SENSITIVITY ANALYSIS TO NOISE AND SOURCE WAVELET FREQUENCY BAND OF REFLECTIVITY ESTIMATION USING HOPFIELD NEURAL NETWORK

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ROSHANDEL AMIN; JAVAHERIYAN ABDOLRAHIM; NAJJAR ARABI BABAK

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Seminar Paper

Paper Information

Seminar: IRANIAN GEOPHYSICS CONFERENCE
Year:2006 | Issue:12

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Title

SENSITIVITY ANALYSIS TO NOISE AND SOURCE WAVELET FREQUENCY BAND OF REFLECTIVITY ESTIMATION USING HOPFIELD NEURAL NETWORK

Author(s)

ROSHANDEL AMIN | JAVAHERIYAN ABDOLRAHIM | NAJJAR ARABI BABAK

Keywords

DECONVOLUTION

REFLECTIVITY

HOPFIELD NEURAL NETWORK

Abstract

DECONVOLUTION IS ONE OF THE MOST IMPORTANT SEISMIC DATA PROCESSING STEPS WHICH IMPROVE THE QUALITY OF SEISMIC DATA. CLASSIC METHODS OF DECONVOLUTION CONSTRUCTED BASED ON ASSUMPTIONS WHICH VIOLATED IN REAL WORLD. NOISE FREE DATA IS ONE OF THE MENTIONED ASSUMPTIONS. USING OF HOPFIELD NEURAL NETWORK IN SEISMIC DECONVOLUTION TO ESTIMATE EARTH REFLECTIVITY IS ONE OF DECONVOLUTION METHODS. IN THIS PAPER, SENSITIVITY OF THIS METHOD TO NOISE AND FREQUENCY BAND OF SOURCE WAVELET IS ANALYZED. THIS METHOD ESTIMATES THE REFLECTIVITY SERIES IN TWO STAGES: 1. REFLECTIVITY LOCATION DETECTION, 2. REFLECTIVITY MAGNITUDE ESTIMATION. EVALUATION OF RESULTS SHOWS THAT, USING OF HOPFIELD NEURAL NETWORK FOR DECONVOLUTION IS NOT SENSITIVE TO NOISE AND SOURCE WAVELET FREQUENCY BAND.

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APA: Copy

ROSHANDEL, AMIN, JAVAHERIYAN, ABDOLRAHIM, & NAJJAR ARABI, BABAK. (2006). SENSITIVITY ANALYSIS TO NOISE AND SOURCE WAVELET FREQUENCY BAND OF REFLECTIVITY ESTIMATION USING HOPFIELD NEURAL NETWORK. IRANIAN GEOPHYSICS CONFERENCE. SID. https://sid.ir/paper/906516/en

Vancouver: Copy

ROSHANDEL AMIN, JAVAHERIYAN ABDOLRAHIM, NAJJAR ARABI BABAK. SENSITIVITY ANALYSIS TO NOISE AND SOURCE WAVELET FREQUENCY BAND OF REFLECTIVITY ESTIMATION USING HOPFIELD NEURAL NETWORK. 2006. Available from: https://sid.ir/paper/906516/en

IEEE: Copy

AMIN ROSHANDEL, ABDOLRAHIM JAVAHERIYAN, and BABAK NAJJAR ARABI, “SENSITIVITY ANALYSIS TO NOISE AND SOURCE WAVELET FREQUENCY BAND OF REFLECTIVITY ESTIMATION USING HOPFIELD NEURAL NETWORK,” presented at the IRANIAN GEOPHYSICS CONFERENCE. 2006, [Online]. Available: https://sid.ir/paper/906516/en

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