Y than usingMinerals 2021, 11,21 ofendmembers or pure education information. Much more dependable final results may be obtained particularly when the detection approaches are employed to determine the extent of every alteration zone. The education information achieved in the DP process are suitable input for use inside the SVM and SAM strategies. The SVM system with RBF kernel and training information generated from the DP showed far better outcomes than SAM. In addition, the DP technique also can be employed to cluster all other forms of information, which includes the outcomes of geochemical analysis of stream sediments, lithogeochemical and geophysical data, and so on., which is often applied inside the future mineral exploration in metallogenic provinces. Geological surveys were performed based on the outcomes obtained from remote sensing imagery. The outcomes in the fieldwork and laboratory evaluation showed superior accordance with the obtained remote sensing benefits. The presence of illite and muscovite minerals within the XRD outcomes indicated a phyllic alteration zone within the study region. The occurrence of kaolinite and montmorionite minerals within the XRD results confirmed the occurrence of an argillic alteration zone in the study locations. The manifestation of epidote and chlorite minerals inside the XRD outcomes indicated a propylitic alteration. In the XRF final results, owing towards the degradation of feldspars within the alteration procedure, the amounts of K2 O, CaO, and Na2 O decreased along with the Al2 O3 , Fe2 O3 , and SiO2 elevated. Rising the volume of Cu, Au, Zn, and Mn obtained within the ICP-MS outcomes was associated with copper mineralization in some samples collected from diverse zones within the study region. Consequently, the remote sensing strategy applied in this study was a useful tool for porphyry copper exploration in the metallogenic provinces. 8. Conclusions Mineral mapping working with supervised solutions requires proper training information to classify the data accurately and comprehensively. Thinking about that minerals and rocks have several compositions, the DP approach was employed to model phyllic, argillic, propylitic, and Fe-Probucol-13C3 site oxides alteration zones in the Zefreh porphyry copper deposits. The classification maps with all the DP final results training information have been more precise. The DP procedure was utilised to specify the instruction information on ASTER photos from the Zefreh porphyry copper deposits, exactly where alteration zones were detected by spectral mapping procedures such as BDR, LSU, OSP, and SFF. The DP clustering benefits have been realistic, contemplating the field 2-Acetyl-4-tetrahydroxybutyl imidazole Biological Activity survey and laboratory analysis. By performing the SVM and SAM techniques around the ASTER information, places which includes phyllic, argillic, propylitic, and iron oxide alterations inside the complete ASTER scene had been identified. By field survey of those zones, a good coincidence was perceived amongst the results obtained in the SVM system and field observations. Alternation zones related to these obtained from the SVM final results were observed inside the field at the majority of the surveyed points. With all the SAM method, the majority of the iron oxides and propylitic alterations had been identified, and in some regions, it was less compatible together with the alterations observed inside the field than the SVM strategy. This study reinforced the application from the SVM algorithm for mapping hydrothermal alteration zones linked with porphyry copper deposits, which is applicable to ASTER data for prospective mapping in different metallogenic provinces about the globe.Author Contributions: Conceptualization, M.Y. and S.H.T.; methodology, M.Y. plus a.B.P.; software, M.Y. and R.R.; validation, M.Y.;.