128 Satellite_PM25_LUR

Project metadata
Project Title Satellite_PM25_LUR
Owners Luke Knibbs
Project Abstract A spatial model of PM2.5 based on land use and satellite image data.


128.1 SatPM25_2000_2015

Accessibility Provision Status Licence
Restricted Published other
Metadata fields
Short Name SatPM25_2000_2015
Title SatPM25_2000_2015
Creators Luke Knibbs
Contact Email
Abstract

Annual mean PM2.5 estimates (units: ug/m3) at 2011 ABS mesh block centroids. There are four models (SAT, SAT-W, NOSAT, NOSAT-W, see below and Table 1 in attached paper). Predictions are given annually from 2000-2015 (except NOSAT, which has no time-varying predictors and only 1 prediction, nominally for 2015). Null values generally indicate missing data for one or more predictors.

SAT: LUR model offered the SAT-PM2.5 variable; SAT-W: same as SAT, but wood heater predictor not offered; NOSAT: LUR model not offered SAT-PM2.5 variable; NOSAT-W: same as NOSAT, but wood heater predictor not offered.
Study Extent National
Associated Parties
Repository Path
Repository Link https://cloud.car-dat.org/index.php/apps/files/?dir=/ResearchProjects_CAR/Satellite_PM25_LUR/SatPM25_2000_2015
External Link
Recommended Citation Knibbs, L. (2019): SatPM25_2000_2015. CAR. (Dataset). https://cloud.car-dat.org/index.php/apps/files/?dir=/ResearchProjects_CAR/Satellite_PM25_LUR/SatPM25_2000_2015

128.2 SatPM25_2015_2018

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Metadata fields
Short Name SatPM25_2015_2018
Title SatPM25_2015_2018
Creators Luke Knibbs
Contact Email
Abstract Annual mean PM2.5 estimates (units: ug/m3) at 2011 ABS mesh block centroids. These data represent modelled satellite PM2.5 data. Predictions are given annually for 2015 and 2018. Null values generally indicate missing data for one or more predictors.
Study Extent National
Associated Parties
Repository Path
Repository Link https://cloud.car-dat.org/index.php/apps/files/?dir=/ResearchProjects_CAR/Satellite_PM25_LUR/SatPM25_2015_2018
External Link
Recommended Citation Knibbs, L. (2020): Satellite PM2.5 data 2015-2018. CAR. (Dataset). https://cloud.car-dat.org/index.php/apps/files/?dir=/ResearchProjects_CAR/Satellite_PM25_LUR/SatPM25_2015_2018

128.3 SatPM25_2016

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Metadata fields
Short Name SatPM25_2016
Title SatPM25_2016
Creators Luke Knibbs
Contact Email
Abstract This dataset comprises satellite-derived particulate matter 2.5 (PM2.5) data for the year 2016, aggregated at the Australian Bureau of Statistics (ABS) 2011 MeshBlock level. The dataset provides detailed information on fine particulate pollution levels across different geographical areas defined by the MeshBlock boundaries. See papers in the references folder for further details.
Study Extent Australia
Associated Parties
Repository Path
Repository Link https://cloud.car-dat.org/index.php/apps/files/?dir=/ResearchProjects_CAR/Satellite_PM25_LUR/SatPM25_2016
External Link
Recommended Citation Knibbs, L. (2021): Satellite PM2.5 data 2016 by ABS 2011 MeshBlock. CAR. (Dataset). https://cloud.car-dat.org/index.php/apps/files/?dir=/ResearchProjects_CAR/Satellite_PM25_LUR/SatPM25_2016

128.4 SatPM25_case_study_perth_2000_2015

Accessibility Provision Status Licence
NA Published No licence
Metadata fields
Short Name SatPM25_case_study_perth_2000_2015
Title SatPM25_case_study_perth_2000_2015
Creators Luke Knibbs
Contact Email
Abstract

A subset of Dr Knibbs Sat LUR PM2.5 data, limited to a Perth case study.

Annual mean PM2.5 estimates (units: ug/m3) at 2011 ABS mesh block centroids. There are four models (SAT, SAT-W, NOSAT, NOSAT-W, see below and Table 1 in attached paper). Predictions are given annually from 2000-2015 (except NOSAT, which has no time-varying predictors and only 1 prediction, nominally for 2015). Null values generally indicate missing data for one or more predictors.

SAT: LUR model offered the SAT-PM2.5 variable; SAT-W: same as SAT, but wood heater predictor not offered; NOSAT: LUR model not offered SAT-PM2.5 variable; NOSAT-W: same as NOSAT, but wood heater predictor not offered.
Study Extent
Associated Parties
Repository Path ResearchProjects_CAR/Satellite_PM25_LUR/SatPM25_case_study_perth_2000_2015
Repository Link https://cloud.car-dat.org/index.php/apps/files/?dir=/ResearchProjects_CAR/Satellite_PM25_LUR/SatPM25_case_study_perth_2000_2015
External Link
Recommended Citation Knibbs, L. (2021): Land use regression modelled satellite PM25 data subset to a case study region for Perth 2000-2015. CAR. (Dataset). https://cloud.car-dat.org/index.php/apps/files/?dir=/ResearchProjects_CAR/Satellite_PM25_LUR/SatPM25_case_study_perth_2000_2015

128.5 SatPM25_case_study_west_syd_2000_2015

Accessibility Provision Status Licence
NA Published No licence
Metadata fields
Short Name SatPM25_case_study_west_syd_2000_2015
Title SatPM25_case_study_west_syd_2000_2015
Creators Luke Knibbs
Contact Email
Abstract

A subset of Dr Knibbs Sat LUR PM2.5 data, limited to a Western Sydney case study.

Annual mean PM2.5 estimates (units: ug/m3) at 2011 ABS mesh block centroids. There are four models (SAT, SAT-W, NOSAT, NOSAT-W, see below and Table 1 in attached paper). Predictions are given annually from 2000-2015 (except NOSAT, which has no time-varying predictors and only 1 prediction, nominally for 2015). Null values generally indicate missing data for one or more predictors.

SAT: LUR model offered the SAT-PM2.5 variable; SAT-W: same as SAT, but wood heater predictor not offered; NOSAT: LUR model not offered SAT-PM2.5 variable; NOSAT-W: same as NOSAT, but wood heater predictor not offered.
Study Extent Western Sydney
Associated Parties
Repository Path ResearchProjects_CAR/Satellite_PM25_LUR/SatPM25_case_study_west_syd_2000_2015
Repository Link https://cloud.car-dat.org/index.php/apps/files/?dir=/ResearchProjects_CAR/Satellite_PM25_LUR/SatPM25_case_study_west_syd_2000_2015
External Link
Recommended Citation Knibbs, L. (2021): Land use regression modelled satellite PM25 data subset to a case study region for Western Sydney 2000-2015. CAR. (Dataset). https://cloud.car-dat.org/index.php/apps/files/?dir=/ResearchProjects_CAR/Satellite_PM25_LUR/SatPM25_case_study_west_syd_2000_2015