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"Membangun suatu model geologi dan mengkarakterisasi reservoir karbonat Miocene di Asia Tenggara merupakan suatu tantangan. Banyaknya sistem deposisi sedimen ditambah struktur yang kompleks dapat mempengaruhi hasil pemodelan, khususnya disebabkan oleh modifikasi porositas dan transformasi permeabilitas karbonatnya. Karakterisasi reservoir dilakukan untuk mengetahui karakter batuan reservoir, litologi, serta kandungan fluida dengan menggunakan metode inversi simultan dan LMR (Lambda-Mu-Rho). Metode inversi Simultan memiliki kelebihan yaitu dapat menghasilkan impedansi-S, sehingga sifat elastik batuan dapat diketahui. Selain itu, dengan metode LMR, dapat dihasilkan model Mu-Rho dan Lambda-Rho yang dapat menjelaskan litologi dan kandungan fluida. Objek penelitian ini adalah blok ?SS? pada Basin Sumatra Utara di provinsi Aceh, Indonesia dengan reservoir yang didominasi limestone berbentuk build-up pada formasi Peutu. Penelitian ini menggunakan data seismik gather 3D PSTM dengan kontrol 4 sumur berbeda. Data gather dibagi ke dalam tiga domain sudut berbeda (near angle, mid angle, dan far angle) untuk menganalisis pengaruh sudut datang gelombang. Analisis pra-inveri menunjukkan nilai error yang minimum, ± 3.5 % untuk model impedansi-P, dan ± 2.3 % untuk model impedansi-S. Hasil analisis terintegrasi menunjukkan bahwa daerah prospek dapat diketahui dan berada pada build-up formasi Peutu di sekitar sumur SS-09. Daerah tersebut merupakan daerah porous dengan nilai 9000-12500 m/s*g/cc pada model impedansi-P dan 4500-7200 m/s*g/cc pada model impedansi-S. Zona potensial tersebut berada pada litologi limestone dengan nilai Mu-Rho 35-53 GPa*g/cc dan terdapat kandungan gas dengan nilai Lambda-Rho 30-50 GPa*g/cc.

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Building geological model and reservoir characterization of Lower Miocene carbonate reservoir in South East Asia region is a huge challenge. Dynamic depositional system of sediments combined with complex structures give a certain degree of complication in reservoir properties, especially due to carbonate?s porosity modification and change in permeability transform. The objective of reservoir characterization are to determine the reservoir properties, lithology, and fluid content by using simultaneous inversion and LMR (Lambda-Mu-Rho). The ability to determine rocks? elastic properties is an advantage of simultaneous inversion from its shear impedance model. Besides, LMR will provide Lambda-Rho to determine fluid content, and Mu-Rho for lithology. The object of this study is ?SS? field in North Sumatra Basin which located in Aceh Province, Indonesia. Peutu formation is the reservoir in this Basin, dominated by build-up limestone. This study use 3D PSTM seismic gather with 4 different wells as a control. Seismic gather then transformed into three different angle gathers (near angle, mid angle, and far angle) to analyze the effect of angle of incident. Inversion analysis shows the minimum error, ± 3.5 % for Zp, and ± 2.3 % for Zs. Integrated analysis indicate that potential zone is identified in Peutu build-up near SS-09 well. The area are porous with 9000-12500 m/s*g/cc in Zp model and 4500-7200 m/s*g/cc in Zs model. Lithology of the potential zone is a limestone with 35-53 GPa*g/cc in Mu-Rho and gas shown with 30-50 GPa*g/cc in Lambda-Rho."

"Cekungan Jawa Timur Utara tersebut merupakan cekungan Tersier yang produktif akan hidrokarbon pada setiap interval stratigrafi (Marianto et al., 2017). Penelitian ini dilakukan pada lapangan B dan  terfokus pada formasi Kujung. Formasi Kujung adalah formasi yang litologinya di dominasi oleh karbonat pada reservoirnya dan memiliki batuan penutup berupa shale. Karakterisasi reservoir karbonat merupakan suatu tantangan sebab batuannya memiliki struktur pori yang kompleks akibat proses diagenesis. Sehingga mempengaruhi kecepatan gelombang seismik yang merambat pada karbonat. Data yang  digunakan dalam penelitian ini adalah data Seismik 3D PSTM dengan kontrol 3 sumur berbeda. Metode yang digunakan untuk mengkarakterisasi reservoir karbonat ini adalah dengan menggunakan metode seismik inversi simultan. Metode Seismic Inversi Simultan tersebut akan menghasilkan model Impedansi-P (AI), Impedansi-S (SI) dan densitas yang kemudian akan di transformasikan menjadi Lambda-Rho dan Mu-Rho. Model dari parameter hasil inversi simultan dan hasil transformasi tersebut akan digunakan untuk mengetahui sebaran litologi, porositas dan konten fluida pada pori batuan. Berdasarkan hasil analisis, daerah prospek pada penelitian ini terletak pada build up karbonat serta memiliki porositas yang tinggi dengan nilai AI sebesar 16000-31000 ((ft/s)(g/cc)) dan Mu-rho sebesar 10-27 (GPA g/cc) dan fluida minyak dengan nilai λÏ? 10-36 (GPA g/cc.

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North East Java Basin is a tertiary basin which prolific of hydrocarbon on almost all stratigraphic intervals (Marianto et al., 2017). The study area is located on B field and focused on Kujung formation. Kujung formation is dominated by carbonate on its reservoir and has shale as its caprock or seal. Reservoir characterization considered as a huge challenge because of its complex structural pore caused by diagenesis processes. Therefore, affect the seismic wave propagation which travels through carbonate body. This study use 3D Seismic PSTM with 3 different wells as a control. The method used in this study is Simultaneous Seismic Inversion. The Seismic Simultaneous Inversion will extract P-Impedance (AI), S-Impedance (SI) and density as output models. Those three models will be transformed into Lambda-Rho dan Mu-Rho. The Output models of inversion and transformation will be used for characterizing distribution of the litology, porosity and fluid content that fills rocks pore. Based on analysis result, the prospect area in this study located on carbonate build up, high porosity indicated by AI value between 16000-31000 ((ft/s)(g/cc)) and Mu-rho value between 10-27 (GPA g/cc) and oil by value between 10-36 (GPA g/cc)."

"Karakterisasi reservoir merupakan salah satu tahap penting dalam eksplorasi hidrokarbon agar dapat menentukan reservoir yang baik berdasarkan karakteristik litologi dan kandungan fluida di reservoir. Penelitian ini dilakukan di Lapangan “R”, Cekungan Jawa Timur Utara dengan menggunakan metode inversi simultan. Berdasarkan hasil inversi simultan diketahui bahwa zona reservoir di area penelitian tersusun atas litologi karbonat dengan nilai impedansi-P 26.000 ft/s*g/cc – 35.000 ft/s*g/cc, impedansi-S 8.000 ft/s*g/cc – 22.000 ft/s*g/cc, dan densitas 2. g/cc – 2.39 g/cc. Hasil tersebut ditransformasikan menjadi parameter elastis batuan, yaitu Parameter Lame yang terdiri atas Lambda-Rho dan Mu-Rho. Transformasi Lambda-Mu-Rho berhasil mengidentifikasi reservoir karbonat yang berpotensi mengandung hidrokarbon dengan nilai rigiditas tinggi sebesar 6 GPa*g/cc – 21 GPa*g/cc dan inkompresibilitas rendah sebesar 6 GPa*g/cc – 11 GPa*g/cc yang diinterpretasikan sebagai gas. Integrasi analisis dari parameter impedansi-P, impedansi-S, densitas, Lambda-Rho, dan Mu-Rho menunjukkan bahwa persebaran batuan karbonat yang tersaturasi gas memiliki orientasi timur laut – barat daya.

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Reservoir characterization is one of the most crucial stages in hydrocarbon exploration to determine good reservoirs based on their lithology and fluid content. This research was conducted at the “R” Field, North East Java Basin using the simultaneous seismic inversion method. The results show that the reservoir zone in the research area consists of carbonate rocks with P-impedance values of 26.000 ft/s*g/cc – 35.000 ft/s*g/cc, S-impedance of 8.000 ft/s*g/cc – 22.000 ft/s*g/cc, and density of 2.25 g/cc – 2.55 g/cc. These results were transformed into rock elastic parameters, namely Lame Parameters consisting of Lambda-Rho and Mu-Rho. Lambda Mu Rho Transformation has successfully identified carbonate reservoirs that potentially contain hydrocarbons with high rigidity values of 6 GPa*g/cc – 21 GPa*g/cc and low incompressibility of 6 GPa*g/cc – 11 GPa*g/cc interpreted as gas. Integration analysis of P-impedance, S-impedance, density, Lambda-Rho, and Mu-Rho parameters shows that the distribution of gas-saturated carbonate rocks has a northeast – southwest orientation."

"Cekungan Jawa Timur Utara merupakan salah satu cekungan penghasil minyak dan gas terbesar di Indonesia. Intepretasi seismik secara kuantitatif sangat diperlukan dalam proses eksplorasi keberadaan cadangan hidrokarbon. Atribut seismik inversi simultan dan amplitude vs offset (AVO) adalah metode yang diaplikasikan pada penelitian ini. Seismik inversi adalah metode untuk menghasilkan parameter dari data seismik refleksi dengan pengikatan dengan data sumur. Inversi seismik pada studi ini adalah inversi simultan untuk mengestimasi kecepatan gelombang P (Vp), kecepatan gelombang S (Vs), densitas dan rasio Vp/Vs batuan untuk ditransformasi ke parameter Lambda – Mu – Rho yang dapat dimanfaatkan sebagai parameter untuk memprediksi kandungan fluida dan jenis litologi dibawah permukaan. Nilai rasio Vp/Vs dan densitas dihasilkan dengan baik dari proses inversi simultan dan dapat memisahkan antara karbonat tersaturasi hidrokarbon dengan nilainya yang kecil. Ampllitude vs offset (AVO) adalah metode untuk melihat perubahan amplitude seiring bertambahnya offset atau sudut. Dengan tersaturasinya gas pada suatu batuan, akan menghasilkan respon yang berbeda dengan saturasi minyak atau air. Pada penilitian ini didapatkan dengan keberadaan saturasi gas, nilai intercept akan semakin kecil dibanding dengan minyak atau air. Nilai lambda-rho berhasil mendefinisikan keberadaan karbonat gas dengan nilai kecil.

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The North East Java Basin is one of the largest oil and gas producing basins in Indonesia. Quantitative seismic interpretation is needed in the exploration process for the presence of hydrocarbon reserves. The seismic attribute simultaneous inversion and amplitude vs offset (AVO) is the method applied in this study. Seismic inversion is a method for generating parameters from seismic reflection data by binding to well data. Seismic inversion in this study is a simultaneous inversion to estimate the P wave velocity (Vp), S wave velocity (Vs), rock density, and Vp / Vs ratio to be transformed into Lambda - Mu - Rho parameters which can be used as parameters to predict fluid content and type of subsurface lithology. The value of the Vp / Vs ratio and the density is generated well from the simultaneous inversion process and can separate the hydrocarbon saturated carbonates with small values. Amplitude vs offset (AVO) is a method of seeing the change in amplitude as the offset or angle increases. With the saturation of gas in a rock, it will produce a different response to the saturation of oil or water. In this research, it was found that in the presence of gas saturation, the intercept value will be smaller than that of oil or water. The lambda-rho value defines the presence of gaseous carbonates with small values"

"Telah dilakukan penelitian dalam karakterisasi reservoar karbonat di Lapangan "A" yang terletak di Cekungan Jawa Timur Utara. Inversi Simultan dan parameter Lamda-Mu-Rho (LMR) salah satu metode geofisika yang dipilih untuk mengkarakterisasi zona hidrokarbon, litologi, dan kandungan fluidanya pada reservoar karbonat. Inversi dilakukan dengan menggunakan data angle gather baik itu near angle gather (0°-15°), mid angle gather (15°-30°), dan far angle gather (30°-45°), serta dikontrol dengan menggunakan data sumur A-01. Sebagai hasilnya, dalam Inversi Simultan menghasilkan nilai Impedansi-P sebesar 5253-6882 m/s*gr/cc, sementara hasil dari Impedansi-S sebesar 1134-1783 m/s*gr/cc. Selain menghasilkan parameter Impedansi-P dan Impedansi-S, dari Inversi Simultan juga menghasilkan Densitas sebesar 2.66-2.97 gr/cc dan Rasio VpVs sebesar 2.99-4.92. Dari semua hasil Inversi Simultan ini belum mampu mengkarakterisasi kandungan fluida yang ada di daerah penelitian, maka dari itu dilakukan transformasi Lamda-Mu-Rho (LMR). Berdasarkan analisis parameter Lamda-Mu-Rho (LMR), menyatakan bahwa zona target penelitian pada sumur A-01 memiliki potensi hidrokarbon yang cukup banyak sehingga bisa digunakan untuk produksi. Hasil dua parameter yang berasal dari Lamda-Mu-Rho (LMR) adalah parameter Lamda-Rho sebesar 25.7-27.7 Gpa*gr/cc, sedangkan untuk parameter Mu-Rho sebesar 1.96-2.92 Gpa*gr/cc. Integrasi analisis pada Inversi Simultan dan Lamda-Mu-Rho (LMR) menghasilkan nilai sama pada zona target penelitian. Sehingga dapat diketahui persebaran litologi berupa karbonat, terdapatnya hidrokarbon yang berupa minyak, serta kandungan fluida.

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Carbonate reservoir in the field ?A? has been characterized located on the North East Java Basin. Simultaneous Inversion and parameter Lamda-Mu-Rho (LMR) is the chosen method to characterize hydrocarbon zones, lithology and fluid content of the carbonate reservoir. Inversion is done using data from angle gather both the near angle gather (0°-15°), mid gather angle (15° -30°), and far gather angle (30°-45°) , and controlled using data from well A -01. As a result, the Simultaneous Inversion produce value Impedance-P 5253-6882 m/s*gr/cc, while the results of Impedance-S of 1134-1783 m/s*gr/cc. In addition to producing parameter Impedance-P and Impedance-S, on the Simultaneous Inversion also produce a density of 2.79-2.87 gr/cc, and VpVs ratio of the 2.99-4.92. Of all the results Simultaneous Inversion have not been able to characterize fluid content in the research area, therefore transformation of Lamda-Mu-Rho (LMR). Based on the analysis of parameters of Lamda-Mu-Rho (LMR), stated that the target zone of research at well A - 01 have considerable hydrocarbon potential so that it can be used for production. The results of the two parameters are derived from Lamda-Mu-Rho (LMR) is Lamda-Rho parameter of 25.7-27.7 Gpa*gr/cc, while for Mu-Rho parameter of 1.96-2.92 Gpa*gr/cc. Simultaneous Inversion analysis on the integration and Lamda-Mu-Rho (LMR) produces the same values in the target zone research. So it can be seen spread lithology, the presence of hydrocarbons inte fomr of oil, and fluid content."

"Lapangan SP merupakan lapangan eksplorasi yang terletak di Cekungan Arjuna. Berdasarkan data sumur FD-01 pada Main Formation ditemukan keberadaan hidrokarbon. Data Drill Steam Test pada Top B-28B dan Top B-29A menunjukan keberadaan hidrokarbon gas. Oleh karena itu perlu dilakukan karakterisasi reservoar pada zona target tersebut dengan menggunakan metode Impedansi Akustik (IA), AVO, dan Lambda Mu Rho. Tahapan pengolahan data pada penelitian ini yaitu melakukan inversi IA, dilanjutkan analisa respon AVO dan Lambda Mu Rho. Hasil inversi IA mampu memisahkan lapisan reservoar sandstone dan non reservoar shale. Nilai IA yang di golongkan sebagi reservoar sandstone B-28B dan B-29A terletak pada rentang nilai 10.000 (ft/s)(gr/cc) - 12.500 (ft/s)(gr/cc). Sedangkan yang non reservoar memiliki nilai IA antara 13.000 (ft/s)(gr/cc) - 15.000 (ft/s)(gr/cc). Nilai IA sandstone lebih rendah dibanding shale secara geologi mengidikasikan reservoar sandstone tersebut bersifat unconsolidated. Berdasarkan delineasi sebaran impedansi akustik, sandstone B-28B dan B29-A pada arah timur - barat menipis kearah cekungan di sebelah barat, dan pada arah utara - selatan sandstone menipis ke arah cekungan di sebelah selatan. Analisa respon AVO pada data gather menunjukan AVO kelas IV, yang berasosiasi dengan low impedace contrast yang sesuai dengan hasil inversi Impedansi Akustik. Respon AVO kelas IV secara geologi berasosiasi dengan lapisan unconsolidated sandstone dengan penutup shale di atasnya. Lambda Mu Rho dapat mendelineasi keberadaan reservoar sandstone yang berisi gas. Nilai Mu Rho yang di interpretasi sebagi sandstone B28-B dan B-29A memiliki nilai 0,75 (GPa)(gr/cc) - 1,40 (GPa)(gr/cc). Sandstone B-28B dan B-29A memiliki nilai Lambda Rho antara 1 (GPa)(gr/cc) - 5,8 (GPa)(gr/cc). Berdasarkan delineasi Lambda Rho dan Mu Rho, sumber pengendapan sandstone B-28B dan B-29A pada cekungan arjuna berasal dari arah utara dan timur. Hasil penelitian ini diharapkan bisa menjadi masukan dalam penentuan titik pengeboran sumur eksplorasi yang baru. Secara geologi dan hasil dari Lambda Mu Rho sebaiknya diletakan pada pada lintasan SP02 CDP 1005050. Dimana titik tersebut terletak pada puncak antiklin dan memiliki nilai Lambda Rho rendah yang berasosiasi dengan gas.

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SP exploration field, which is located at Arjuna Basin, shows hydrocarbon potential in Main formation based on well data FD-01. Drill Steam Test data at Top B-28B and Top B-29A shows any gas hydrocarbon. Therefore, reservoir characterization in target zone is needed using several method such as Acoustic Impedance (AI), AVO, and Lambda Mu Rho. This research has been divided into three domain step: AI inversion, AVO responses analysis, and Lambda Mu Rho.

The result from AI inversion can separate lithology between sandstone reservoir and shale non reservoir. AI value from sandstone reservoir B-28B and B-29A in range 10000 (ft/s)(gr/cc) – 12500(ft/s)(gr/cc) and non reservoir has AI value in range 13000 (ft/s)(gr/cc) – 15000 (ft/s)(gr/cc). Giologically, AI value of sandstone is lower than shale which indicating sandstone reservoar has unconsolidated properties. Based on deliniation of AI distribution, B-28B and B-29A sandstone at East - West direction decrease toward to west basin, and sandstone at North - South direction decrease toward to south basin.

AVO response analysis on gather data shows class IV AVO, this response associated with low impedance contrast related to AI inversion result. Geologically, Fourth class of AVO response associates between unconsolidated sandstone layer overlaid with shale caprock on top. Lambda Mu Rho result can delineate any gas bearing sand. Sandstone reservoir B-28B and B-29A has Mu Rho value in range 0.75 (Gpa)(gr/cc) – 1.40 (Gpa)(gr/cc) and Lambda Rho in range 1 (Gpa)(gr/cc) - 5.8 (Gpa)(gr/cc). According to Lambda Rho and Mu Rho delineation, depositional source of sandstone B-28B and B29-A are from north and east Arjuna Basin.

Results from this research can be used as a guidance to locate a new wellbore exploration. From geological and Lambha Mu Rho results, the wellbore should be put on line SP02 CDP 1005050, where this area is located at top of anticline and has a low Lambdha Rho value which is associated with gas potential."

"Karakterisasi reservoar dengan analisis data seismik menggunakan metode inversi Impedansi Akustik memiliki keterbatasan dalam identiikasi litologi dan kandungan Huida reservoar. Metode analisis Lambda Mu Rho (LMR) merupakan suatu metode yang cukup baik untuk mengidentiikasi litologi dan kandungan fluida. Dari pengolahan data sumur BRS-05, BRS-06 dan MUT-53 dan pengolahan data partial stack seismik (near e far stack) ditransformasikan menj adi reflektiitas-P dan reflektifitas-S menggunakan persamaan Fatti et al (1994) kemudian dilakukan proses inversi untuk mendapatkan parameter elastik batuan seperti impedansi-P, impedansi-S dan densitas lalu diturunkan menjadi parameter elastik Lambda-Rho (inkompresibilitas) dan Mu-Rho (rigiditas) yang sensitif terhadap diskriminasi litologi dan identifikasi fluida yang digunakan untuk mengetahui penyebaran batupasir gas pada zona F - G lapangan mutam, Kalimantan Timur.

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Reservoar Characterization with analysis seismic data using Acoustic Impedance inversion method had limitation f`or identification of` lithology and fluid content in reservoar. Analysis Lambda Mu Rho (LMR) method is one of` many method which much better f`or identification of` lithology dan fluid content in reservoar. From process Well data of` BRS-05, BRS-06, and MUT-53 with process data seismic f`rom partial stack (near efar stack) transf`orms to be reflectivity-P and ref`lectivity-S using Fatti et al (1994) equation then doing process inversion f`or obtain elastic rock parameter such as impedance-P, impedance-S and density then derived to be Lambda-Rho (incompressibility) and Mu-Rho (rigidity) which are sensitive to discrimination and f`luid identification are used to know distribution of` gas sand at zone F - G mutam field, East Kalimantan."

"[Lapangan “BINTANG” berada di Cekungan Jawa Timur. Formasi target adalah Formasi Ngimbang yang memiliki beberapa zona target dengan ketebalan antara 20-40meter yang berada dibawah ketebalan tuning seismik. Zona-A dan Zona-C merupakan zona target penelitian. Formasi Ngimbang pada daerah penelitian, memiliki lithologi karbonat dan shale, sehingga perlu untuk memisahkan kedua lithologi kedua melalui data seismik. Data sumur test produksi daerah penelitian menunjukkan keberadaan hidrokarbon. Berdasarkan analisa sensitifitas, parameter P-Impedance dan Mu-Rho digunakan untuk memisahkan lithologi daerah penelitian. Daerah reservoar yang merupakan batuan karbonat berada pada nilai P-Impedance dan Mu-Rho kecil diatas cuttoff. Parameter Lambda-Rho*Poisson Ratio digunakan untuk mengidentifikasi sebaran hidrokarbon dimana zona bernilai kecil merupakan daerah yang mengindikasikan sebaran hidrokarbon.Inversi dilakukan dengan metode Extended Elastic Impedance (EEI) dimana metode ini menghasilkan volum reflektifitas langsung dari parameter yang dipilih. Inversi dengan metode EEI yang diaplikasikan dengan parameter Mu-Rho paling baik menggunakan sudut korelasi -45 dan untuk parameter Lambda-Rho*Poisson Ratio menggunakan sudut 33,5. Proses multiatribut digunakan untuk memprediksi sebaran porositas. Hasil multiatribut menunjukkan bagian utara daerah penelitian merupakan daerah yang lebih dangkal sehingga porositas lebih tinggi dibanding daerah selatan arahtenggara. Daerah utara masih berada pada bagian lagoonal sedangkan arah selatan-tenggara merupakan outer margin yang semuanya berada pada lingkungan pengendapan platform carbonate.

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"BINTANG" field is located in the East Java basin. The target formation is Ngimbang Formation which have several target zones with thickness between 20-40 meters which is below seismic tuning thickness. Zone-A and Zone-C is the target zone. Formation Ngimbang in this study area has carbonate and shale lithology, so that needs to seperate this two lithology by seismic data. From the sensitivity analysis, parameter P-Impedance and Mu-Rho used to separate the lithology in the study area. Carbonate rocks reservoir is at value of PImpedance and Mu-Rho small above the cuttoff. Parameter Lambda-Rho*Poisson Ratio used to identify the distribution of hydrocarbons, which small value area indicates the distribution of hydrocarbons. Inversion is performed using the extended elastic impedance (EEI) method which directly produces the reflectivity volume of the parameters has been selected. Inversion with EEI method which applied with Mu-Rho parameter best correlation angle is -45 and for Lambda-Rho*Poisson Ratio parameter is 33,5. Multiatributte process used to predict the porosity. Multiattribute results show that the northern part of study area is shallow area, that porosity is higher than the southern of the southeast regions. Northern areas are still located on the lagoonal while the south-southeast is the outer margin area which all area in platform carbonate depositional environments.;"BINTANG" field is located in the East Java basin. The target formation is Ngimbang Formation which have several target zones with thickness between 20-

40meters which is below seismic tuning thickness. Zone-A and Zone-C is the target zone. Formation Ngimbang in this study area has carbonate and shale lithology, so that needs to seperate this two lithology by seismic data. From the sensitivity analysis, parameter P-Impedance and Mu-Rho used to separate the lithology in the study area. Carbonate rocks reservoir is at value of PImpedance and Mu-Rho small above the cuttoff. Parameter Lambda-Rho*Poisson Ratio used to identify the distribution of hydrocarbons, which small value area indicates the distribution of hydrocarbons.

Inversion is performed using the extended elastic impedance (EEI) method which directly produces the reflectivity volume of the parameters has been selected. Inversion with EEI method which applied with Mu-Rho parameter best correlation angle is -45 and for Lambda-Rho*Poisson Ratio parameter is 33,5. Multiatributte process used to predict the porosity. Multiattribute results show that the northern part of study area is shallow area, that porosity is higher than the southern of the southeast regions. Northern areas are still located on the lagoonal while the south-southeast is the outer margin area which all area in platform carbonate depositional environments.;"BINTANG" field is located in the East Java basin. The target formation is

Ngimbang Formation which have several target zones with thickness between 20-

40meters which is below seismic tuning thickness. Zone-A and Zone-C is the

target zone. Formation Ngimbang in this study area has carbonate and shale

lithology, so that needs to seperate this two lithology by seismic data.

From the sensitivity analysis, parameter P-Impedance and Mu-Rho used to

separate the lithology in the study area. Carbonate rocks reservoir is at value of PImpedance

and Mu-Rho small above the cuttoff. Parameter Lambda-Rho*Poisson

Ratio used to identify the distribution of hydrocarbons, which small value area

indicates the distribution of hydrocarbons.

Inversion is performed using the extended elastic impedance (EEI) method

which directly produces the reflectivity volume of the parameters has been

selected. Inversion with EEI method which applied with Mu-Rho parameter best

correlation angle is -45 and for Lambda-Rho*Poisson Ratio parameter is 33,5.

Multiatributte process used to predict the porosity. Multiattribute results

show that the northern part of study area is shallow area, that porosity is higher

than the southern of the southeast regions. Northern areas are still located on the

lagoonal while the south-southeast is the outer margin area which all area in

platform carbonate depositional environments.;"BINTANG" field is located in the East Java basin. The target formation is

Ngimbang Formation which have several target zones with thickness between 20-

40meters which is below seismic tuning thickness. Zone-A and Zone-C is the

target zone. Formation Ngimbang in this study area has carbonate and shale

lithology, so that needs to seperate this two lithology by seismic data.

From the sensitivity analysis, parameter P-Impedance and Mu-Rho used to

separate the lithology in the study area. Carbonate rocks reservoir is at value of PImpedance

and Mu-Rho small above the cuttoff. Parameter Lambda-Rho*Poisson

Ratio used to identify the distribution of hydrocarbons, which small value area

indicates the distribution of hydrocarbons.

Inversion is performed using the extended elastic impedance (EEI) method

which directly produces the reflectivity volume of the parameters has been

selected. Inversion with EEI method which applied with Mu-Rho parameter best

correlation angle is -45 and for Lambda-Rho*Poisson Ratio parameter is 33,5.

Multiatributte process used to predict the porosity. Multiattribute results

show that the northern part of study area is shallow area, that porosity is higher

than the southern of the southeast regions. Northern areas are still located on the

lagoonal while the south-southeast is the outer margin area which all area in

platform carbonate depositional environments.;"BINTANG" field is located in the East Java basin. The target formation is

Ngimbang Formation which have several target zones with thickness between 20-

40meters which is below seismic tuning thickness. Zone-A and Zone-C is the

target zone. Formation Ngimbang in this study area has carbonate and shale

lithology, so that needs to seperate this two lithology by seismic data.

From the sensitivity analysis, parameter P-Impedance and Mu-Rho used to

separate the lithology in the study area. Carbonate rocks reservoir is at value of PImpedance

and Mu-Rho small above the cuttoff. Parameter Lambda-Rho*Poisson

Ratio used to identify the distribution of hydrocarbons, which small value area

indicates the distribution of hydrocarbons.

Inversion is performed using the extended elastic impedance (EEI) method

which directly produces the reflectivity volume of the parameters has been

selected. Inversion with EEI method which applied with Mu-Rho parameter best

correlation angle is -45 and for Lambda-Rho*Poisson Ratio parameter is 33,5.

Multiatributte process used to predict the porosity. Multiattribute results

show that the northern part of study area is shallow area, that porosity is higher

than the southern of the southeast regions. Northern areas are still located on the

lagoonal while the south-southeast is the outer margin area which all area in

platform carbonate depositional environments., "BINTANG" field is located in the East Java basin. The target formation is

Ngimbang Formation which have several target zones with thickness between 20-

40meters which is below seismic tuning thickness. Zone-A and Zone-C is the

target zone. Formation Ngimbang in this study area has carbonate and shale

lithology, so that needs to seperate this two lithology by seismic data.

From the sensitivity analysis, parameter P-Impedance and Mu-Rho used to

separate the lithology in the study area. Carbonate rocks reservoir is at value of PImpedance

and Mu-Rho small above the cuttoff. Parameter Lambda-Rho*Poisson

Ratio used to identify the distribution of hydrocarbons, which small value area

indicates the distribution of hydrocarbons.

Inversion is performed using the extended elastic impedance (EEI) method

which directly produces the reflectivity volume of the parameters has been

selected. Inversion with EEI method which applied with Mu-Rho parameter best

correlation angle is -45 and for Lambda-Rho*Poisson Ratio parameter is 33,5.

Multiatributte process used to predict the porosity. Multiattribute results

show that the northern part of study area is shallow area, that porosity is higher

than the southern of the southeast regions. Northern areas are still located on the

lagoonal while the south-southeast is the outer margin area which all area in

platform carbonate depositional environments.]"

"Analisis AVO dan inversi simultan merupakan metode yang berperan penting dalam mengidentifikasi litologi dan fluida reservoir. Pada penelitian ini, analisis AVO dan inversi simultan dilakukan pada lapangan F, cekungan Sumatera Selatan. Analisis anomali AVO diterapkan untuk mengidentifikasi bright-spot sebagai indikasi adanya reservoir batu pasir yang mengandung gas. Dengan menggunakan angle plot pada data prekondisi, crossplot atribut intercept dan gradient, ditemukan anomali AVO yang disesuaikan dengan klasifikasi AVO Rutherford dan William. Dari hasil analisis ini, ditemukan anomali AVO kelas I pada kedalaman zona target, yaitu time 1222 - 1250 ms, inline 2103 dan crossline 10382. Analisis AVO dilakukan pada atribut AVO, yaitu intercept yang bernilai positif, gradient yang bernilai negatif, product yang bernilai negatif, dan scaled Poisson’s ratio changed yang bernilai rendah. Dari inversi simultan didapatkan atribut angle stack, impedansi akustik, impedansi elastis dan densitas, yang menunjukkan respon amplitudo yang berbeda pada setiap atribut di lapisan. Analisis inversi simultan dilakukan pada partial angle stack, yaitu near angle stack (0° - 12°), mid angle stack 10° - 22°), dan far angle stack (15° - 25°). Inversi simultan dilakukan untuk identifikasi reservoar batupasir menggunakan parameter impedansi S dengan range nilai (14649 -20413 (ft/s)*(gr/cc)) dan densitas dengan range nilai (2,13 - 2,32 (gr/cc)). Sedangkan parameter impedansi P dengan range nilai (24584 - 30187 (ft/s)*(gr/cc)) dan VpVs ratio dengan range nilai (1,3 - 1,63 unitless) digunakan untuk identifikasi fluida reservoar. Nilai VpVs_ratio yang rendah menunjukkan adanya gas.

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AVO analysis and simultaneous inversion is the important method to identify lithology and reservoir fluid. In this research, AVO analysis and simultaneous inversion were applied to the field F, South Sumatera Basin. Anomaly of AVO analysis applied to identify bright-spot as an indication of a reservoir sandstone containing gas. Using a plot angle on pre-conditioning data, crossplot attribute between intercept and gradient, AVO analysis based on the classification AVO of Rutherford and William. This analysis showed AVO class I anomaly in the depth of target zone, time 1222 - 1250 ms, inline 2103 and crossline 10382.

AVO analysis was carried out on AVO attributes, positive intercept, negative gradient, negative product, and low scaled Poisson’s ratio changed. Simultaneous Inversion obtained angle stack attributes, acoustic impedance, elastic impedance and the density, which show response amplitude different on every attribute in layers.

Simultaneous inversion analysis was performed on partial angle stack start from near angle stack (0° - 12°), mid angle stack (10° - 22°), and far angle stack (15° - 25°). Simultaneous inversion analysis was applied to identify sandstone reservoir by using S impedance parameter with range (14649 -20413 (ft/s)*(gr/cc)) and density with range (2,13 - 2,32 (gr/cc)). Furthermore, P impedance parameter with range (24584 - 30187 (ft/s)*(gr/cc)) and VpVs ratio with range (1,3 - 1,63 unitless) were used to identify reservoir fluid. The low value of VpVs_ratio shows containing gas."

"Inversi Seismik merupakan metoda untuk mendapatkan gambaran model geologi bawah permukaan dengan menggunakan data seismik sebagai data input utama dan data sumur sebagai kontrolnya. Hasil yang didapat dari metoda inversi adalah informasi yang terkandung di dalam lapisan batuan berupa impedansi (akustik atau elastik). Hasilnya berkorelasi secara kuantitatif terhadap parameter fisik pada reservoir yang terukur pada sumur, salah satunya adalah porositas. Maksud dari penelitian ini adalah bahwa penulis akan melakukan contoh pemodelan inversi AI pada reservoar di Lapangan IWR, sedangkan tujuannya adalah untuk mengestimasi porositas reservoar di daerah interest melalui pendekatan inversi seismik AI tersebut. Diharapkan nantinya dapat menentukan usulan sumur pemboran beserta justifikasinya dan memungkinkan untuk di eksplorasi lebih lanjut. Hasil penelitian yang diharapkan dari studi ini adalah bahwa penulis mampu mengintegrasikan data porositas dari beberapa sumur yang ada terhadap data seismik atribut dengan pemodelan inversi AI.

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Seismic Inversion is a method to gain a subsurface geological model with seismic data as a main input and well log data as a controller. The result of this method is a brief description about lithological impedance (acoustic or elastic). This informations are quantitatively correlable with another physical parameter on reservoar, e.g. porosity.

The aims of this study is doing a seismic inversion AI modelling on Field IWR, and the goal is estimating the reservoir porosity at the interest zone with previous inversion result.

Finally we can propose some wells with its justifications and able for further explorations. Expectation of the study is author able to integrate the porosity data of many wells into seismic attribute data with seismic inversions AI, which it can be useful for estimating reservoir porosity at other zone."