Atmospheric particulate matter contains multiple components of aerosols, among which carbon aerosols have received increasing attention due to their significant impact on human health and visibility. To study the long-term changes of carbon aerosols, PM10 samples from Chengdu from 2009 to 2013 were collected and their inorganic elements, water-soluble ions, and carbon components were measured, And the "PMF (Positive Definite Matrix Factorization) Ratio" model was used to analyze the sources of PM10 and the carbon aerosols contained in it. The results showed that the carbon aerosol concentrations were higher in January, February, May, and December, with higher OC/EC (organic carbon to elemental carbon mass concentration ratio) in January, February, and December, and the PMF Ratio model calculation results also showed an increase in winter SOC, Indicating that there may be more secondary organic carbon (SOC) generation in winter; In May, the char EC/soot-EC (mass concentration ratio of char EC=EC1-OP, soot-EC=EC2+EC3, which can better distinguish source types) was higher, and the K content was also higher, indicating that there may be more biomass combustion emissions. PM10 analysis revealed a total of 6 types of sources, followed by crustal dust (26.5%), secondary sulfate (25.1%), coal and biomass combustion mixed sources (17.3%), secondary nitrate and secondary organic carbon mixed sources (12.3%) Motor vehicle sources (11.8%) and cement dust sources (7.0%); Analysis of carbon aerosols revealed that the main sources of OC were motor vehicle sources (38.2%), coal-fired biomass combustion mixed sources (33.1%), and secondary organic carbon (25.3%). The main sources of char EC were coal-fired biomass combustion mixed sources and motor vehicle sources, accounting for 50.5% and 45.4%, respectively. Soot EC was mainly affected by motor vehicles (up to 73.2%). Research shows that PM10 in Chengdu mainly comes from crustal dust, secondary generation, and coal-fired biomass combustion, Carbon aerosols mainly come from motor vehicles, coal-fired and biomass combustion