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𝗙𝘂𝗹𝗹 𝗪𝗮𝘃𝗲𝗳𝗼𝗿𝗺 𝗜𝗻𝘃𝗲𝗿𝘀𝗶𝗼𝗻 (𝗙𝗪𝗜) ### Principles of FWI FWI is based on the principle of minimizing the difference between observed seismic data and synthetic data generated from a model of the subsurface. This process involves iteratively adjusting the subsurface model to reduce the misfit between the observed and modeled waveforms. ### Steps in FWI 1. **Initial Model Creation**: The process begins with an initial model of the subsurface, typically derived from conventional seismic processing techniques. 2. **Forward Modeling**: Synthetic seismic data is generated using the initial model. 3. **Data Comparison**: The synthetic data is compared to the actual observed seismic data to calculate the misfit. 4. **Gradient Calculation**: The gradient of the misfit function with respect to the model parameters is computed, indicating how the model should be adjusted to reduce the misfit. 5. **Model Update**: The subsurface model is updated iteratively using optimization algorithms until the misfit between synthetic and observed data is minimized. ### Applications of FWI 1. **Oil and Gas Exploration**: FWI provides detailed images of the subsurface, helping to identify and characterize hydrocarbon reservoirs with greater accuracy. 2. **Reservoir Monitoring**: The technique is used in time-lapse (4D) seismic surveys to monitor changes in reservoirs over time, crucial for enhanced oil recovery (EOR) and reservoir management. 3. **Geotechnical Engineering**: FWI assists in assessing subsurface conditions for construction projects, such as tunnels, bridges, and dams. 4. **Earthquake Seismology**: The method helps in imaging fault zones and understanding seismic hazards by providing high-resolution images of the Earth's crust. ### Advantages of FWI 1. **High Resolution**: FWI delivers detailed and high-resolution subsurface models, capturing fine-scale geological features. 2. **Accuracy**: By using the full waveform, FWI produces more accurate subsurface images compared to traditional seismic inversion methods. 3. **Improved Interpretation**: The detailed models generated by FWI aid in better interpretation and decision-making for exploration and development activities. ### Challenges and Limitations 1. **Computational Intensity**: FWI is computationally demanding, requiring significant processing power and advanced algorithms to handle large datasets. 2. **Data Quality**: The accuracy of FWI results depends heavily on the quality of the input seismic data. Poor data quality can lead to inaccurate models. 3. **Complex Geologies**: In areas with complex geological structures, FWI can be challenging to implement due to the intricate wave propagation and multiple scattering effects. Photo refrence, credit : https://lnkd.in/d9CVpXhF Contact Us : Mail: Reservoir.Solutions.Egypt@gmail.com Website: res@reservoirsolutions-res.com WhatsApp: +201093323215

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Justin Snelling

New opportunities welcome.

2mo

This is brilliant and at the same time can be deceptive and seductive. In its simplest form - such seismic "Magic" allows one to see things that are really so subtle they are easily missed and masked. This clever and powerful computing power consumptive massaging is truly breathtaking in its brilliance. The downside is that it lends powerful credence to things that may not be real... By so imaginatively training the algorithms - it enables the seduced to believe things that do not in fact really exist... One must beware the power inherent within the beauty of our interpretation weapons to enthrall us as they lead the unskeptical astray...

MOHAMMED KHALFAOUI

Petrochemical Engineering Master's student

2mo

Good to know!

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Stephen M. Yung

General Manager at S.M. YUNG CLAN CHARITABLE FOUNDATION (CHINA), Company Ltd Resources/Petroleum/Energy/Industries/Real Estates/Philanthropy/

2mo

Interesting!

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