Skip to main content
Top
Published in: Malaria Journal 1/2015

Open Access 01-12-2015 | Methodology

Open-source satellite enumeration to map households: planning and targeting indoor residual spraying for malaria

Authors: Aniset Kamanga, Silvia Renn, Derek Pollard, Daniel J Bridges, Brian Chirwa, Jessie Pinchoff, David A Larsen, Anna M Winters

Published in: Malaria Journal | Issue 1/2015

Login to get access

Abstract

Background

Defining the number and location of sprayable structures (houses) is foundational to plan and monitor indoor residual spray (IRS) implementation, a primary intervention used to control the transmission of malaria. Only by mapping the location and type of all sprayable structures can IRS operations be planned, estimates of spray coverage determined, and targeted delivery of IRS to specific locations be achieved. Previously, field-based enumeration has been used to guide IRS campaigns, however, this approach is costly, time-consuming and difficult to scale. As a result, field-based enumeration typically fails to map all structures in a given area, making estimations less reliable and reducing the enumerated coverage.

Methods

Using open source satellite imagery and Geographic Information System software, satellite enumeration was conducted to guide IRS operations in 15 districts (91,302 km2) in northern Zambia during the 2014 spray season. Cost of satellite enumeration was compared to standard enumeration. Enumerated households were sampled to estimate sprayable surface area and wall type from the satellite enumeration using linear and logistic regression, respectively.

Results

In comparison to the traditional field-based enumeration procedure, satellite-based enumeration was 22 times faster, and 10 times less costly. An estimated 98 % of the satellite enumerated buildings correctly classified roof type. Predicted surface area of each household correlated at a value of 0.91 with measured surface area of each household.

Conclusion

For IRS campaigns, high quality and high coverage enumeration data aid in planning, through informed insecticide procurement. Through the identification of geographical areas and populations to target, enumeration data guide operations and assist monitoring and evaluation of IRS through the unbiased estimation of coverage achieved. Satellite enumeration represents a quick, cheap and accurate system to provide these data, and has potential applications beyond IRS for delivery of other targeted or non-targeted interventions (e.g. net distributions, mass drug administration, immunization campaigns, or even sampling frames for field studies).
Literature
7.
go back to reference Robin X, Turck N, Hainard A, Tiberti N (2011) pROC: an open-source package for R and S+ to analyze and compare ROC curves. BMC Bioinform 12:77CrossRef Robin X, Turck N, Hainard A, Tiberti N (2011) pROC: an open-source package for R and S+ to analyze and compare ROC curves. BMC Bioinform 12:77CrossRef
8.
go back to reference Mohammad A, Shahid R, Jin-Kyung P, Shamoon S, Rion O, Qamaruddin N et al (2004) Use of satellite imagery in constructing a household GIS database for health studies in Karachi, Pakistan. Int. J Health Geogr 3:20CrossRef Mohammad A, Shahid R, Jin-Kyung P, Shamoon S, Rion O, Qamaruddin N et al (2004) Use of satellite imagery in constructing a household GIS database for health studies in Karachi, Pakistan. Int. J Health Geogr 3:20CrossRef
9.
go back to reference Veljanovski T, Kanjir U, Pehani P, Ostir K, Kovacic P (2012) Object-based image analysis of VHR satellite imagery for population estimation in informal settlement Kibera-Nairobi, Kenya. In: Escalante B (ed) Remote sensing–applications. InTech, Europe Veljanovski T, Kanjir U, Pehani P, Ostir K, Kovacic P (2012) Object-based image analysis of VHR satellite imagery for population estimation in informal settlement Kibera-Nairobi, Kenya. In: Escalante B (ed) Remote sensing–applications. InTech, Europe
10.
go back to reference Schmitt U, Sulzer W, Schardt M (1998) Analysis of settlement structure by means of high-resolution satellite imagery. In: Fritsch D, Englich M, Sester M (eds) Between visions and applications. ISPRS Commission IV Symposium on GIS, Stuttgart, pp 557–562 Schmitt U, Sulzer W, Schardt M (1998) Analysis of settlement structure by means of high-resolution satellite imagery. In: Fritsch D, Englich M, Sester M (eds) Between visions and applications. ISPRS Commission IV Symposium on GIS, Stuttgart, pp 557–562
11.
go back to reference Escamilla V, Emch M, Dandalo L, Miller WC, Martinson F, Hoffman I (2014) Sampling at community level by using satellite imagery and geographical analysis. Bull World Health Organ 92:690–694PubMedCentralCrossRefPubMed Escamilla V, Emch M, Dandalo L, Miller WC, Martinson F, Hoffman I (2014) Sampling at community level by using satellite imagery and geographical analysis. Bull World Health Organ 92:690–694PubMedCentralCrossRefPubMed
12.
go back to reference Lowther SA, Curriero FC, Shields T, Ahmed S, Monze M, Moss WJ (2009) Feasibility of satellite image-based sampling for a health survey among urban townships of Lusaka, Zambia. Trop Med Int Health 14:70–78CrossRefPubMed Lowther SA, Curriero FC, Shields T, Ahmed S, Monze M, Moss WJ (2009) Feasibility of satellite image-based sampling for a health survey among urban townships of Lusaka, Zambia. Trop Med Int Health 14:70–78CrossRefPubMed
13.
go back to reference Checchi F, Stewart B, Palmer J, Grundy C (2013) Validity and feasibility of a satellite imagery-based method for rapid estimation of displaced populations. Int J Health Geogr 12:4PubMedCentralCrossRefPubMed Checchi F, Stewart B, Palmer J, Grundy C (2013) Validity and feasibility of a satellite imagery-based method for rapid estimation of displaced populations. Int J Health Geogr 12:4PubMedCentralCrossRefPubMed
Metadata
Title
Open-source satellite enumeration to map households: planning and targeting indoor residual spraying for malaria
Authors
Aniset Kamanga
Silvia Renn
Derek Pollard
Daniel J Bridges
Brian Chirwa
Jessie Pinchoff
David A Larsen
Anna M Winters
Publication date
01-12-2015
Publisher
BioMed Central
Published in
Malaria Journal / Issue 1/2015
Electronic ISSN: 1475-2875
DOI
https://doi.org/10.1186/s12936-015-0831-z

Other articles of this Issue 1/2015

Malaria Journal 1/2015 Go to the issue
Live Webinar | 27-06-2024 | 18:00 (CEST)

Keynote webinar | Spotlight on medication adherence

Live: Thursday 27th June 2024, 18:00-19:30 (CEST)

WHO estimates that half of all patients worldwide are non-adherent to their prescribed medication. The consequences of poor adherence can be catastrophic, on both the individual and population level.

Join our expert panel to discover why you need to understand the drivers of non-adherence in your patients, and how you can optimize medication adherence in your clinics to drastically improve patient outcomes.

Prof. Kevin Dolgin
Prof. Florian Limbourg
Prof. Anoop Chauhan
Developed by: Springer Medicine
Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine

Highlights from the ACC 2024 Congress

Year in Review: Pediatric cardiology

Watch Dr. Anne Marie Valente present the last year's highlights in pediatric and congenital heart disease in the official ACC.24 Year in Review session.

Year in Review: Pulmonary vascular disease

The last year's highlights in pulmonary vascular disease are presented by Dr. Jane Leopold in this official video from ACC.24.

Year in Review: Valvular heart disease

Watch Prof. William Zoghbi present the last year's highlights in valvular heart disease from the official ACC.24 Year in Review session.

Year in Review: Heart failure and cardiomyopathies

Watch this official video from ACC.24. Dr. Biykem Bozkurt discusses last year's major advances in heart failure and cardiomyopathies.