For indoor air modelling, difficulties in collecting parameters including life activity patterns and building characteristics are dilemmas when conducting a large-area study. Land-use/land cover information which is easier to obtain could represent as surrogates of emission sources for assessing quality. Moreover, low-cost sensors machine learning provide better way enhance model accuracy. This...