. https://doi.org/10.1093/wber/lhr024
Paredes-Miranda G, Arnott WP, Moosmüller H, Green MC, Gyawali M, Paredes-Miranda G, Arnott WP, Moosmüller H, Green MC, Gyawali M (2013) Black carbon aerosol concentration in five cities and its scaling with city population. Bull Am Meteorol Soc 94:41–50. https://doi.org/10.1175/BAMS-D-11-00225.1
Patz JA, Campbell-Lendrum D, Holloway T, Foley JA (2005) Impact of regional climate change on human health. Nature 438:310–317. https://doi.org/10.1038/nature04188
Pechony O, Shindell DT (2009) Fire parameterization on a global scale. J Geophys Res 114:D16115. https://doi.org/10.1029/2009JD011927
Peleg N, Morin E, Gvirtzman H, Enzel Y (2012) Rainfall, spring discharge and past human occupancy in the Eastern Mediterranean. 112:769–789. doi: https://doi.org/10.1007/s10584-011-0232-4
Peng RD, Bobb JF, Tebaldi C, McDaniel L, Bell ML, Dominici F (2011) Toward a quantitative estimate of future heat wave mortality under global climate change. Environ Health Perspect 119:701–706. https://doi.org/10.1289/ehp.1002430
Peterson PJ, Williams WP (1999) New indicator approaches for effective urban air quality management. Environ Sci Pollut Res Int 6:225–232. https://doi.org/10.1007/BF02987334
Philipov D, Schuster J (2010) Effect of migration on population size and age composition in Europe. Eur Demogr Res Pap 91. Doi: www. Oeaw. Ac. At/vid/download/edrp_2_10. Pdf.
Premi MK, Mathur MD (1995) Emigration dynamics: the Indian context. Int Migr 33:627–666. https://doi.org/10.1111/j.1468-2435.1995.tb00036.x
Rayner PJ, Raupach MR, Paget M, Peylin P, Koffi E (2010) A new global gridded data set of CO 2 emissions from fossil fuel combustion: methodology and evaluation. J Geophys Res 115:D19306. https://doi.org/10.1029/2009JD013439
Ren L, Cui E, Sun H (2014) Temporal and spatial variations in the relationship between urbanization and water quality. Environ Sci Pollut Res 21:13646–13655. https://doi.org/10.1007/s11356-014-3242-8
Rephann TJ, Holm E (2004) Economic-demographic effects of immigration: results from a dynamic spatial microsimulation model. Int Reg Sci Rev 27:379–410. https://doi.org/10.1177/0160017604267628
Sampson CC, Smith AM, Bates PB, Neal JC, Alfieri L (2015) Freer JE. A high-resolution global flood hazard model 51:7358–7381. https://doi.org/10.1002/2015WR016954
Sarzynski A (2012) Bigger is not always better: a comparative analysis of cities and their air pollution impact. Urban Stud 49:3121–3138. https://doi.org/10.1177/0042098011432557
Schelling TC (1971) Dynamic models of segregation. J Math Sociol 1:143–186. https://doi.org/10.1080/0022250X.1971.9989794
Schellnhuber HJ (1999) “Earth system” analysis and the second Copernican revolution. Nature 402:C19–C23. https://doi.org/10.1038/35011515
Shah NM (1994) Arab labour migration: a review of trends and issues. Int Migr 32:3–28. https://doi.org/10.1111/j.1468-2435.1994.tb00513.x
Tapiador FJ, Behrangi A, Haddad ZS, Katsanos D, de Castro M (2016) Disruptions in precipitation cycles: attribution to anthropogenic forcing. J Geophys Res Atmos 121:2161–2177. https://doi.org/10.1002/2015JD023406
Tapiador FJ, Navarro A, Levizzani V, García-Ortega E, Huffman GJ, Kidd C, Kucera PA, Kummerow CD, Masunaga H, Petersen WA, Roca R, Sánchez JL, Tao W-K, Turk FJ (2017) Global precipitation measurements for validating climate models. Atmos Res 197:1–20. https://doi.org/10.1016/j.atmosres.2017.06.021
Thorsson S, Lindberg F, Björklund J, Holmer B, Rayner D (2011) Potential changes in outdoor thermal comfort conditions in Gothenburg. Sweden due to climate change: The influence of urban geometry 31:324–335. https://doi.org/10.1002/joc.2231
Tilmes S, Lamarque JF, Emmons LK et al (2015) Description and evaluation of tropospheric chemistry and aerosols in the Community Earth System Model (CESM1.2). Geosci Model Dev 8:1395–1426. https://doi.org/10.5194/gmd-8-1395-2015
Uhrqvist O (2015) One model to fit all? The pursuit of integrated Earth system models in GAIM and AIMES. Hist Soc Res 40:271–297. doi. 10.12759/Hsr.40.2015.2.271-297
Underwood EC, Viers JH, Klausmeyer KR, Cox RL, Shaw MR (2009) Threats and biodiversity in the mediterranean biome. Divers Distrib 15:188–197. https://doi.org/10.1111/j.1472-4642.2008.00518.x
Valenta M, Jakobsen J (2016) Moving to the Gulf: an empirical analysis of the patterns and drivers of migration to the GCC countries, 1960–2013. Labor Hist 57:627–648. https://doi.org/10.1080/0023656X.2016.1239885
van der Walt L, Cilliers SS, Kellner K, Du Toit MJ, Tongway D (2015) To what extent does urbanisation affect fragmented grassland functioning? J Environ Manag 151:517–530. https://doi.org/10.1016/j.jenvman.2014.11.034
van Vuuren DP, Edmonds J, Kainuma M, Riahi K, Thomson A, Hibbard K, Hurtt GC, Kram T, Krey V, Lamarque J-F, Masui T, Meinshausen M, Nakicenovic N, Smith SJ, Rose SK, Vuuren DP van, Edmonds J, Kainuma M, Riahi K, Thomson A, Hibbard K, Hurtt GC, Kram T, Krey V, Lamarque J-F, Masui T, Meinshausen M, Nakicenovic N, Smith SJ, Rose SK (2011) The representative concentration pathways: an overview. Clim Chang 109:5–31. doi: https://doi.org/10.1007/s10584-011-0148-z
Wang Q, Sterman JD (1985) A disaggregate population model of China. SIMULATION 45:7–14. https://doi.org/10.1177/003754978504500104
Wedi NP (2014) Increasing horizontal resolution in numerical weather prediction and climate simulations: illusion or panacea? Philos Trans R Soc A Math Phys Eng Sci 372:20130289–20130289. https://doi.org/10.1098/rsta.2013.0289
Whelpton PK (1936) An empirical method of calculating future population. J Am Stat Assoc 31:457–473. https://doi.org/10.1080/01621459.1936.10503346
Williams AN, Veth P, Steffen W, Ulm S, Turney CSM, Reeves JM, Phipps SJ, Smith M (2015) A continental narrative: human settlement patterns and Australian climate change over the last 35,000 years. 123:91–112. doi: https://doi.org/10.1016/j.quascirev.2015.06.018
Williamson JG (2013) Demographic dividends revisited. Asian Dev Rev 30:1–25. https://doi.org/10.1162/ADEV_a_00013
Wu HX, Zhou L (1996) Rural-to-urban migration in China. Asia Pac Econ Lit 10:54–67. https://doi.org/10.1111/j.1467-8411.1996.tb00016.x
Yassin MF (2013) Numerical modeling on air quality in an urban environment with changes of the aspect ratio and wind direction. Environ Sci Pollut Res Int 20:3975–3988. https://doi.org/10.1007/s11356-012-1270-9
Zajic D, Fernando HJS, Calhoun R, Princevac M, Brown MJ, Pardyjak ER (2011) Flow and turbulence in an urban canyon. J Appl Meteorol Climatol 50:203–223. https://doi.org/10.1175/2010JAMC2525.1
Zheng B, Zhang Q, Tong D, Chen C, Hong C, Li M, Geng G, Lei Y, Huo H, He K (2017) Resolution dependence of uncertainties in gridded emission inventories: a case study in Hebei, China. Atmos Chem Phys 17:921–933. https://doi.org/10.5194/acp-17-921-2017
Zlotnik H (1998) International migration 1965-96: an overview. Popul Dev Rev 24:429. https://doi.org/10.2307/2808151
Acknowledgements
Funding information
Funding from projects CGL2013-48367-P, CGL2016-80609-R (Ministerio de Economía y Competitividad, Ciencia e Innovacion), and CYTEMA (UCLM) is gratefully acknowledged. ANM acknowledges support from grant FPU 13/02798.
Author information
Authors and Affiliations
Corresponding author
Additional information
Responsible editor: Marcus Schulz
Rights and permissions
About this article
Cite this article
Navarro, A., Moreno, R., Jiménez-Alcázar, A. et al. Coupling population dynamics with earth system models: the POPEM model. Environ Sci Pollut Res 26, 3184–3195 (2019). https://doi.org/10.1007/s11356-017-0127-7
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11356-017-0127-7