remote sensing of nighttime lights;
VIIRS day–
night band;
COVID-19;
pandemic;
economic effects;
D O I:
10.3390/rs12203289
中图分类号:
X [环境科学、安全科学];
学科分类号:
08 ;
0830 ;
摘要:
The monthly Suomi National Polar-orbiting (NPP) Visible Infrared Imaging Radiometer Suite (VIIRS) Day-Night Band (DNB) composite reveals the dimming of lights as an effect of the lockdown enforced by the government of India in response to the COVID-19 pandemic. The changes in lighting are examined by creating difference maps of a pre-pandemic pair and comparing it with two pandemic pairs. The visual raster difference maps are substantiated with quantitative analysis showing the proportion of population affected by the changes in the lighting brightness levels. In the pre-pandemic images of February and March 2019, 60% of the population lived in administrative units that became brighter in March 2019. However, in the first pandemic pair, 87% of the population lived in administrative units that became dimmer in March 2020 after the lockdown in comparison to February 2020. The nightly DNB profile at the airport in Delhi illustrate how the dimming of lights coincide with the date of the onset of the lockdown (in March 2020). The study shows the usefulness of the DNB nightly and monthly composites in examining economic impacts of the pandemic as countries throughout the world go through economic declines and move towards recovery.
机构:
Magadh Univ, PG Dept Zool, ANS Coll, Patna 800013, Bihar, IndiaMagadh Univ, PG Dept Zool, ANS Coll, Patna 800013, Bihar, India
Sudha, Rati
Goel, Isha
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Indian Council Med Res, ICMR AIIMS Computat Genom Ctr, New Delhi 110029, IndiaMagadh Univ, PG Dept Zool, ANS Coll, Patna 800013, Bihar, India
Goel, Isha
Katiyar, Poonam
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机构:
Indian Pharmacopoeia Commiss, NCC Pharmacovigilance Programme India PvPI, Ghaziabad 201002, Uttar Pradesh, India
Labour Dept, ESI Dispensary, Govt Uttar Pradesh, Employees State Insurance Scheme, Ghaziabad 201007, IndiaMagadh Univ, PG Dept Zool, ANS Coll, Patna 800013, Bihar, India
机构:
Indian Council Med Res, Int Hlth Div, New Delhi 110029, IndiaMagadh Univ, PG Dept Zool, ANS Coll, Patna 800013, Bihar, India
Roshan, Reema
Sharma, Naveen
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Indian Council Med Res, Biomed Informat Div, New Delhi 110029, IndiaMagadh Univ, PG Dept Zool, ANS Coll, Patna 800013, Bihar, India
Sharma, Naveen
Sharma, Saurabh K.
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Jawaharlal Nehru Univ, Sch Comp & Syst Sci, New Delhi 110029, IndiaMagadh Univ, PG Dept Zool, ANS Coll, Patna 800013, Bihar, India
Sharma, Saurabh K.
Katiyar, Amit
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机构:
All India Inst Med Sci, Bioinformat Facil, Centralized Core Res Facil, New Delhi 110029, IndiaMagadh Univ, PG Dept Zool, ANS Coll, Patna 800013, Bihar, India
机构:
Muzaffarnagar Med Coll, Dept Community Med, Opposite Begrajpur Ind Area,115 km Stone,Delhi De, Muzaffarnagar 251001, Uttar Pradesh, IndiaMuzaffarnagar Med Coll, Dept Community Med, Opposite Begrajpur Ind Area,115 km Stone,Delhi De, Muzaffarnagar 251001, Uttar Pradesh, India
Sharma, Dheeraj
Joshi, Poonam
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Sham e Ghausia Minor Ayurved Med Coll & Hosp, Dept Kaya Chikitsa, Ghazipur, Uttar Pradesh, IndiaMuzaffarnagar Med Coll, Dept Community Med, Opposite Begrajpur Ind Area,115 km Stone,Delhi De, Muzaffarnagar 251001, Uttar Pradesh, India
机构:
Dr B R Ambedkar Univ Delhi, New Delhi, India
Dr B R Ambedkar Univ Delhi, Lothian Rd,Kashmere Gate, New Delhi 110006, IndiaDr B R Ambedkar Univ Delhi, New Delhi, India
机构:
Johns Hopkins Univ, Bloomberg Sch Publ Hlth, Int Vaccine Access Ctr, Dept Int Hlth, Baltimore, MD 21218 USAJohns Hopkins Univ, Bloomberg Sch Publ Hlth, Int Vaccine Access Ctr, Dept Int Hlth, Baltimore, MD 21218 USA
Shet, Anita
Dhaliwal, Baldeep
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Johns Hopkins Univ, Bloomberg Sch Publ Hlth, Int Vaccine Access Ctr, Dept Int Hlth, Baltimore, MD 21218 USAJohns Hopkins Univ, Bloomberg Sch Publ Hlth, Int Vaccine Access Ctr, Dept Int Hlth, Baltimore, MD 21218 USA
Dhaliwal, Baldeep
Banerjee, Preetika
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Johns Hopkins Univ, Bloomberg Sch Publ Hlth, Int Vaccine Access Ctr, Dept Int Hlth, Baltimore, MD 21218 USAJohns Hopkins Univ, Bloomberg Sch Publ Hlth, Int Vaccine Access Ctr, Dept Int Hlth, Baltimore, MD 21218 USA
Banerjee, Preetika
DeLuca, Andrea
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Amputee Coalit Amer, Knoxville, TN USAJohns Hopkins Univ, Bloomberg Sch Publ Hlth, Int Vaccine Access Ctr, Dept Int Hlth, Baltimore, MD 21218 USA
DeLuca, Andrea
Carr, Kelly
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Johns Hopkins Univ, Bloomberg Sch Publ Hlth, Int Vaccine Access Ctr, Dept Int Hlth, Baltimore, MD 21218 USAJohns Hopkins Univ, Bloomberg Sch Publ Hlth, Int Vaccine Access Ctr, Dept Int Hlth, Baltimore, MD 21218 USA
Carr, Kelly
Britto, Carl
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机构:
St Johns Res Inst, Unit Infect Dis, Bangalore, Karnataka, IndiaJohns Hopkins Univ, Bloomberg Sch Publ Hlth, Int Vaccine Access Ctr, Dept Int Hlth, Baltimore, MD 21218 USA
Britto, Carl
Seth, Rajeev
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Bal Umang Drishya Sanstha BUDS, New Delhi, IndiaJohns Hopkins Univ, Bloomberg Sch Publ Hlth, Int Vaccine Access Ctr, Dept Int Hlth, Baltimore, MD 21218 USA
Seth, Rajeev
Parekh, Bakul
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机构:
Indian Acad Pediat, Navi Mumbai, Maharashtra, IndiaJohns Hopkins Univ, Bloomberg Sch Publ Hlth, Int Vaccine Access Ctr, Dept Int Hlth, Baltimore, MD 21218 USA
Parekh, Bakul
Basavaraj, Gangasamudra, V
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Indian Acad Pediat, Navi Mumbai, Maharashtra, IndiaJohns Hopkins Univ, Bloomberg Sch Publ Hlth, Int Vaccine Access Ctr, Dept Int Hlth, Baltimore, MD 21218 USA
Basavaraj, Gangasamudra, V
Shastri, Digant
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Indian Acad Pediat, Navi Mumbai, Maharashtra, IndiaJohns Hopkins Univ, Bloomberg Sch Publ Hlth, Int Vaccine Access Ctr, Dept Int Hlth, Baltimore, MD 21218 USA
Shastri, Digant
Gupta, Piyush
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Indian Acad Pediat, Navi Mumbai, Maharashtra, IndiaJohns Hopkins Univ, Bloomberg Sch Publ Hlth, Int Vaccine Access Ctr, Dept Int Hlth, Baltimore, MD 21218 USA