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Information Journal Paper

Title

FOULING DETECTION INSIDE THE TUBES OF CRUDE OIL PREHEAT FURNACE USING OPTIMIZED SUPPORT VECTOR MACHINES

Pages

  49-55

Abstract

 In this study, an application of support vector machines is presented for FOULING detection and estimating the amount of deposit layer development and tube blockage percentage at the radiation section of the crude oil preheat furnace. Crude oil preheat furnaces are the main elements in processing crude oil in distillation towers, which always suffer from FOULING and its consequent risks. In order to predict FOULING inside the tubes, first by considering independent input parameters effecting the furnace performance and by using a dynamic model of a particular furnace, the behaviors of the furnace in unusual conditions were simulated. The effects of FOULING type and its location inside the tubes were considered on the thermal performances and pressure drops of the furnace. In the second part, based on the different FOULING scenarios, a FOULING detection mechanism was designed. The operational conditions such as pressure drop inside the tubes, temperatures of the tubes and temperatures of the crude oil were employed for FOULING detection and evaluating the thickness of deposits. The obtained results indicated the accuracy and feasibility of the proposed approach.

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    APA: Copy

    CHAIBAKHSH, ALI, ENSANSEFAT, NASIM, KIAEI JAMALI, SEYED AIDIN, JAMALI, ALI, & KOUHIKAMALI, RAMIN. (2016). FOULING DETECTION INSIDE THE TUBES OF CRUDE OIL PREHEAT FURNACE USING OPTIMIZED SUPPORT VECTOR MACHINES. MODARES MECHANICAL ENGINEERING, 15(10), 49-55. SID. https://sid.ir/paper/179618/en

    Vancouver: Copy

    CHAIBAKHSH ALI, ENSANSEFAT NASIM, KIAEI JAMALI SEYED AIDIN, JAMALI ALI, KOUHIKAMALI RAMIN. FOULING DETECTION INSIDE THE TUBES OF CRUDE OIL PREHEAT FURNACE USING OPTIMIZED SUPPORT VECTOR MACHINES. MODARES MECHANICAL ENGINEERING[Internet]. 2016;15(10):49-55. Available from: https://sid.ir/paper/179618/en

    IEEE: Copy

    ALI CHAIBAKHSH, NASIM ENSANSEFAT, SEYED AIDIN KIAEI JAMALI, ALI JAMALI, and RAMIN KOUHIKAMALI, “FOULING DETECTION INSIDE THE TUBES OF CRUDE OIL PREHEAT FURNACE USING OPTIMIZED SUPPORT VECTOR MACHINES,” MODARES MECHANICAL ENGINEERING, vol. 15, no. 10, pp. 49–55, 2016, [Online]. Available: https://sid.ir/paper/179618/en

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