• 제목/요약/키워드: nighttime satellite imagery

검색결과 4건 처리시간 0.018초

Mapping Poverty Distribution of Urban Area using VIIRS Nighttime Light Satellite Imageries in D.I Yogyakarta, Indonesia

  • KHAIRUNNISAH;Arie Wahyu WIJAYANTO;Setia, PRAMANA
    • Asian Journal of Business Environment
    • /
    • 제13권2호
    • /
    • pp.9-20
    • /
    • 2023
  • Purpose: This study aims to map the spatial distribution of poverty using nighttime light satellite images as a proxy indicator of economic activities and infrastructure distribution in D.I Yogyakarta, Indonesia. Research design, data, and methodology: This study uses official poverty statistics (National Socio-economic Survey (SUSENAS) and Poverty Database 2015) to compare satellite imagery's ability to identify poor urban areas in D.I Yogyakarta. National Socioeconomic Survey (SUSENAS), as poverty statistics at the macro level, uses expenditure to determine the poor in a region. Poverty Database 2015 (BDT 2015), as poverty statistics at the micro-level, uses asset ownership to determine the poor population in an area. Pearson correlation is used to identify the correlation among variables and construct a Support Vector Regression (SVR) model to estimate the poverty level at a granular level of 1 km x 1 km. Results: It is found that macro poverty level and moderate annual nighttime light intensity have a Pearson correlation of 74 percent. It is more significant than micro poverty, with the Pearson correlation being 49 percent in 2015. The SVR prediction model can achieve the root mean squared error (RMSE) of up to 8.48 percent on SUSENAS 2020 poverty data.Conclusion: Nighttime light satellite imagery data has potential benefits as alternative data to support regional poverty mapping, especially in urban areas. Using satellite imagery data is better at predicting regional poverty based on expenditure than asset ownership at the micro-level. Light intensity at night can better describe the use of electricity consumption for economic activities at night, which is captured in spending on electricity financing compared to asset ownership.

TEMPORAL AND SPA TIAL VARIATION OF NIGHTTIME FISHING GROUND DERIVED FROM SATELLITE IMAGERY

  • Kim Sang-Woo;Jeong Hee-Dong;Suh Young-Sang;Go Woo Jin;Jang Lee-Hyun
    • 대한원격탐사학회:학술대회논문집
    • /
    • 대한원격탐사학회 2005년도 Proceedings of ISRS 2005
    • /
    • pp.437-440
    • /
    • 2005
  • We examined the relationship between the 50m temperature estimated by remote sensing sea surface temperature (SST) and fishing ground (squid fishing ground) detected by nighttime visible channel defense meteorological satellite program (DMSP) I operational linescan system (OLS) images in the East/Japan Sea during 1993-2000. The results are as follows: The numbers of nighttime fishing boat were distributed the highest in October, and the lowest in April during this study. A nighttime fishing grounds have concentrated in the East Korea Warm Current region, coastal regions of Honshu Island, and Polar front region. Fishing grounds have distributed $11-18^{\circ}C$ of estimated 50m temperature from the satellite data. Relationship between estimated 50m temperature and the distributed fisheries boats showed that the north boundaries of fishing grounds have distributed the temperature of below $12^{\circ}C$ from 1996 to 2000 and that of $13-15^{\circ}C$ during 1993-1995 and 1997-1999. Stable fishing grounds appeared near the Korea/Tsushima Strait from January to March. The center of fishing grounds in spring (April-Jun) have moved to the northward than that in winter, and variations appeared largely in winter. In summer (July-September), center of fishing grounds have formed near the Uleung Island in the south east coast of Korea, and in autumn maximum fishing ground appeared in October, the fishing ground southward from November.

  • PDF

DMSP-OLS 야간영상자료를 이용한 접경지역의 경제성장과 시가지 면적의 시계열 변화 패턴 추정: 중국 지린성을 사례로 (The Estimation of Temporal Change Patterns associated with Economic Growth and Urban Areas in a Border Region using DMSP-OLS Nighttime Imagery Data: The Case Study of Jilin Province, China)

  • 김민호;조영국
    • 한국경제지리학회지
    • /
    • 제22권4호
    • /
    • pp.458-471
    • /
    • 2019
  • DMSP-OLS 야간영상에서 추출된 빛합계지수와 시가지 정보는 사회·경제적 지표 추정과 도시 공간의 역동성 등의 연구에 폭넓게 이용되었다. 본 연구는 1992~2012년 각 연도의 DMSP-OLS 자료를 이용하여 북한과 인접한 중국 지린성 도시들의 경제성장과 시가지 발달의 시·공간적 변화 패턴을 살펴보았다. 지난 20여 년 동안 지린성 빛합계지수 및 각 도시의 빛합계지수는 모두 성장하였다. 또 빛합계지수와 시가지 면적 가중 중심점의 시계열 변화 분석을 한 결과 전자는 북서 방향으로 후자는 남동 방향으로 이동하는 패턴을 따랐다. 이러한 방향성은 중국 정부의 동북진흥전략과 연계된 것으로 추정된다. 향후 연구에서는 DMSP-OLS 자료의 시간적 한계를 극복하기 위한 SNPP VIIRS DNB 영상자료의 공동 활용도 고려되어야 하며, 동시에 경제통계자료와 빛합계지수 간 상관관계에 기반한 회귀모형의 구축을 통해 지역내총생산 등 경제지표의 추정에 관한 연구도 수행되어야 할 것이다.