Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

  • Article
  • Published:

Urban rooftops for food and energy in China

Abstract

Urban rooftop agriculture (RA) and photovoltaic power production (RPV) offer sustainable solutions for the food–energy nexus in cities but compete for limited rooftop space. Here we explore the potential benefits (productivity, economic and environmental) and allocation strategy of RA and RPV across 13 million buildings in 124 Chinese cities, considering urban characteristics and regional productivity. We found that RA yields superior economic benefits, while RPV excels in greenhouse gas emission reductions. Prioritizing either RA or RPV can only retain 0–29% of the above benefits brought by the other. However, allocating 61% of the flat rooftop area to RA and all the remaining (including pitched rooftops) to RPV would retain >50% of their potential, meeting 15% (mean, 0.5–99% across cities) of urban vegetable needs and 5% (0.5–27% across cities) of the electricity needs. While the productivity from RA and RPV have significant environmental and socioeconomic benefits, they require considerable water (up to 15% of urban residential water use) and materials (for example, totaling 13 kt silver).

This is a preview of subscription content, access via your institution

Access options

Buy this article

Prices may be subject to local taxes which are calculated during checkout

Fig. 1: Potential benefits in 124 cities if all productive rooftop areas were applied in either RA production or RPV.
Fig. 2: Optimal allocations of RA or RPV.

Similar content being viewed by others

Data availability

The vectorized urban extent and urban open space is available at https://www.sciencedirect.com/science/article/pii/S0303243421001872 (ref. 34). The GHG emission intensity used in this study is publicly available at http://lca.cityghg.com/. Data for water resource use are available from open-sourced Chinese statistics (https://www.mohurd.gov.cn/gongkai/fdzdgknr/sjfb/tjxx/jstjnj/index.html). The yield for open-air production was taken from the Global Agro-Ecological Zoning database (https://gaez.fao.org/). The SWGDN hourly data from M2T1NXRAD are publicly available at https://disc.gsfc.nasa.gov/datasets/M2T1NXRAD_5.12.4/summary, and 2 m hourly temperature data from ERA5-Land are publicly available at https://cds.climate.copernicus.eu/. Due to copyright issues, other data, such as building outlines and attributes, can only be made available from the authors on request. Source data are provided with this paper.

Code availability

The vectorized and other spatial data, the building-level of potential of vegetable and PV power production and environmental and provisioning performance were processed or quantified with Excel v2021 and Python v3.7 interpreted by ArcGIS Pro. The code for multiobjective optimization was constructed utilizing the open-source Python package pymoo v0.6.1.3 (https://pymoo.org/), which is available at https://github.com/Ruiyang/Urban-rooftops-for-food-and-energy-in-China.

References

  1. Van Dijk, M., Morley, T., Rau, M. L. & Saghai, Y. A meta-analysis of projected global food demand and population at risk of hunger for the period 2010–2050. Nat. Food 2, 494–501 (2021).

    Article  Google Scholar 

  2. Rozowska, A. Universal access to sustainable energy will remain elusive without addressing inequalities. The World Bank https://www.worldbank.org/en/news/press-release/2021/06/07/report-universal-access-to-sustainable-energy-will-remain-elusive-without-addressing-inequalities (2021).

  3. Ramaswami, A., Pandey, B., Li, Q., Das, K. & Nagpure, A. Toward zero-carbon urban transitions with health, climate resilience, and equity co-benefits: assessing nexus linkages. Annu. Rev. Env. Resour. 48, 81–121 (2023).

    Article  Google Scholar 

  4. Li, Z. B., Zhang, Y. & Wang, M. Solar energy projects put food security at risk. Science 381, 740–741 (2023).

    Article  Google Scholar 

  5. Zhang, N. et al. Booming solar energy is encroaching on cropland. Nat. Geosci. 16, 932–934 (2023).

    Article  Google Scholar 

  6. Gu, C. Chinese Urbanization (in Chinese) (Science Press, 2021).

  7. Seto, K. C. & Ramankutty, N. Hidden linkages between urbanization and food systems. Science 352, 943–945 (2016).

    Article  Google Scholar 

  8. Zambrano-Prado, P. et al. Assessment of the food–water–energy nexus suitability of rooftops. A methodological remote sensing approach in an urban Mediterranean area. Sustain. Cities Soc. 75, 103287 (2021).

    Article  Google Scholar 

  9. Garcia, D. J. & You, F. The water–energy–food nexus and process systems engineering: a new focus. Comput. Chem. Eng. 91, 49–67 (2016).

    Article  Google Scholar 

  10. Qiu, J. et al. Scale up urban agriculture to leverage transformative food systems change, advance social–ecological resilience and improve sustainability. Nat. Food 5, 83–92 (2024).

    Article  Google Scholar 

  11. Bai, X. Advance the ecosystem approach in cities. Nature 559, 7–8 (2018).

    Article  Google Scholar 

  12. Clinton, N. et al. A global geospatial ecosystem services estimate of urban agriculture. Earth’s Future 6, 40–60 (2018).

    Article  Google Scholar 

  13. Pradhan, P. et al. Urban food systems: how regionalization can contribute to climate change mitigation. Environ. Sci. Technol. 54, 10551–10560 (2020).

    Article  Google Scholar 

  14. Payen, F. T. et al. How much food can we grow in urban areas? Food production and crop yields of urban agriculture: a meta‐analysis. Earth’s Future 10, e2022EF002748 (2022).

    Article  Google Scholar 

  15. Goldstein, B., Hauschild, M., Fernández, J. & Birkved, M. Testing the environmental performance of urban agriculture as a food supply in northern climates. J. Clean. Prod. 135, 984–994 (2016).

    Article  Google Scholar 

  16. Corcelli, F., Fiorentino, G., Petit-Boix, A., Rieradevall, J. & Gabarrell, X. Transforming rooftops into productive urban spaces in the Mediterranean. An LCA comparison of agri-urban production and photovoltaic energy generation. Resour. Conserv. Recycl. 144, 321–336 (2019).

    Article  Google Scholar 

  17. Chen, S. et al. The potential of photovoltaics to power the belt and road initiative. Joule 3, 1895–1912 (2019).

    Article  Google Scholar 

  18. Zhang, Z. et al. Carbon mitigation potential afforded by rooftop photovoltaic in China. Nat. Commun. 14, 2347 (2023).

    Article  Google Scholar 

  19. Lu, X. et al. Combined solar power and storage as cost-competitive and grid-compatible supply for China’s future carbon-neutral electricity system. Proc. Natl Acad. Sci. USA 118, e2103471118 (2021).

    Article  Google Scholar 

  20. Benis, K., Turan, I., Reinhart, C. & Ferrão, P. Putting rooftops to use—a cost–benefit analysis of food production vs. energy generation under Mediterranean climates. Cities 78, 166–179 (2018).

    Article  Google Scholar 

  21. Toboso‐Chavero, S. et al. Towards productive cities: environmental assessment of the food–energy–water nexus of the urban roof mosaic. J. Ind. Ecol. 23, 767–780 (2019).

    Article  Google Scholar 

  22. Meng, F. et al. The food–water–energy nexus and green roofs in Sao Jose dos Campos, Brazil, and Johannesburg, South Africa. NPJ Urban Sustain. 3, 12 (2023).

    Article  Google Scholar 

  23. Jing, R., Hastings, A. & Guo, M. Sustainable design of urban rooftop food-energy-land nexus. iScience 23, 101743 (2020).

    Article  Google Scholar 

  24. Touil, S., Richa, A., Fizir, M. & Bingwa, B. Shading effect of photovoltaic panels on horticulture crops production: a mini review. Rev. Environ. Sci. Biotechnol. 20, 281–296 (2021).

    Article  Google Scholar 

  25. Bambara, J. & Athienitis, A. K. Energy and economic analysis for the design of greenhouses with semi-transparent photovoltaic cladding. Renew. Energy 131, 1274–1287 (2019).

    Article  Google Scholar 

  26. Mishra, G. K. & Tiwari, G. N. Performance evaluation of 7.2 kWp standalone building integrated semi-transparent photovoltaic thermal system. Renew. Energy 146, 205–222 (2020).

    Article  Google Scholar 

  27. Jing, R. et al. Unlock the hidden potential of urban rooftop agrivoltaics energy-food-nexus. Energy 256, 124626 (2022).

    Article  Google Scholar 

  28. Mamun, M. A. A., Dargusch, P., Wadley, D., Zulkarnain, N. A. & Aziz, A. A. A review of research on agrivoltaic systems. Renew. Sustain. Energy Rev. 161, 112351 (2022).

    Article  Google Scholar 

  29. Cossu, M. et al. Agricultural sustainability estimation of the European photovoltaic greenhouses. Eur. J. Agron. 118, 126074 (2020).

    Article  Google Scholar 

  30. Yano, A. & Cossu, M. Energy sustainable greenhouse crop cultivation using photovoltaic technologies. Renew. Sustain. Energy Rev. 109, 116–137 (2019).

    Article  Google Scholar 

  31. Neupane, D., Kafle, S., Karki, K. R., Kim, D. H. & Pradhan, P. Solar and wind energy potential assessment at provincial level in Nepal: geospatial and economic analysis. Renew. Energy 181, 278–291 (2022).

    Article  Google Scholar 

  32. Lin, J. et al. Relative optimization potential: a novel perspective to address trade-off challenges in urban energy system planning. Appl. Energy 304, 117741 (2021).

    Article  Google Scholar 

  33. Li, S. et al. Integrated agricultural practices and engineering technologies enhance synergies of food-energy-water systems in corn belt watersheds. Environ. Sci. Technol. 57, 9194–9203 (2023).

    Article  Google Scholar 

  34. Xu, Z. et al. Mapping hierarchical urban boundaries for global urban settlements. Int. J. Appl. Earth Obs. Geoinf. 103, 102480 (2021).

    Google Scholar 

  35. Regional Power Grid Baseline Emission Factors of 2019 Annual Carbon Mitigation Project in China (in Chinese) (Ministry of Ecology and Environment of the People’s Republic of China, 2020).

  36. China water resources bulletin. Ministry of Water Resources of the People’s Republic of China http://www.mwr.gov.cn/zzsc/tjgb/szygb/2022/mobile/index.html (2022).

  37. Meldrum, J., Nettles-Anderson, S., Heath, G. & Macknick, J. Life cycle water use for electricity generation: a review and harmonization of literature estimates. Environ. Res. Lett. 8, 015031 (2013).

    Article  Google Scholar 

  38. Jia, X., Zhou, C., Tang, Y. & Wang, W. Life cycle assessment on PERC solar modules. Sol. Energy Mater. Sol. Cells 227, 111112 (2021).

    Article  Google Scholar 

  39. Mu, D. & Zhang, Y. Potential of vegetable production and photovoltaic power generation in rooftop greenhouse: taking Tianjin city as an example (in Chinese). Build. Energy Effic. 48, 83–90+125 (2020).

    Google Scholar 

  40. Bai, Z. et al. A food system revolution for China in the post-pandemic world. Resour. Environ. Sustain. 2, 100013 (2020).

    Google Scholar 

  41. Pradhan, P. et al. A systematic review highlights that there are multiple benefits of urban agriculture besides food. Glob. Food Sec. 38, 100700 (2023).

    Article  Google Scholar 

  42. Zurek, M., Hebinck, A. & Selomane, O. Climate change and the urgency to transform food systems. Science 376, 1416–1421 (2022).

    Article  Google Scholar 

  43. Chen, P. et al. The heterogeneous role of energy policies in the energy transition of Asia–Pacific emerging economies. Nat. Energy 7, 588–596 (2022).

    Article  Google Scholar 

  44. Rufí-Salís, M. et al. Recirculating water and nutrients in urban agriculture: an opportunity towards environmental sustainability and water use efficiency? J. Clean. Prod. 261, 121213 (2020).

    Article  Google Scholar 

  45. De Zeeuw, H. et al. in Rooftop Urban Agriculture (eds. Orsini, F. et al.) 309–382 (Springer, 2017).

  46. Fang, L., Lv, J. & Huo, Y. Study of operating characteristics of rooftop distributed photovoltaic grid-connected generation system (in Chinese). J. Tianjin Chengjian Univ. 25, 284–289 (2019).

    Google Scholar 

  47. ‘Jinan City greening regulations’ implementation rules (in Chinese). Jinan Municipal People’s Government http://www.jinan.gov.cn/art/2023/9/13/art_85285_307.html (2023).

  48. Notice of Dongguan Municipal People’s Government Office on issuing the implementation opinions on promoting the construction of Sponge City (in Chinese). Dongguan Municipal People’s Government http://www.dg.gov.cn/zwgk/zfxxgkml/szfbgs/zcwj/qtwj/content/post_591216.html (2017).

  49. Financing Urban Adaptation to Climate Change (European Environment Agency, 2017).

  50. Sunter, D. A., Castellanos, S. & Kammen, D. M. Disparities in rooftop photovoltaics deployment in the United States by race and ethnicity. Nat. Sustain. 2, 71–76 (2019).

    Article  Google Scholar 

  51. Beijing Roof Greening Specifications (Beijing City Bureau of Landscape and Greening, 2016).

  52. Shanghai Greening Regulations Amendment (Shanghai City Administration of Law Enforcement for Urban Management, 2018).

  53. Technical Regulations Planted Roof Engineering (Ministry of Housing and Urban–Rural Development of China, 2013).

  54. Proksch, G. & Ianchenko, A. in Urban and Regional Agriculture (ed. Droege, P.) 503–532 (Elsevier, 2023).

  55. Dorr, E., Goldstein, B., Horvath, A., Aubry, C. & Gabrielle, B. Environmental impacts and resource use of urban agriculture: a systematic review and meta-analysis. Environ. Res. Lett. 16, 093002 (2021).

    Article  Google Scholar 

  56. Masters, G. M. Renewable and Efficient Electric Power Systems (Wiley, 2004).

  57. Qiu, T. et al. Potential assessment of photovoltaic power generation in China. Renew. Sustain. Energy Rev. 154, 111900 (2022).

    Article  Google Scholar 

  58. Global Modeling and Assimilation Office & Pawson, S. MERRA-2 tavg1_2d_rad_Nx: 2d,1-hourly, time-averaged, single-level, assimilation, radiation diagnostics V5.12.4. NASA Goddard Earth Sciences Data and Information Services Center https://doi.org/10.5067/Q9QMY5PBNV1T (2015).

  59. Muñoz Sabater, J. ERA5-Land hourly data from 1950 to present. Copernicus Climate Change Service https://doi.org/10.24381/CDS.E2161BAC (2019).

  60. Long, Z., Li, H., Bu, X., Ma, W. & Zhao, L. Solar radiation on vertical surfaces for building application in different climate zones across China. J. Renew. Sustain. Energy 5, 021418 (2013).

    Article  Google Scholar 

  61. Qi, Y., Fang, S. & Zhou, W. Variation and spatial distribution of surface solar radiation in China over recent 50 years (in Chinese). Acta Ecol. Sin. 34, 7444–7453 (2014).

  62. Tang, W., Yang, K., Qin, J., Li, X. & Niu, X. A 16-year dataset (2000–2015) of high-resolution (3 h, 10 km) global surface solar radiation. Earth Syst. Sci. Data 11, 1905–1915 (2019).

    Article  Google Scholar 

  63. Ye, J. Y., Reindl, T., Aberle, A. G. & Walsh, T. M. Performance degradation of various PV module technologies in tropical Singapore. IEEE J. Photovolt. 4, 1288–1294 (2014).

    Article  Google Scholar 

  64. Luo, W. et al. A comparative life-cycle assessment of photovoltaic electricity generation in Singapore by multicrystalline silicon technologies. Sol. Energy Mater. Sol. Cells 174, 157–162 (2018).

    Article  Google Scholar 

  65. Fath, K. et al. A method for predicting the economic potential of (building-integrated) photovoltaics in urban areas based on hourly radiance simulations. Sol. Energy 116, 357–370 (2015).

    Article  Google Scholar 

  66. Lukač, N., Seme, S., Dežan, K., Žalik, B. & Štumberger, G. Economic and environmental assessment of rooftops regarding suitability for photovoltaic systems installation based on remote sensing data. Energy 107, 854–865 (2016).

    Article  Google Scholar 

  67. Mansouri Kouhestani, F. et al. Evaluating solar energy technical and economic potential on rooftops in an urban setting: the city of Lethbridge, Canada. Int. J. Energy Environ. Eng. 10, 13–32 (2019).

    Article  Google Scholar 

  68. Peña, A., Rovira-Val, M. R. & Mendoza, J. M. F. Life cycle cost analysis of tomato production in innovative urban agriculture systems. J. Clean. Prod. 367, 133037 (2022).

    Article  Google Scholar 

  69. Wu, Z. Three-Dimensional Numerical Simulation of Dust Deposition on the Surface of Photovoltaic Modules (in Chinese). MSc thesis, Nanchang Univ. (2022).

  70. Zhang, Z. et al. Cleaning effect analysis and cleaning cycle prediction of PV modules in PV power stations (in Chinese). Sol. Energy 12, 53–61 (2022).

  71. Lin, J. Research on Investment Estimation of Roof Photovoltaic Power Station Project Based on Life Cycle Theory (in Chinese). MSc thesis, Zhejiang Univ. (2023).

  72. Mangiante, M. J. et al. Economic and technical assessment of rooftop solar photovoltaic potential in Brownsville, Texas, USA. Comput. Environ. Urban Syst. 80, 101450 (2020).

    Article  Google Scholar 

  73. China Products Carbon Footprint Factors Database (China City Greenhouse Gas Working Group, 2022).

  74. Li, Y. Life Cycle Assessment of Crystalline Silicon Modules in China (in Chinese). MSc thesis, Shanghai Jiao Tong Univ. (2015).

  75. Cheng, D. Study on Environmental Benefits of Lithium-Ion Batteries in Life Cycle Based on Green Development Concept (in Chinese). MSc thesis, Guangdong Univ. Technology (2019).

  76. Jia, X., Lv, F., Li, P. & Wang, W. Life-cycle assessment of p-type multi-Si back surface field (BSF) solar module in China of 2019. Sol. Energy 196, 207–216 (2020).

    Article  Google Scholar 

  77. China Energy Statistical Yearbook (in Chinese) (National Bureau of statistics of the People’s Republic of China, 2020).

  78. Liang, J. Environmental Effects Investigating for the Grid-Connected BAPV (in Chinese). PhD thesis, Tianjin Univ. (2012).

  79. Blank, J. & Deb, K. Pymoo: multi-objective optimization in Python. IEEE Access 8, 89497–89509 (2020).

    Article  Google Scholar 

  80. China PV industry development roadmap (in Chinese). China Photovoltaic Industry Association http://www.chinapv.org.cn/road_map/1137.html (2023).

  81. Zhao, B., Zhang, X. & Hong, B. Energy penetration of large-scale distributed photovoltaic sources integrated into smart distribution network (in Chinese). Electr. Power Autom. Equip. 32, 95–100 (2012).

    Google Scholar 

  82. Zhao, B., Xiao, C., Xu, C., Zhang, X. & Zhou, J. Pentration based accommodation capacity analysis on distributed photovoltaic connection in regional distribution network (in Chinese). Autom. Electr. Power Syst. 41, 105–111 (2017).

    Google Scholar 

  83. Zhuo, Z., Zhang, N., Xie, X., Li, H. & Kang, C. Key technologies and developing challenges of power system with high proportion of renewable energy (in Chinese). Autom. Electr. Power Syst. 45, 171–191 (2021).

    Google Scholar 

  84. Specht, K. et al. Urban agriculture of the future: an overview of sustainability aspects of food production in and on buildings. Agric. Hum. Values 31, 33–51 (2014).

    Article  Google Scholar 

  85. Lang, T., Gloerfeld, E. & Girod, B. Don’t just follow the sun—a global assessment of economic performance for residential building photovoltaics. Renew. Sustain. Energy Rev. 42, 932–951 (2015).

    Article  Google Scholar 

Download references

Acknowledgements

This study was financially supported by National Natural Science Foundation of China (52100214), LIESMARS Special Research Funding and the Start-up Funding of Wuhan University awarded to Y.H. P.P. acknowledges funding from the European Research Council for the BeyondSDG project (project number 101077492) and the Food System Economics Commission, funded by the IKEA Foundation (grant agreement no. G-2009-01682).

Author information

Authors and Affiliations

Authors

Contributions

Y.H., R.Y. and C.X. conceived the study. R.Y., Y.H., C.X., P.P. and H.Z. developed the methodology. R.Y., Y.H. and C.X. constructed the datasets and drafted the manuscript. L.J., X.B., Z.W., P.P., S.C. and Y.-G.Z. analyzed the results and supervised the study. All authors contributed to the manuscript.

Corresponding authors

Correspondence to Xuemei Bai or Yuanchao Hu.

Ethics declarations

Competing interests

The authors declare no competing interests.

Peer review

Peer review information

Nature Cities thanks Sebastian Zainali, Perla Zambrano-Prado and the other, anonymous, reviewer(s) for their contribution to the peer review of this work.

Additional information

Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary information

Supplementary Information

Supplementary Notes 1–6, Tables 1–9, Figs. 1–8 and discussions.

Reporting Summary

Source data

Source Data Fig. 1

Potential benefits in 124 cities if all productive rooftop areas were applied in either RA or RPV production.

Source Data Fig. 2

Optimal allocations of RA or RPV.

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Yang, R., Xu, C., Zhang, H. et al. Urban rooftops for food and energy in China. Nat Cities 1, 741–750 (2024). https://doi.org/10.1038/s44284-024-00127-4

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue date:

  • DOI: https://doi.org/10.1038/s44284-024-00127-4

This article is cited by

Search

Quick links

Nature Briefing Anthropocene

Sign up for the Nature Briefing: Anthropocene newsletter — what matters in anthropocene research, free to your inbox weekly.

Get the most important science stories of the day, free in your inbox. Sign up for Nature Briefing: Anthropocene