A comprehensive analysis of the crop effect on the urban-rural differences in land surface phenology
Abstract
The response of land surface phenology (LSP) to the urban heat island effect (UHI) is a useful biological indicator for understanding how vegetated ecosystems will be affected by future climate warming. However, vegetation cover in rural areas is often dominated by cultivated land, whose phenological timing is considerably influenced by agricultural managements (e.g., timing of sowing and harvesting), leading to biased conclusions derived from the urban-rural LSP differences. To demonstrate this problem, we investigated the crop influence on the phenological response to a warmer environment resulting from the UHI effect. We partitioned cities in the United States into cultivated and non-cultivated categories according to the proportion of crops in rural areas. We then built continuous buffer zones starting from the urban boundary to explore the urban-rural LSP differences considering the UHI effect on them. In this work, the results suggest crop inclusion is likely to lead to >14 days of urban-rural differences at both the start of the season (SOS) and the end of the season (EOS) between cultivated and non-cultivated cities. The temperature sensitivity (ST) of SOS is overestimated by approximately 2.7 days/°C, whereas the EOS is underestimated by 3.6 days/°C. Removing crop-dominated pixels (i.e., above 50 %) canmore »
- Authors:
-
- China Agricultural University, Beijing (China)
- China Agricultural University, Beijing (China); Ministry of Agriculture and Rural Affairs, Beijing (China)
- Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States)
- Institute for Global Environmental Strategies, Hayama, Kanagawa (Japan)
- Univ. of Tokyo (Japan)
- China Agricultural University, Beijing (China); Ministry of Agriculture and Rural Affairs, Beijing (China)
- Publication Date:
- Research Org.:
- Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)
- Sponsoring Org.:
- National Natural Science Foundation of China (NSFC); USDOE Laboratory Directed Research and Development (LDRD) Program; USDOE Office of Science (SC)
- OSTI Identifier:
- 1902796
- Alternate Identifier(s):
- OSTI ID: 1960854
- Grant/Contract Number:
- AC05-00OR22725; 10844
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Science of the Total Environment
- Additional Journal Information:
- Journal Volume: 861; Journal ID: ISSN 0048-9697
- Publisher:
- Elsevier
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 54 ENVIRONMENTAL SCIENCES; LSP; Urbanization; Urban heat island effect; Urban-rural phenology; Remote sensing
Citation Formats
Yin, Peiyi, Li, Xuecao, Mao, Jiafu, Johnson, Brian A., Wang, Bingyu, and Huang, Jianxi. A comprehensive analysis of the crop effect on the urban-rural differences in land surface phenology. United States: N. p., 2022.
Web. doi:10.1016/j.scitotenv.2022.160604.
Yin, Peiyi, Li, Xuecao, Mao, Jiafu, Johnson, Brian A., Wang, Bingyu, & Huang, Jianxi. A comprehensive analysis of the crop effect on the urban-rural differences in land surface phenology. United States. https://doi.org/10.1016/j.scitotenv.2022.160604
Yin, Peiyi, Li, Xuecao, Mao, Jiafu, Johnson, Brian A., Wang, Bingyu, and Huang, Jianxi. Fri .
"A comprehensive analysis of the crop effect on the urban-rural differences in land surface phenology". United States. https://doi.org/10.1016/j.scitotenv.2022.160604. https://www.osti.gov/servlets/purl/1902796.
@article{osti_1902796,
title = {A comprehensive analysis of the crop effect on the urban-rural differences in land surface phenology},
author = {Yin, Peiyi and Li, Xuecao and Mao, Jiafu and Johnson, Brian A. and Wang, Bingyu and Huang, Jianxi},
abstractNote = {The response of land surface phenology (LSP) to the urban heat island effect (UHI) is a useful biological indicator for understanding how vegetated ecosystems will be affected by future climate warming. However, vegetation cover in rural areas is often dominated by cultivated land, whose phenological timing is considerably influenced by agricultural managements (e.g., timing of sowing and harvesting), leading to biased conclusions derived from the urban-rural LSP differences. To demonstrate this problem, we investigated the crop influence on the phenological response to a warmer environment resulting from the UHI effect. We partitioned cities in the United States into cultivated and non-cultivated categories according to the proportion of crops in rural areas. We then built continuous buffer zones starting from the urban boundary to explore the urban-rural LSP differences considering the UHI effect on them. In this work, the results suggest crop inclusion is likely to lead to >14 days of urban-rural differences at both the start of the season (SOS) and the end of the season (EOS) between cultivated and non-cultivated cities. The temperature sensitivity (ST) of SOS is overestimated by approximately 2.7 days/°C, whereas the EOS is underestimated by 3.6 days/°C. Removing crop-dominated pixels (i.e., above 50 %) can minimize the influence of crop planting/harvesting on LSP and derive reliable results. We, therefore, suggest explicit consideration of crop impacts in future studies of phenological differences between urban and rural areas and the UHI effect on LSP in urban domains, as presented by this comprehensive study.},
doi = {10.1016/j.scitotenv.2022.160604},
journal = {Science of the Total Environment},
number = ,
volume = 861,
place = {United States},
year = {Fri Dec 02 00:00:00 EST 2022},
month = {Fri Dec 02 00:00:00 EST 2022}
}
Works referenced in this record:
Land Surface Phenology and Land Surface Temperature Changes Along an Urban–Rural Gradient in Yangtze River Delta, China
journal, June 2013
- Han, Guifeng; Xu, Jianhua
- Environmental Management, Vol. 52, Issue 1
The extent of shifts in vegetation phenology between rural and urban areas within a human-dominated region
journal, February 2016
- Dallimer, Martin; Tang, Zhiyao; Gaston, Kevin J.
- Ecology and Evolution, Vol. 6, Issue 7
Shifting relative importance of climatic constraints on land surface phenology
journal, February 2018
- Garonna, Irene; de Jong, Rogier; Stöckli, Reto
- Environmental Research Letters, Vol. 13, Issue 2
Characterizing the relationship between land use land cover change and land surface temperature
journal, February 2017
- Tran, Duy X.; Pla, Filiberto; Latorre-Carmona, Pedro
- ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 124
Assessment of Urban Heat Island based on the relationship between land surface temperature and Land Use/ Land Cover in Tehran
journal, May 2016
- Bokaie, Mehdi; Zarkesh, Mirmasoud Kheirkhah; Arasteh, Peyman Daneshkar
- Sustainable Cities and Society, Vol. 23
Phenology and the city
journal, November 2019
- Zohner, Constantin M.
- Nature Ecology & Evolution, Vol. 3, Issue 12
Mapping global urban boundaries from the global artificial impervious area (GAIA) data
journal, August 2020
- Li, Xuecao; Gong, Peng; Zhou, Yuyu
- Environmental Research Letters, Vol. 15, Issue 9
GLOBE students, teachers, and scientists demonstrate variable differences between urban and rural leaf phenology
journal, March 2008
- Gazal, Rico; White, Michael A.; Gillies, Robert
- Global Change Biology, Vol. 14, Issue 7
Global maps of cropland extent and change show accelerated cropland expansion in the twenty-first century
journal, December 2021
- Potapov, Peter; Turubanova, Svetlana; Hansen, Matthew C.
- Nature Food, Vol. 3, Issue 1
Satellite Evidence of Phenological Differences Between Urbanized and Rural Areas of the Eastern United States Deciduous Broadleaf Forest
journal, April 2002
- White, Michael A.; Nemani, Ramakrishna R.; Thornton, Peter E.
- Ecosystems, Vol. 5, Issue 3
The urban imprint on plant phenology
journal, November 2019
- Wohlfahrt, Georg; Tomelleri, Enrico; Hammerle, Albin
- Nature Ecology & Evolution, Vol. 3, Issue 12
Trends and temperature response in the phenology of crops in Germany
journal, August 2007
- Estrella, Nicole; Sparks, Tim H.; Menzel, Annette
- Global Change Biology, Vol. 13, Issue 8
Plant phenology and global climate change: Current progresses and challenges
journal, April 2019
- Piao, Shilong; Liu, Qiang; Chen, Anping
- Global Change Biology, Vol. 25, Issue 6
Urban warming increases the temperature sensitivity of spring vegetation phenology at 292 cities across China
journal, August 2022
- Wang, Liqun; De Boeck, Hans J.; Chen, Lixin
- Science of The Total Environment, Vol. 834
The fingerprints of climate warming on cereal crops phenology and adaptation options
journal, October 2020
- Fatima, Zartash; Ahmed, Mukhtar; Hussain, Mubshar
- Scientific Reports, Vol. 10, Issue 1
Response of vegetation phenology to urbanization in the conterminous United States
journal, December 2016
- Li, Xuecao; Zhou, Yuyu; Asrar, Ghassem R.
- Global Change Biology, Vol. 23, Issue 7
The impact of urbanization and climate change on urban temperatures: a systematic review
journal, August 2017
- Chapman, Sarah; Watson, James E. M.; Salazar, Alvaro
- Landscape Ecology, Vol. 32, Issue 10
Climate and management interaction cause diverse crop phenology trends
journal, February 2017
- Eyshi Rezaei, Ehsan; Siebert, Stefan; Ewert, Frank
- Agricultural and Forest Meteorology, Vol. 233
The mark of vegetation change on Earth’s surface energy balance
journal, February 2018
- Duveiller, Gregory; Hooker, Josh; Cescatti, Alessandro
- Nature Communications, Vol. 9, Issue 1
Remotely sensed assessment of urbanization effects on vegetation phenology in China's 32 major cities
journal, April 2016
- Zhou, Decheng; Zhao, Shuqing; Zhang, Liangxia
- Remote Sensing of Environment, Vol. 176
Land surface phenology along urban to rural gradients in the U.S. Great Plains
journal, August 2015
- Walker, J. J.; de Beurs, K. M.; Henebry, G. M.
- Remote Sensing of Environment, Vol. 165
Monitoring surface urban heat island formation in a tropical mountain city using Landsat data (1987–2015)
journal, November 2017
- Estoque, Ronald C.; Murayama, Yuji
- ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 133
A time series analysis of urbanization induced land use and land cover change and its impact on land surface temperature with Landsat imagery
journal, March 2016
- Fu, Peng; Weng, Qihao
- Remote Sensing of Environment, Vol. 175
Diverse responses of vegetation phenology to a warming climate
journal, January 2007
- Zhang, Xiaoyang; Tarpley, Dan; Sullivan, Jerry T.
- Geophysical Research Letters, Vol. 34, Issue 19
The divergent response of vegetation phenology to urbanization: A case study of Beijing city, China
journal, January 2022
- Zhang, Yehua; Yin, Peiyi; Li, Xuecao
- Science of The Total Environment, Vol. 803
Monitoring interannual variation in global crop yield using long-term AVHRR and MODIS observations
journal, April 2016
- Zhang, Xiaoyang; Zhang, Qingyuan
- ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 114
Impacts of land cover and land use change on long-term trend of land surface phenology: a case study in agricultural ecosystems
journal, April 2019
- Zhang, Xiaoyang; Liu, Lingling; Henebry, Geoffrey M.
- Environmental Research Letters, Vol. 14, Issue 4
Artificial light at night: an underappreciated effect on phenology of deciduous woody plants
journal, April 2022
- Meng, Lin; Zhou, Yuyu; Román, Miguel O.
- PNAS Nexus, Vol. 1, Issue 2
Croplands intensify regional and global warming according to satellite observations
journal, October 2021
- Zhou, Decheng; Xiao, Jingfeng; Frolking, Steve
- Remote Sensing of Environment, Vol. 264
Climate changes and trends in phenology and yields of field crops in China, 1981–2000
journal, August 2006
- Tao, Fulu; Yokozawa, Masayuki; Xu, Yinlong
- Agricultural and Forest Meteorology, Vol. 138, Issue 1-4
Urbanization diversifies land surface phenology in arid environments: Interactions among vegetation, climatic variation, and land use pattern in the Phoenix metropolitan region, USA
journal, March 2012
- Buyantuyev, Alexander; Wu, Jianguo
- Landscape and Urban Planning, Vol. 105, Issue 1-2
Delayed autumn phenology in the Northern Hemisphere is related to change in both climate and spring phenology
journal, May 2016
- Liu, Qiang; Fu, Yongshuo H.; Zhu, Zaichun
- Global Change Biology, Vol. 22, Issue 11
Urbanization and climate change jointly shift land surface phenology in the northern mid-latitude large cities
journal, January 2020
- Qiu, Tong; Song, Conghe; Zhang, Yulong
- Remote Sensing of Environment, Vol. 236
Spatiotemporal patterns of vegetation phenology along the urban–rural gradient in Coastal Dalian, China
journal, October 2020
- Yang, Jun; Luo, Xue; Jin, Cui
- Urban Forestry & Urban Greening, Vol. 54
A global seamless 1 km resolution daily land surface temperature dataset (2003–2020)
journal, February 2022
- Zhang, Tao; Zhou, Yuyu; Zhu, Zhengyuan
- Earth System Science Data, Vol. 14, Issue 2
Urban warming advances spring phenology but reduces the response of phenology to temperature in the conterminous United States
journal, February 2020
- Meng, Lin; Mao, Jiafu; Zhou, Yuyu
- Proceedings of the National Academy of Sciences, Vol. 117, Issue 8
Exploration of scaling effects on coarse resolution land surface phenology
journal, March 2017
- Zhang, Xiaoyang; Wang, Jianmin; Gao, Feng
- Remote Sensing of Environment, Vol. 190
Understanding urban plant phenology for sustainable cities and planet
journal, April 2022
- Zhou, Yuyu
- Nature Climate Change, Vol. 12, Issue 4
Phenology in central Europe - differences and trends of spring phenophases in urban and rural areas
journal, August 2000
- Roetzer, T.; Wittenzeller, Markus; Haeckel, Hans
- International Journal of Biometeorology, Vol. 44, Issue 2
The relationship between land surface temperature and artificial impervious surface fraction in 682 global cities: spatiotemporal variations and drivers
journal, January 2021
- Yang, Qiquan; Huang, Xin; Yang, Jie
- Environmental Research Letters, Vol. 16, Issue 2
Urban spring phenology in the middle temperate zone of China: dynamics and influence factors
journal, August 2015
- Liang, Shouzhen; Shi, Ping; Li, Hongzhong
- International Journal of Biometeorology, Vol. 60, Issue 4
Urbanization imprint on land surface phenology: The urban–rural gradient analysis for Chinese cities
journal, March 2021
- Jia, Wenxiao; Zhao, Shuqing; Zhang, Xiaoyang
- Global Change Biology, Vol. 27, Issue 12
Geographic distribution of major crops across the world: GLOBAL CROP DISTRIBUTION
journal, January 2004
- Leff, Billie; Ramankutty, Navin; Foley, Jonathan A.
- Global Biogeochemical Cycles, Vol. 18, Issue 1
Global Change and the Ecology of Cities
journal, February 2008
- Grimm, N. B.; Faeth, S. H.; Golubiewski, N. E.
- Science, Vol. 319, Issue 5864
A new paradigm for assessing the role of agriculture in the climate system and in climate change
journal, February 2007
- Pielke, Roger A.; Adegoke, Jimmy O.; Chase, Thomas N.
- Agricultural and Forest Meteorology, Vol. 142, Issue 2-4
The footprint of urban climates on vegetation phenology: FOOTPRINT OF URBAN CLIMATES ON VEGETATION
journal, June 2004
- Zhang, Xiaoyang; Friedl, Mark A.; Schaaf, Crystal B.
- Geophysical Research Letters, Vol. 31, Issue 12
Phenology Feedbacks on Climate Change
journal, May 2009
- Penuelas, J.; Rutishauser, T.; Filella, I.
- Science, Vol. 324, Issue 5929
A parameterization of leaf phenology for the terrestrial ecosystem component of climate models
journal, January 2005
- Arora, Vivek K.; Boer, George J.
- Global Change Biology, Vol. 11, Issue 1
Interactions between urban vegetation and surface urban heat islands: a case study in the Boston metropolitan region
journal, May 2016
- Melaas, Eli K.; Wang, Jonathan A.; Miller, David L.
- Environmental Research Letters, Vol. 11, Issue 5
Dynamics of water and nitrogen stress along the grapevine cycle as affected by cover cropping
journal, February 2013
- Celette, Florian; Gary, Christian
- European Journal of Agronomy, Vol. 45
Urban heat island impacts on plant phenology: intra-urban variability and response to land cover
journal, May 2016
- Zipper, Samuel C.; Schatz, Jason; Singh, Aditya
- Environmental Research Letters, Vol. 11, Issue 5