2.1. Observational analysis

PM P.W. Miller
CR C. Reesman
MG M.K. Grossman
SN S.A. Nelson
VL V. Liu
PW P. Wang
ask Ask a question
Favorite

Remotely sensed daily surface air temperatures were accessed for 1 January – 1 March 2003–2020 from the Atmospheric Infrared Sounder (AIRS) instrument onboard the NASA Aqua satellite. Launched in May 2002, Aqua follows a global, sun-synchronous orbit with AIRS temperatures designed to achieve a 1 K accuracy in the lower troposphere under clear and partly cloudy conditions (Aumann et al., 2003). Because surface temperatures increase seasonally during the two-month retrieval period, daily anomalies were computed for each pixel using the 18-yr period of record. The analysis was separated into two periods, 1–22 January 2020 and 23 January – 1 March 2020 to characterize the evolution of aerosol concentrations and temperature during the implementation of the quarantines. The latter period represents the timespan when mobility restrictions were strictest (Sulaymon et al., 2021), and will hereafter be referenced as the C19Q period, whereas the pre-C19Q period (1–22 January 2020) will be termed PRE. Though mobility remained restricted in some locations beyond 1 March 2020 (Sulaymon et al., 2021), this study focuses on the period when containment was most prevalent. Meanwhile, the Global Historical Climatology Network (GHCN) (Menne et al., 2012a; Menne et al., 2012b) supplied in-situ daily mean temperature (TAVG) observations for 153 active GHCN sites in China east of 90°E with at least 50 years of records. The same PRE and C19Q anomalies were calculated for the GHCN TAVG as the AIRS observations. Large-scale lower-tropospheric patterns were visualized with the ERA5 global atmospheric reanalysis (Hersbach et al., 2020).

Aerosol optical depth (AOD) measurements were retrieved from Terra's Moderate Resolution Imaging Spectroradiometer (MODIS) (2003−2020) and NOAA-20's Visible Infrared Imaging Radiometer Suite (VIIRS). While Terra MODIS AOD possesses a longer period of record, Level 2 NOAA-20 VIIRS AOD data contain the diagnosis of an intermediate aerosol model that classifies aerosols in each pixel as either predominantly oceanic, dust, generic, urban, or heavy smoke (Laszlo and Liu, 2016). For each 0.10° pixel over east China, the fraction of all PRE retrievals classified as “urban” was computed, and this process was repeated for C19Q. For instance, if a VIIRS pixel had 10 quality retrievals during PRE, and they were composed of four urban-, two smoke-, two dust-, and two oceanic-dominant days, then that pixel would receive a 40% PRE urban aerosol fraction. The change in urban aerosol fraction between the C19Q and PRE periods was determined and expressed as a percent change (i.e., decrease from 30% PRE urban aerosol retrievals to 15% during C19Q would correspond to a 50% reduction). Because some areas of the domain experience a low frequency of urban aerosols under normal circumstances or experienced a low number of quality retrievals (i.e., cloud contamination) in early 2020, percent increases/decreases could vary wildly (i.e., increase from 2% PRE urban aerosol retrievals to 6% during C19Q would correspond to a 200% increase). Thus, the analysis was coarsened to 1.0° resolution, and the percent change in urban aerosol fraction was only computed if the PRE fraction was at least 13.9%, the median value across the domain.

Do you have any questions about this protocol?

Post your question to gather feedback from the community. We will also invite the authors of this article to respond.

post Post a Question
0 Q&A