# Geostatistics: Applied Mining Geostatistics – HALF CONFIRMED

EVENT

26 – 28 Maret 2019 | Rp 6.000.000,- di Yogyakarta – HALF CONFIRMED
16 – 18 April 2019 | Rp 6.000.000,- di Yogyakarta
02 – 04 Mei 2019 | Rp 6.000.000,- di Yogyakarta
18 – 20 Juni 2019 | Rp 6.000.000,- di Yogyakarta

APPLIED MINING GEOSTATISTICS COURSE INTRODUCTION

Since geo-statistics developed by Prof George Matheron in 1960, it has been applied greatly in mining industry for mineral resources evaluation and reserves modeling. Geo-statistical method considers the spatial structure which is represented by variogram model in estimation methods such as polygonal, triangular grouping, inverse distance square, nearest point, etc. Moreover, parameters of variogram model can be drawn on to optimize the drilling pattern or the influence area of sampling points.

Kriging is the most famous geo-statistical method used for reserves estimation, and it has been known as BLUE (Best Linear Unbiased Estimator). Krigging variance can be applied to assess the uncertainly (error) of estimation result.

Beside kriging, there are any other geo-statistical methods employed for spatial characterization and modeling of natural resource such as conditional simulation. Geo-statistics can also be utilizing to evaluate mineral reserves classification.

APPLIED MINING GEOSTATISTICS COURSE OBJECTIVES

1. To give knowledge about the concept of regionalized variable that is the principle of geostatistics method, analysis and interpretation of variogram.
2. To give understanding about the principle of kriging method and its application for resources modeling and reserves estimation.
3. To give introduction about the principle of geo-statistical simulation, uncertainly analysis, and their application in natural resources evaluation.

## APPLIED MINING GEOSTATISTICS COURSE OUTLINE

• Review of statistics,
• Concept of regionalized variable,
• Concept of experimental variogram,
• Analysis of variogaram model and its interpretation
• Conventional reserves estimation methods
• Variance of dispersion and variance of estimation
• Principle of kriging method and its application
• Geo-statistical simulation
• Uncertainty analysis
• Reserves classification based on geo-statistical method

APPLIED MINING GEOSTATISTICS COURSE SCHEDULE

Day 1

1. Review of statistics
2. Conventional reserves estimation methods
3. Concept of regionalized variable and calculation of experimental variogram

Day 2

1. Analysis and interpretation of variogram
2. Exercise and practice of variogram calculation and fitting model
3. Concept of variance dispersion
4. Concept of variance of estimation.

Day 3

1. Principle of kriging method and its application for reserve estimation
2. Exercise and practice of kriging method
3. Introduction and deterministic method for mineral deposit evaluation

Day 4

1. Uncertainty analysis based on kriging variance and conditional simulation
2. Optimization of drilling pattern and reserves classification based on geo-statistical method

WHO SHOULD ATTEND APPLIED MINING GEOSTATISTICS COURSE?

• Miners (Engineer, Business Development Manager)
• Geo-scientist (Geologist, Geophysicist, Exploration)
• New Venture & Field Business Development
• Hydrologist
• Everybody or professional who want better understanding and to broaden the knowledge from the course subject

APPLIED MINING GEOSTATISTICS COURSE METHODS

• Presentation
• Discuss
• Case Study
• Simulation
• Evaluation

APPLIED MINING GEOSTATISTICS COURSE INSTRUCTOR

• Nurkhamim, S.T., M.T.
• Untung Sukamto, M.T.

Instruktur merupakan dosen dan pengajar dari UPN Veteran Yogyakarta, dengan Program Studi Magister Teknik Pertambangan. Beliau adalah seorang praktisi dan sering menjadi nara sumber dalam berbagai pelatihan, workshop, dan seminar di bidang pertambangan.

• Batch 3: 26 – 28 Maret 2019
• Batch 4: 16 – 18 April 2019
• Batch 5: 02 – 04 Mei 2019
• Batch 6: 18 – 20 Juni 2019
• Batch 7: 02 – 04 Juli 2019
• Batch 8: 20 – 22 Agustus 2019
• Batch 9: 17 – 19 September 2019
• Batch 10: 08 – 10 Oktober 2019
• Batch 11: 19 – 21 November 2019
• Batch 12: 17 – 19 Desember 2019
• 08.00 – 16.00 WIB

Yogyakarta: Cavinton Hotel Yogyakarta ; Neo Malioboro Hotel Yogyakarta Ibis Styles Hotel Yogyakarta
Surabaya: Hotel Santika Pandegiling Surabaya
Malang: Best Western OJ Hotel Malang ; Harris Hotel & Convention Malang
Jakarta: Dreamtel Jakarta Hotel ; Ibis Jakarta Tamarin Hotel
Bandung: Golden Flower Hotel Bandung ; Serela Merdeka Hotel Bandung
Bali: Ibis Bali Kuta Hotel ; Harris Kuta Raya Hotel Bali

In House Training : Depend on request

APPLIED MINING GEOSTATISTICS COURSE FEE

• 6.000.000 IDR / participant (for public training in Yogyakarta)  -> minimum quota of 2 participants
• 7.000.000 IDR / participant (for public training in Bandung, Jakarta, Surabaya)  ->  minimum quota of 3 participants
• 8.000.000 IDR / participant (for public training in Bali)  -> minimum quota of 3 participants

APPLIED MINING GEOSTATISTICS COURSE FACILITIES

INCLUDE:

• Meeting Room at Hotel, Coffe Break, Lunch
• Module (hard & soft copy/flashdish)
• Training Kit, Souvenir, Sertifikat
• Airport pick up services
• Transportation during training

EXCLUDE:

• Penginapan peserta training
• Pajak (Ppn 10 %)

### Applied Mining Geostatistics

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