prima m. hilman head of information division – centre for geological resources republic of...

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Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL AGENCY

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Page 1: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL

Prima M. HilmanHead of Information Division – Centre for Geological Resources

REPUBLIC OF INDONESIAMINISTRY OF ENERGY AND MINERAL RESOURCESGEOLOGICAL AGENCY

Page 2: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL
Page 3: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL
Page 4: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL
Page 5: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL
Page 6: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL
Page 7: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL
Page 8: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL
Page 9: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL
Page 10: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL

Geophysical

Prospectivity Maps

Prospectivity Maps

geology(1-of-n coded)

magnetic anomalygamma-ray channels total countdistance to nearest faultKThU

input layer hiddenlayer outputlayer

outputinternal biases = 1

Regional Mineral Exploration Data

GISGIS

AnalyseCombine AnalyseCombine

• Frequency Ratio • Weights of Evidence• Fuzzy Logic• Neural Networks

• Frequency Ratio • Weights of Evidence• Fuzzy Logic• Neural Networks

Geology

Geochemical

Remote Sensing

Page 11: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL
Page 12: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL
Page 13: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL
Page 14: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL
Page 15: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL
Page 16: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL
Page 17: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL
Page 18: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL
Page 19: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL

B∩DB∩D

B∩DB∩D

B∩DB∩DDD

B∩DB∩D

BB TT

T : Total areaD : Area of depositsB : Area of pattern

Page 20: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL
Page 21: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL
Page 22: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL
Page 23: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL
Page 24: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL
Page 25: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL
Page 26: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL
Page 27: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL
Page 28: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL

• Verification of frequency ratio model using testing mineralization points; the area ratio was 0.7868 and the prediction accuracy is 78.68%.

• Verification using processed mineralization points itself ; the area ratio was 0.9580 and the prediction accuracy is 95.80%.

40 precious-base metals mineralization, 25 points for processing and 15 points for test (verification)

Page 29: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL

• Verification of weight of evidence model using testing mineralization points; the area ratio was 0.6821 and the prediction accuracy is 68.21%.

• Verification using processed mineralization points itself ; the area ratio was 0.8038 and the prediction accuracy is 80.38%.

40 precious-base metals mineralization, 25 points for processing and 15 points for test (verification)

Page 30: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL
Page 31: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL
Page 32: Prima M. Hilman Head of Information Division – Centre for Geological Resources REPUBLIC OF INDONESIA MINISTRY OF ENERGY AND MINERAL RESOURCES GEOLOGICAL

REPUBLIC OF INDONESIAMINISTRY OF ENERGY AND MINERAL RESOURCESGEOLOGICAL AGENCYhttp://www.bgl.esdm.go.id