Please wait ...
0% Complete
Home
/
11th International Conference on Computer and Knowledge Engineering
SASIAF, An Scalable Accelerator For Seismic Imaging on Amazon AWS FPGAs
Authors :
Mostafa Koraei
1
S.Omid Fatemi
2
1- SINTEF AS
2- University of Tehran
Keywords :
FPGA, Seismic Imaging, RTM, Cloud
Abstract :
Oil and gas companies rely on seismic imaging as a tool for drilling prediction, making crucial decisions and evaluating financial parameters of a hydrocarbon field. Reverse time migration (RTM) is the most advanced technique in seismic imaging. RTM is a computationally intensive task and has one of the longest execution time in oil and gas field because of its nested loops and high amount of raw data that comes to it. Instead of many research works that have been done on accelerating it on a FPGA and cluster of GPUs, due to high cost of FPGA clusters there are not many accelerators for them. In this paper we have used Amazon AWS F1 instances and accelerated RTM on 8 FPGAs using time partitioning method and a new architecture called SASIAF. We have shown that we can reach up to 960x speed up comparing with running it sequentially on CPU. We have also compared our work with state of the art FPGA implementation.
Papers List
List of archived papers
R2-BAC: A Novel Blockchain and IoT-Based Access Control Model for Supply Chain Management
Sadegh Sohani - Farnaz Kamranfar - Haleh Amintoosi - Mohammad Allahbakhsh
Simulation-Based Data Augmentation for Apple Leaf Disease Using Statistical Moments and HSV Color Features
Seyedeh Maryam Moosavi - Morteza Gholipour - Yasser Baleghi
Reliability Evaluation of 4:2 Compressors Based on Hammock Networks
Farshad Safaei - Mohammad mahdi Emadi Kouchak - Sara Talebpour
Extreme Gradient Boosting (XGBoost) Regressor and Shapley Additive Explanation for Crop Yield Prediction in Agriculture
Dennis A/L Mariadass - Ervin Gubin Moung - Maisarah Mohd Sufian - Ali Farzamnia
Parallel Local Feature Selection For High-dimensional Data
Zhaleh Manbari - Chiman Salavati - Fardin AkhlaghianTab - Barzan Saeedpoor - Himan Delbina - Mahmud Abdulla Mohammad
Fine-tuned Generative Adversarial Network-based Model for Medical Image Super-Resolution
Alireza Aghelan - Modjtaba Rouhani
SingAll: Scalable Control Flow Checking for Multi-Process Embedded Systems
Mehdi Amininasab - Ahmad Patooghy - Mahdi Fazeli
Intelligent Adaptive Control of Wheeled Mobile Robots with MLP Neural Networks under Input Constraints
Soheil Sheikh ahmadi - Arash Rahmani
A Language-Independent Approach to Classification of Textual File Fragments: Case Study of Persian, English, and Chinese Languages
Fatemeh Mansouri Hanis - Hamidreza Khoshvaghti - Mehdi Teimouri - Hadi Veisi
Token-Based Access Control for Inter-organization Collaboration in Hyperldger Fabric
Parsa Hedayatnia - Mohammad Ata Jalilian - Mohammad Allahbakhsh - Haleh Amintoosi
more
Samin Hamayesh - Version 44.12.3