Intro Measurement

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    Geostatistics (SXEX1104)

    NIR = Dr. Nur Islami Rahman

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    References

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    Tan, Halimah, 1994, Pengenalan Statistik.

    Swan, 1998, Introduction to Geological Data Analysis.

    Davis, 1986, Statistics and Data Analysis in Geology. Journals => local and international

    Lecture Notes: Spectrum

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    Important date (Tentative)

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    Continuous Assessment 1

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    Introduction

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    Objective

    To understand the importance of geostatistics in solvingthe geosciences problems.

    To understand the measurement and its associated

    matter.

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    Introduction

    Geostatistics originated from the mining and petroleumindustries, starting with the work by Danie Krige in the 1950's

    and was further developed by Georges Matheron in the

    1960's.

    In both industries, geostatistics is successfully applied to solve

    caseswhere decisions concerning expensive operations are

    based on interpretations from sparse data located in space.

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    Statisticsis the study of the collection, organization,analysis, and interpretationof data. It deals with all aspects

    of this, including the planning of data collection in terms

    of the design of surveys and experiments.

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    Geostatistics ?

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    Production well

    Production well

    Production well

    7km 8km

    ????

    ????

    Introduction

    Overview

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    Overview

    (Motivation and inspiration)

    25/02/201410Introduction

    Tambora Field

    Geostatistics

    for oil and

    gas industry

    Mapping

    subsurface

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    Time (ms)

    Introduction

    Overview(Motivation and inspiration)

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    Overview

    (Motivation and inspiration)

    Kriging versus Sequence Gaussian Simulation (SGS)

    25/02/201413Introduction

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    Overview

    Geostatistics has since been extended to many otherfields in or related to the earth sciences, e.g.,

    hydrogeology,

    hydrology,

    meteorology, oceanography,

    geochemistry,

    geography,

    soil sciences,

    forestry,

    landscape ecology, etc.

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    Overview(Motivation and inspiration)

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    Introduction

    Kriging

    Nitrate

    mg/l

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    25/02/201418Introduction

    TDSW Number Location N E TDS5 Pengkalan Cepa 681700 478100 2145

    13 Tanjung Mas 678900 475200 917.7778

    19 Jln. Merbau 678300 472500 257.3333

    21 Perol 666200 472600 64

    24 Jelawat 664700 486500 58

    25 Kubang Kerian 673500 476400 70.4

    29 Pintu Geng 674700 471600 59.2

    34 Beris Kubur 671900 485700 5247.6

    36 Peringat 665900 477400 44.8

    37 USM K. Kerian 674200 477400 111.5

    38 S.K Demit 675800 477300 194.75

    39 Kp. Binjai 672200 479200 113

    40 Kedai Lalat 675900 480000 87.75

    41 K.Pdg. Penyedap 671500 474300 41.75

    42 S.K. Pasir Hor 673300 474800 46.25

    43 S.K Sribong 671100 475200 4244 Kg. Lundang 671100 476500 77.25

    45 Kg. Chica 675200 476300 85

    46 K. Bunut Payong 674100 473700 73.25

    47 Wakaf Che Yeh 673400 472300 66.5

    48 J. Kuala Krai 671100 471900 97.5

    49 Pintu Geng 674500 471550 60.75

    50 Kg. Huda 674600 475600 104.75

    51 S. Ram. Rendang 678900 475800 80.25

    52 Kg. Langgar Tpg 677500 477100 107.75

    53 Wkf. Mek Zainab 679200 472800 166.5

    54 Kg. Bawah Lemb 676600 471700 66.5

    55 Pasir Pekan 676900 470200 37.25

    56 L. Kg. Sedar 683400 465100 98.85714

    57 L. Wakaf Bharu 676600 467700 66.8

    58 Kg. Chap 668100 483600 100.5714

    60 L. Kg. Putih 676200 471900 121.6

    Mg/l

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    Overview

    (Motivation and inspiration)

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    Shepard

    Introduction

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    TDS

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    Three population Datawithin 1 map

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    Measurement

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    Measurement

    To collect the data, need to understand purpose of the measurement

    what data will be collected

    what scale and unit will be used to measure the data,

    how to do data sampling.

    Precision and Accuracy

    Precision refers to the repeatability of a measurement (more

    closely clustered about the average). Accuracy is an estimate of how close to the true value.

    (equipment has an important role)

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    Measurement

    The nominal (classificatory) scale Consist of a classification of observations into mutually

    exclusive categories of equal range.

    These categories may be identified by names (color of mineral: red,

    green, blue), symbols (A, B or C), or by number (1,2,3 => simple)

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    Kelantan RiverPengkalan Datu River

    Kemasin River

    South China Sea N

    Marak Hill

    Panchor Hill

    Boundary Range

    Jawa Hill

    0 to 0.1

    0.1 to 0.2

    0.2 to 0.3

    0.3 to 0.4

    0.4 to 0.5

    0.5 to 0.6

    0.6 to 0.7 0.7 to 0.8

    0.8 to 0.9

    0.9 to 1

    1 to 2

    2 to 3

    Unit in mg/L

    Meter

    Meter

    Kota Bharu

    Bhacok

    4 Km

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    Measurement

    The ordinal scale Observation in a hierarchy of states (Rank)

    => Mohs hardness scale.

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    Measurement

    The ratio scale

    Not only have equal increments between the steps, but also

    have a true zero point.

    Measurement of length.

    Highest form of measurement => mathematical and statistical

    operation, most geological measurement (length, volume, mass)

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    S l f M f i i

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    Scales of Measurement for quantitative

    variables

    Nominal

    Categorical

    Ordinal

    Ranking with no specific interval

    Interval

    Specific numerical interval between subsequent levels

    Ratio Interval, with absolute zero position

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    Sampling Method

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