A NOVEL USE OF NEURAL NETWORK TO PREDICT GAS HYDRATE FORMATION RATE IN PRESENCE OF POLYVINYL PYRROLIDONE INHIBITOR

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Sayyad Amin J.; MOHAMMADI M.; Alipourzade A.

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Seminar Paper

Paper Information

Seminar: CHEMICAL ENGINEERING CONGRESS AND EXHIBITION
Year:2014 | Issue:8

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Title

A NOVEL USE OF NEURAL NETWORK TO PREDICT GAS HYDRATE FORMATION RATE IN PRESENCE OF POLYVINYL PYRROLIDONE INHIBITOR

Author(s)

Sayyad Amin J. | MOHAMMADI M. | Alipourzade A. | Issue Writer Certificate

Keywords

ANN

ARTIFICIAL NEURAL NETWORK

GAS HYDRATE

RATE

INHIBITOR

PVP

Abstract

THE RATE OF GAS HYDRATES FORMATION OF FOUR TYPES OF GAS (CARBON DIOXIDE, METHANE, PROPANE, AND ISOBUTENE) IN DIFFERENT PRESSURES AND IN THE PRESENCE OF KINETIC INHIBITORS IN VARIED CONCENTRATIONS HAS BEEN INVESTIGATED USING AN ARTIFICIAL NEURAL NETWORK. THE PROPOSED MODEL IS BASED ON A NEURAL NETWORK WITH A FEED FORWARD NEURAL NETWORK ALGORITHM IN TWO LAYERS. 370 TRAINING DATA AND 76 TESTING DATA WERE UTILIZED FOR COMPUTATIONS. AT THE END, THE NEURAL NETWORK OUTPUTS AND EXPERIMENTAL DATA WERE INVESTIGATED AND TO ASSESS THE ACCURACY AND EFFICIENCY OF THIS WORK, TWO TYPES OF MEASUREMENT ERROR WERE CALCULATED AS THE MEAN SQUARE ERROR (MSE) AND TOTAL AVERAGE ABSOLUTE DEVIATION (TAAD%). THEN THE TAAD% WERE COMPARED WITH ERROR OBTAINED BY EQUATIONAL METHOD.

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APA: Copy

Sayyad Amin, J., MOHAMMADI, M., & Alipourzade, A.. (2014). A NOVEL USE OF NEURAL NETWORK TO PREDICT GAS HYDRATE FORMATION RATE IN PRESENCE OF POLYVINYL PYRROLIDONE INHIBITOR. INTERNATIONAL CHEMICAL ENGINEERING CONGRESS AND EXHIBITION. SID. https://sid.ir/paper/915684/en

Vancouver: Copy

Sayyad Amin J., MOHAMMADI M., Alipourzade A.. A NOVEL USE OF NEURAL NETWORK TO PREDICT GAS HYDRATE FORMATION RATE IN PRESENCE OF POLYVINYL PYRROLIDONE INHIBITOR. 2014. Available from: https://sid.ir/paper/915684/en

IEEE: Copy

J. Sayyad Amin, M. MOHAMMADI, and A. Alipourzade, “A NOVEL USE OF NEURAL NETWORK TO PREDICT GAS HYDRATE FORMATION RATE IN PRESENCE OF POLYVINYL PYRROLIDONE INHIBITOR,” presented at the INTERNATIONAL CHEMICAL ENGINEERING CONGRESS AND EXHIBITION. 2014, [Online]. Available: https://sid.ir/paper/915684/en

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