Fig. 4 summarizes the major action plans for PM
2.5 control implemented by the Chinese government since 2013. The policy framework shows a clear trend of gradually involving more categories of PM
2.5 precursors and emission sectors, since traditional control actions for a single pollutant or a single sector were insufficient to deliver substantial reductions in PM
2.5 concentrations as required by the Action Plan. One notable case is that the estimated SO
2 emissions and sulfate concentrations inversed from satellite observations both rebounded slightly during 2010–2011 due to a rapid increase in industrial activities and less stringent controls on the iron and steel industries (Fig. 2), which surpassed the reduction benefits of SO
2 controls on power plants [
31]. As a result, a series of stringent control measures have been implemented in the industrial polluting sector, including strengthening industrial emissions standards, phasing out small-scale high-polluting factories, phasing out outdated industrial capacities, and upgrading industrial boilers [
32]. Compared with the control measures for other precursors (e.g., SO
2 and NO
x), the controls on volatile organic compounds (VOCs) and NH
3 emissions before 2013 were considered to be inadequate in China [
33]. A response surface modeling (RSM) study of the nonlinear response of PM
2.5 to precursor emissions in the most polluted BTH region suggested that PM
2.5 concentrations are primarily sensitive to the emissions of NH
3 and organic compounds (e.g., non-methane volatile organic compounds (NMVOCs), intermediate volatility organic compounds (IVOCs), and primary organic aerosols (POAs)) [
34]. National emissions of NMVOCs had to be reduced by at least 36% from the 2012 level by 2030 in order to meet the PM
2.5 NAAQS [
35]. Therefore, a comprehensive VOC control program was launched in 2015, targeting the petrochemical industry, organic chemical industry, surface coating industry, and packaging and printing industry. The RSM technique also quantified that the rapid increase in NH
3 emissions during 1990–2005 resulted in increases of 50%–60% in sulfate and nitrate aerosol concentrations[
36,
37]. Nitrate aerosol has become the leading component in PM
2.5 concentrations in the BTH region, and dominates severe haze events[
38,
39]. One important cause is that, now that ambient SO
2 concentrations have been successfully reduced, ammonia-rich and high-humidity conditions more significantly favor the partitioning of nitrate toward the particle phase[
39,
40]. Consequently, the central government has recognized the importance of ammonia emission controls and has focused on the agriculture sector (e.g., crop farming and aquaculture) in the following Three-Year Action Plan (2018–2020).