Landscape determinants and remote sensing of anopheline mosquito larval habitats in the western Kenya highlands

Abstract Background In the past two decades the east African highlands have experienced several major malaria epidemics. Currently there is a renewed interest in exploring the possibility of anopheline larval control through environmental management or larvicide as an additional means of reducing ma...

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Published in:Malaria Journal
Main Authors: Beck Louisa, Schmidt Cindy, Kitron Uriel, Bian Ling, Feng Chen-chieh, Li Li, Minakawa Noboru, Munga Stephen, Mushinzimana Emmanuel, Zhou Guofa, Githeko Andrew K, Yan Guiyun
Format: Article in Journal/Newspaper
Language:English
Published: BMC 2006
Subjects:
Online Access:https://doi.org/10.1186/1475-2875-5-13
https://doaj.org/article/87a580807a404fb1b268233bc8904fec
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spelling ftdoajarticles:oai:doaj.org/article:87a580807a404fb1b268233bc8904fec 2023-05-15T15:14:39+02:00 Landscape determinants and remote sensing of anopheline mosquito larval habitats in the western Kenya highlands Beck Louisa Schmidt Cindy Kitron Uriel Bian Ling Feng Chen-chieh Li Li Minakawa Noboru Munga Stephen Mushinzimana Emmanuel Zhou Guofa Githeko Andrew K Yan Guiyun 2006-02-01T00:00:00Z https://doi.org/10.1186/1475-2875-5-13 https://doaj.org/article/87a580807a404fb1b268233bc8904fec EN eng BMC http://www.malariajournal.com/content/5/1/13 https://doaj.org/toc/1475-2875 doi:10.1186/1475-2875-5-13 1475-2875 https://doaj.org/article/87a580807a404fb1b268233bc8904fec Malaria Journal, Vol 5, Iss 1, p 13 (2006) Arctic medicine. Tropical medicine RC955-962 Infectious and parasitic diseases RC109-216 article 2006 ftdoajarticles https://doi.org/10.1186/1475-2875-5-13 2022-12-31T02:51:51Z Abstract Background In the past two decades the east African highlands have experienced several major malaria epidemics. Currently there is a renewed interest in exploring the possibility of anopheline larval control through environmental management or larvicide as an additional means of reducing malaria transmission in Africa. This study examined the landscape determinants of anopheline mosquito larval habitats and usefulness of remote sensing in identifying these habitats in western Kenya highlands. Methods Panchromatic aerial photos, Ikonos and Landsat Thematic Mapper 7 satellite images were acquired for a study area in Kakamega, western Kenya. Supervised classification of land-use and land-cover and visual identification of aquatic habitats were conducted. Ground survey of all aquatic habitats was conducted in the dry and rainy seasons in 2003. All habitats positive for anopheline larvae were identified. The retrieved data from the remote sensors were compared to the ground results on aquatic habitats and land-use. The probability of finding aquatic habitats and habitats with Anopheles larvae were modelled based on the digital elevation model and land-use types. Results The misclassification rate of land-cover types was 10.8% based on Ikonos imagery, 22.6% for panchromatic aerial photos and 39.2% for Landsat TM 7 imagery. The Ikonos image identified 40.6% of aquatic habitats, aerial photos identified 10.6%, and Landsate TM 7 image identified 0%. Computer models based on topographic features and land-cover information obtained from the Ikonos image yielded a misclassification rate of 20.3–22.7% for aquatic habitats, and 18.1–25.1% for anopheline-positive larval habitats. Conclusion One-metre spatial resolution Ikonos images combined with computer modelling based on topographic land-cover features are useful tools for identification of anopheline larval habitats, and they can be used to assist to malaria vector control in western Kenya highlands. Article in Journal/Newspaper Arctic Directory of Open Access Journals: DOAJ Articles Arctic Malaria Journal 5 1 13
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Arctic medicine. Tropical medicine
RC955-962
Infectious and parasitic diseases
RC109-216
spellingShingle Arctic medicine. Tropical medicine
RC955-962
Infectious and parasitic diseases
RC109-216
Beck Louisa
Schmidt Cindy
Kitron Uriel
Bian Ling
Feng Chen-chieh
Li Li
Minakawa Noboru
Munga Stephen
Mushinzimana Emmanuel
Zhou Guofa
Githeko Andrew K
Yan Guiyun
Landscape determinants and remote sensing of anopheline mosquito larval habitats in the western Kenya highlands
topic_facet Arctic medicine. Tropical medicine
RC955-962
Infectious and parasitic diseases
RC109-216
description Abstract Background In the past two decades the east African highlands have experienced several major malaria epidemics. Currently there is a renewed interest in exploring the possibility of anopheline larval control through environmental management or larvicide as an additional means of reducing malaria transmission in Africa. This study examined the landscape determinants of anopheline mosquito larval habitats and usefulness of remote sensing in identifying these habitats in western Kenya highlands. Methods Panchromatic aerial photos, Ikonos and Landsat Thematic Mapper 7 satellite images were acquired for a study area in Kakamega, western Kenya. Supervised classification of land-use and land-cover and visual identification of aquatic habitats were conducted. Ground survey of all aquatic habitats was conducted in the dry and rainy seasons in 2003. All habitats positive for anopheline larvae were identified. The retrieved data from the remote sensors were compared to the ground results on aquatic habitats and land-use. The probability of finding aquatic habitats and habitats with Anopheles larvae were modelled based on the digital elevation model and land-use types. Results The misclassification rate of land-cover types was 10.8% based on Ikonos imagery, 22.6% for panchromatic aerial photos and 39.2% for Landsat TM 7 imagery. The Ikonos image identified 40.6% of aquatic habitats, aerial photos identified 10.6%, and Landsate TM 7 image identified 0%. Computer models based on topographic features and land-cover information obtained from the Ikonos image yielded a misclassification rate of 20.3–22.7% for aquatic habitats, and 18.1–25.1% for anopheline-positive larval habitats. Conclusion One-metre spatial resolution Ikonos images combined with computer modelling based on topographic land-cover features are useful tools for identification of anopheline larval habitats, and they can be used to assist to malaria vector control in western Kenya highlands.
format Article in Journal/Newspaper
author Beck Louisa
Schmidt Cindy
Kitron Uriel
Bian Ling
Feng Chen-chieh
Li Li
Minakawa Noboru
Munga Stephen
Mushinzimana Emmanuel
Zhou Guofa
Githeko Andrew K
Yan Guiyun
author_facet Beck Louisa
Schmidt Cindy
Kitron Uriel
Bian Ling
Feng Chen-chieh
Li Li
Minakawa Noboru
Munga Stephen
Mushinzimana Emmanuel
Zhou Guofa
Githeko Andrew K
Yan Guiyun
author_sort Beck Louisa
title Landscape determinants and remote sensing of anopheline mosquito larval habitats in the western Kenya highlands
title_short Landscape determinants and remote sensing of anopheline mosquito larval habitats in the western Kenya highlands
title_full Landscape determinants and remote sensing of anopheline mosquito larval habitats in the western Kenya highlands
title_fullStr Landscape determinants and remote sensing of anopheline mosquito larval habitats in the western Kenya highlands
title_full_unstemmed Landscape determinants and remote sensing of anopheline mosquito larval habitats in the western Kenya highlands
title_sort landscape determinants and remote sensing of anopheline mosquito larval habitats in the western kenya highlands
publisher BMC
publishDate 2006
url https://doi.org/10.1186/1475-2875-5-13
https://doaj.org/article/87a580807a404fb1b268233bc8904fec
geographic Arctic
geographic_facet Arctic
genre Arctic
genre_facet Arctic
op_source Malaria Journal, Vol 5, Iss 1, p 13 (2006)
op_relation http://www.malariajournal.com/content/5/1/13
https://doaj.org/toc/1475-2875
doi:10.1186/1475-2875-5-13
1475-2875
https://doaj.org/article/87a580807a404fb1b268233bc8904fec
op_doi https://doi.org/10.1186/1475-2875-5-13
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