We developed a principal-component based inversion approach – CIMAP, to retrieve aerosol properties from AERONET measurements of optical depths (AODs) and sky radiances. Capitalizing on the correlation in properties, CIMAP reduces retrieval parameter space saves time by more than 80% adopting 7-8 principal components process, compared retrievals regular space. As algorithm test, is implemented ...