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Identification of Construction Areas from VHR-Satellite Images for Macroeconomic Forecasts
by
Juergens, Carsten
, Meyer-Heß, M. Fabian
in
Building construction
/ Change detection
/ Classification
/ Construction
/ construction areas
/ Germany
/ Image classification
/ Image resolution
/ Image segmentation
/ Industrial buildings
/ Land cover
/ macroeconomic forecasts
/ Macroeconomics
/ Neighborhoods
/ Real estate
/ Remote sensing
/ Satellite imagery
/ Satellites
/ time series analysis
/ Urban areas
/ urban remote sensing
/ WorldView
2021
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Identification of Construction Areas from VHR-Satellite Images for Macroeconomic Forecasts
by
Juergens, Carsten
, Meyer-Heß, M. Fabian
in
Building construction
/ Change detection
/ Classification
/ Construction
/ construction areas
/ Germany
/ Image classification
/ Image resolution
/ Image segmentation
/ Industrial buildings
/ Land cover
/ macroeconomic forecasts
/ Macroeconomics
/ Neighborhoods
/ Real estate
/ Remote sensing
/ Satellite imagery
/ Satellites
/ time series analysis
/ Urban areas
/ urban remote sensing
/ WorldView
2021
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Do you wish to request the book?
Identification of Construction Areas from VHR-Satellite Images for Macroeconomic Forecasts
by
Juergens, Carsten
, Meyer-Heß, M. Fabian
in
Building construction
/ Change detection
/ Classification
/ Construction
/ construction areas
/ Germany
/ Image classification
/ Image resolution
/ Image segmentation
/ Industrial buildings
/ Land cover
/ macroeconomic forecasts
/ Macroeconomics
/ Neighborhoods
/ Real estate
/ Remote sensing
/ Satellite imagery
/ Satellites
/ time series analysis
/ Urban areas
/ urban remote sensing
/ WorldView
2021
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Identification of Construction Areas from VHR-Satellite Images for Macroeconomic Forecasts
Journal Article
Identification of Construction Areas from VHR-Satellite Images for Macroeconomic Forecasts
2021
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Overview
This contribution focuses on the utilization of very-high-resolution (VHR) images to identify construction areas and their temporal changes aiming to estimate the investment in construction as a basis for economic forecasts. Triggered by the need to improve macroeconomic forecasts and reduce their time intervals, the idea arose to use frequently available information derived from satellite imagery. For the improvement of macroeconomic forecasts, the period to detect changes between two points in time needs to be rather short because early identification of such investments is beneficial. Therefore, in this study, it is of interest to identify and quantify new construction areas, which will turn into build-up areas later. A multiresolution segmentation followed by a kNN classification is applied to WorldView images from an area around the southern part of Berlin, Germany. Specific material compositions of construction areas result in typical classification patterns different from other land cover classes. A GIS-based analysis follows to extract specific temporal “patterns of life” in construction areas. With the early identification of such patterns of life, it is possible to predict construction areas that will turn into real estate later. This information serves as an input for macroeconomic forecasts to support quicker forecasts in future.
Publisher
MDPI AG
Subject
/ Germany
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