• Title/Summary/Keyword: Autoignition

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Comparison of Partial Least Squares and Support Vector Machine for the Autoignition Temperature Prediction of Organic Compounds (유기물의 자연발화점 예측을 위한 부분최소자승법과 SVM의 비교)

  • Lee, Gi-Baek
    • Journal of the Korean Institute of Gas
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    • v.16 no.1
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    • pp.26-32
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    • 2012
  • The autoignition temperature is one of the most important physical properties used to determine the flammability characteristics of chemical substances. Despite the needs of the experimental autoignition temperature data for the design of chemical plants, it is not easy to get the data. This study have built and compared partial least squares (PLS) and support vector machine (SVM) models to predict the autoignition temperatures of 503 organic compounds out of DIPPR 801. As the independent variables of the models, 59 functional groups were chosen based on the group contribution method. The prediction errors calculated from cross-validation were employed to determine the optimal parameters of two models. And, particle swarm optimization was used to get three parameters of SVM model. The PLS and SVM results of the average absolute errors for the whole data range from 58.59K and 29.11K, respectively, indicating that the predictive ability of the SVM is much superior than PLS.

Risk Assessment of Fire and Explosion of Methane (메탄의 화재 및 폭발 위험성 평가)

  • Ha Dong-Myeong
    • Journal of the Korean Institute of Gas
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    • v.9 no.2 s.27
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    • pp.1-7
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    • 2005
  • The thermochemical parameters for safe handling, storage, transport, operation and process design of flammable substances are explosive limit, flash point, autoignition temperature, minimum oxygen concentration, heat of combustion etc.. Explosive limit and autoignition temperature are the major physical properties used to determine the fire and explosion hazards of the flammable substances. Explosive limit and autoignition temperature of methane fur LNG process safety were investigated. By using the literatures data, the lower and upper explosive limits of methane recommended 4.8 vol$\%$ and 16 vol$\%$, respectively. Also autoignition temperatures of methane with ignition sources recommended $540^{\circ}C$ at the electrically heated cruicible furnace (the whole surface heating) and recommended about $1000^{\circ}C$ in the local hot surface. The new equations for predicting the temperature dependence and the pressure dependence of the lower explosive limits for methane are proposed. The values calculated by the proposed equations were a good agreement with the literature data.

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Prediction and Measurement of Autoignition Temperature of Toluene and 2-Butanol System (톨루엔과 2-부탄올 계의 최소자연발화온도의 측정 및 예측)

  • Ha, Dong-Myeong
    • Journal of the Korean Society of Safety
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    • v.30 no.4
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    • pp.73-78
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    • 2015
  • The autoignition temperatures(AIT) of solvent mixture is important index for the safe handling of flammable liquids which constitute the solvent mixtures. Therefore, the AITs of common pure chemical substances are widely reported, but very limited data are available for mixtures. This study, the toluene and 2-butnaol system which used mixture solution solvent was measured the AIT and ignition delay time by using ASTM E659 apparatus. The AITs of toluene and 2-butanol constituted binary system were $547^{\circ}C$ and $400^{\circ}C$, respectively. The experimental AIT of toluene and 2-butanol were a good agreement with the calculated AIT by the proposed equations with a few average absolute deviation(A.A.D.).

Measurement and Prediction of Autoignition Temperature(AIT) of Flammable Substances - Methanol and Ethanol - (가연성물질의 자연발화온도 측정 및 예측 - 메탄올과 에탄올 -)

  • Ha, Dong-Myeong
    • Journal of the Korean Society of Safety
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    • v.19 no.2
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    • pp.54-60
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    • 2004
  • Flammable substances are frequently used chemical industry processes. An accurate knowledge of the ALTs(Autoignition Temperatures) is important in developing appropriate prevention and control measures in industrial fire protection. The AITs describe the minimum temperature to which a substance must be heated, without the application of a flame or spark, which will cause that substance to ignite. The AITs are dependent upon many factors, namely initial temperature, pressure, volume, fuel/air stoichiometry, catalyst material, concentration of vapor, ignition delay. This study measured relationship between the AITs and the ignition delay times by using ASTM E659-78 apparatus for methanol and ethanol. The A.A.P.E.(Average Absolute Percent Error) and the A.A.D.(Average Absolute Deviation) of the experimental and the calculated delay times by the AITs for methanol were 14.59 and 1.76 respectively. Also the A.A.P.E. and the A.A.D. of the experimental and the calculated delay times by the ATIs for ethanol were 8.33 and 0.88.

Measurement and Prediction of Autoignition Temperature of n-Propanol+n-Decane Mixture (노말프로판올과 노말데칸 혼합물의 최소자연발화온도 측정 및 예측)

  • Ha, Dong-Myeong
    • Journal of the Korean Society of Safety
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    • v.29 no.6
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    • pp.55-61
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    • 2014
  • The autoignition temperature (AIT) of a material is the lowest temperature at which the substance will spontaneously ignite in the absence of an external ignition source such as a spark or flame. The AIT may be used as combustion property to specify operating, storage, and materials handling procedures for processs safety. This study measured the AITs of n-Propanol+n-Decane system from ignition delay time(time lag) by using ASTM E659 apparatus. The AITs of n-Propanol and n-Decane which constituted binary system were $435^{\circ}C$ and $212^{\circ}C$, respectively. The experimental AITs of n-Propanol+n-Decane system were a good agreement with the calculated AITs by the proposed equations with a few A.A.D(average absolute deviation).

Measurement of Autoignition Temperature of o-Xylene+n-pentanol System (오토자일렌과 노말펜탄올 계의 최소자연발화온도 측정)

  • Ha, Dong-Myeong;Lee, Sung-Jin
    • Journal of the Korean Society of Safety
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    • v.21 no.4 s.76
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    • pp.66-72
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    • 2006
  • An accurate knowledge of the AITs(autoignition temperatures) is important in developing appropriate prevention and control measures in industrial fire protection. The measurement of AITs are dependent upon many factors, namely initial temperature, pressure, vessel size, fuel/air stoichiometry, catalyst, concentration of vapor, ignition delay time. The values of the AITs used process safety are normally the lowest reported, to provide the greatest margin of sefety. This study measured the AITs of o-xylene+n-pentanol system from ignition delay time by using ASTM E659-78 apparatus. The experimental AITs of o-xylene and n-pentanol were $480^{\circ}C\;and\;285^{\circ}C$, respectively. The experiment AITs of o-xylene+n-pentanol system were a good agreement with the calculated AITs by the proposed equations with a few A.A.D.(average absolute deviation).

Characteristics of Auto-ignition for Trichlorosliane and Dichlorosilane-Trichlorosliane Mixtures (Trichlorosliane 및 Dichlorosilane-Trichlorosliane 혼합물의 자연발화 특성)

  • Ha, Dong-Myeong
    • Journal of the Korean Institute of Gas
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    • v.14 no.4
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    • pp.24-30
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    • 2010
  • An accurate information of the autoignition temperature(AIT) is important in developing appropriate prevention and control measures in industrial fire. This study measured the AITs of trichlorosliane and dichlosilane(DCS)-trichlorosliane(TCS) mixtures by using ASTM E659-78 apparatus. The experiment AITs of trichlorosliane, TCS(90wt%)-DCS(10wt%) and the TCS(70wt%)-DCS(30wt%) were $225^{\circ}C,\;250^{\circ}C\;and\;236^{\circ}C$, respectively.

Prediction of Autoignition Temperatures of Gasoline-Ethanol Blended Fuels (휘발유/에탄올 혼합연료의 자연점화온도 예측)

  • Kim, Shin-Woo;Lee, Eui-Ju
    • Fire Science and Engineering
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    • v.33 no.5
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    • pp.1-6
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    • 2019
  • The recent development of biofuel production technology facilitates the widespread use of bioethanol and biodiesel by mixing them with fossil fuels. However, the use of these new blended fuels in combustion could result in severe safety problems, such as fire and explosion. In this study, numerical simulation was performed on the well-stirred reactor (WSR) to simulate the autoignition temperature (AIT) in homogeneous combustion and clarify the effect of ethanol addition on the AIT, the most important property for assessing the potential for fire and explosion. Response surface methodology (RSM) was introduced as a design of experiment (DOE), enabling the AIT to be predicted and optimized systematically with respect to three independent variables: ethanol mole fraction, equivalence ratio, and pressure. The results show that the autoignition temperature primarily depends on the ethanol mole fraction and pressure, while the effects of the equivalence ratio are independent of the AIT. RSM accurately predicted the experimental AIT, indicating that this method can be used to effectively predict the key properties involved in fires and explosions.

Effect of Hydrogen Addition on Autoignited Methane Lifted Flames (자발화된 메탄 부상화염에 대한 수소 첨가의 영향)

  • Choi, Byung-Chul;Chung, Suk-Ho
    • Transactions of the Korean Society of Mechanical Engineers B
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    • v.36 no.1
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    • pp.75-81
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    • 2012
  • Autoignited lifted flames in laminar jets with hydrogen-enriched methane fuels have been investigated experimentally in heated coflow air. The results showed that the autoignited lifted flame of the methane/hydrogen mixture, which had an initial temperature over 920 K, the threshold temperature for autoignition in methane jets, exhibited features typical of either a tribrachial edge or mild combustion depending on fuel mole fraction and the liftoff height increased with jet velocity. The liftoff height in the hydrogen-assisted autoignition regime was dependent on the square of the adiabatic ignition delay time for the addition of small amounts of hydrogen, as was the case for pure methane jets. When the initial temperature was below 920 K, where the methane fuel did not show autoignition behavior, the flame was autoignited by the addition of hydrogen, which is an ignition improver. The liftoff height demonstrated a unique feature in that it decreased nonlinearly as the jet velocity increased. The differential diffusion of hydrogen is expected to play a crucial role in the decrease in the liftoff height with increasing jet velocity.

Measurement and Prediction of Autoignition Temperature of n-Hexanol+p-Xylene Mixture (노말헥산올과 파라자일렌 혼합물의 최소자연발화온도 측정 및 예측)

  • Ha, Dong-Myeong
    • Journal of Energy Engineering
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    • v.25 no.1
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    • pp.48-55
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    • 2016
  • The autoignition temperature (AIT) of a material is the lowest temperature at which the material will spontaneously ignite. The AIT is important index for the safe handling of flammable liquids which constitute the solvent mixtures. This study measured the AITs of n-hexanol+p-xylene system by using ASTM E659 apparatus. The AITs of n-hexanol and p-xylene system which constituted binary system were $275^{\circ}C$ and $557^{\circ}C$, respectively. The experimental AITs of n-hexanol+p-xylene system system were a good agreement with the calculated AITs by the proposed equations with a few A.A.D.(average absolute deviation).