The invention belongs to the field of 
big data processing technology and discloses a thematic knowledge automatic mining 
system and method. The 
system comprises an Internet-of-Things interface module,a 
semantic query module, a 
data mining module and a map aggregation and 
visualization module. The method comprises the steps that first, data collection and 
database establishment are performed, wherein data acquired based on a web 
ubiquitous network, data of monitoring sensors and all types of thematic data are collected, sorted out and stored into a thematic 
database; next, thematic 
knowledge mining is performed, wherein thematic knowledge is formed through ontology construction, 
semantic query and depth 
information mining, and a file is transmitted into an FTP 
file server; the thematic knowledge acquired from the FTP 
file server and a geographic base map are subjected to geographic correlation, and cartographic data is formed; surface format design, thematic chart design and 
surface finishing are performed; and finally a 
thematic map is output. According to the thematic knowledge automatic mining 
system and method, by aid of a 
machine learning 
algorithm under 
big data, huge territorial 
resource information can be processed and analyzed through an efficient and accurate method.