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基于长短期记忆网络的钠冷快堆蒸汽发生器钠-水反应噪声探测技术研究
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作者 曹韵奇 段天英 刘桂娟 《中国核电》 2024年第4期461-467,共7页
钠冷快堆蒸汽发生器传热管路泄漏导致的钠-水反应具有初期不易识别且发展迅速的特点,针对上述现象,提出了一种基于长短期记忆网络(Long Short-Term Memory,LSTM)的蒸汽发生器小泄漏信号识别检测方法,以试验台架最大背景噪声工况下泄漏... 钠冷快堆蒸汽发生器传热管路泄漏导致的钠-水反应具有初期不易识别且发展迅速的特点,针对上述现象,提出了一种基于长短期记忆网络(Long Short-Term Memory,LSTM)的蒸汽发生器小泄漏信号识别检测方法,以试验台架最大背景噪声工况下泄漏信号观测数据作为输入,建立钠-水反应分类模型,实现强背景噪声运行工况下小泄漏信号识别,实验结果表明,提出的基于LSTM算法的分类模型具有极高的判断准确率,将所提出方法与其他分类方法进行对比,所提出的方法泄漏判断的准确率及可靠性更好,验证了上述基于LSTM算法的蒸汽发生器钠-水反应泄漏判断方法在强背景噪声工况下进行小泄漏探测的可行性和有效性。 展开更多
关键词 冷快堆 蒸汽发生器 钠-水反应 长短期记忆网络 信号分类
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快堆蒸汽发生器大泄漏钠-水反应计算 被引量:9
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作者 骆焱 张建民 +1 位作者 单建强 朱继洲 《核科学与工程》 CAS CSCD 北大核心 2000年第2期154-161,共8页
采用一维特征线方法建立了快堆蒸汽发生器单管发生双端断裂情况下 ,水从破裂传热管流出的泄漏率计算模型和钠 水反应气泡从球状到柱状的变温绝热生长模型。根据断裂处氢气压力变化 ,并考虑管内流体的压缩性建立了水的泄漏率模型。对分... 采用一维特征线方法建立了快堆蒸汽发生器单管发生双端断裂情况下 ,水从破裂传热管流出的泄漏率计算模型和钠 水反应气泡从球状到柱状的变温绝热生长模型。根据断裂处氢气压力变化 ,并考虑管内流体的压缩性建立了水的泄漏率模型。对分别发生在单相水区 ,单相蒸汽区和两相汽水混合区的大泄漏钠 水反应进行瞬态计算和定性分析。结果说明 。 展开更多
关键词 快堆 蒸汽发生器 泄漏率 钠-水反应
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基于时间序列预测分析的钠冷快堆蒸汽发生器钠-水反应噪声探测技术研究
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作者 曹韵奇 刘桂娟 段天英 《原子能科学技术》 EI CAS CSCD 北大核心 2021年第1期135-141,共7页
为研究钠冷快堆蒸汽发生器内部传热管路破损所导致的钠-水反应引起的蒸汽发生器内部能量、流体运行状态及反应成分等不易测量的变化,引入时间序列模型预测分析方法,对蒸汽发生器实验台架模拟泄漏工况所产生的噪声信号进行建模分析,并基... 为研究钠冷快堆蒸汽发生器内部传热管路破损所导致的钠-水反应引起的蒸汽发生器内部能量、流体运行状态及反应成分等不易测量的变化,引入时间序列模型预测分析方法,对蒸汽发生器实验台架模拟泄漏工况所产生的噪声信号进行建模分析,并基于时间序列模型进行信号预测,通过对预测信号与原始信号进行比较判断传热管路泄漏发生的具体时间。实验结果表明,时间序列模型预测分析方法能对钠-水反应产生的噪声信号进行有效建模分析,且根据预测信号能快速准确识别泄漏发生的具体时刻。 展开更多
关键词 钠-水反应 噪声信号 时间序列模型预测
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蒸汽发生器大泄漏钠水反应引起的二回路压力波传播 被引量:1
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作者 骆焱 张建民 +1 位作者 单建强 朱继洲 《原子能科学技术》 EI CAS CSCD 北大核心 2000年第5期391-398,共8页
研究建立了钠冷快堆蒸汽发生器在单管束发生双端断裂情况下钠 水反应中气泡从球形到柱状的变温绝热生长模型 ,及采用一维特征线方法建立的压力波在快堆二回路中的传播模型。模型中考虑了爆破膜、管壁弹性变形和气蚀的影响。对在两相汽... 研究建立了钠冷快堆蒸汽发生器在单管束发生双端断裂情况下钠 水反应中气泡从球形到柱状的变温绝热生长模型 ,及采用一维特征线方法建立的压力波在快堆二回路中的传播模型。模型中考虑了爆破膜、管壁弹性变形和气蚀的影响。对在两相汽水混合区发生大泄漏后有、无爆破膜情况下的钠 水反应和二回路压力传播瞬态进行了计算 ,定性分析了其影响以及爆破膜在钠 水反应中的安全保护作用。 展开更多
关键词 蒸汽发生器 钠-水反应 压力波传播 泄漏事故
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β-Cyclodextrin Promoted Oxidation of Cinnamaldehyde to Natural Benzaldehyde in Water 被引量:2
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作者 陈鸿雁 纪红兵 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2011年第6期972-977,共6页
A facile and efficient procedure has been developed systematically for the oxidative cleavage of cinna-maldehyde to benzaldehyde by sodium hypochlorite with water as the only solvent in the presence of β-cyclodextrin... A facile and efficient procedure has been developed systematically for the oxidative cleavage of cinna-maldehyde to benzaldehyde by sodium hypochlorite with water as the only solvent in the presence of β-cyclodextrin (abbreviated as β-CD). Different factors influencing cinnamaldehyde oxidation e.g. reaction temperature, the amount of catalyst and oxidant, have been investigated. The yield of benzaldehyde reaches 76% under the optimum conditions (333 K, 4 h, molar ratio of cinnamaldehyde to β-CD is 1:1). Furthermore, a feasible reaction mecha-nism including the formation of benzaldehyde and the two main byproducts (phenylacetaldehyde and epoxide of cinnamaldehyde) has been proposed. 展开更多
关键词 oxidative cleavage -CYCLODEXTRIN CINNAMALDEHYDE natural benzaldehyde sodium hypochlorite
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Numerical Analysis of Self-wastage Phenomena Caused by Sodium-Water Reaction in Sodium-Cooled Fast Reactor throuah Simulant Experiment
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作者 Sunghyon Jang Takashi Takata Akira Yamguchi 《Journal of Energy and Power Engineering》 2015年第6期539-547,共9页
A water leakage on the surface of heat transfer tube in a steam generator of sodium-cooled fast reactor causes SWR (sodium-water reaction). The SWR damages the leak surface and gives rise to the leak enlargement. Mo... A water leakage on the surface of heat transfer tube in a steam generator of sodium-cooled fast reactor causes SWR (sodium-water reaction). The SWR damages the leak surface and gives rise to the leak enlargement. Most of initial leakage starts from micro leak (less than 0.5 g/s). However, the leak rate increases more than two orders of magnitude and the resultant leak damages surrounding heat transfer tubes and it brings secondary failure of the heat transfer tube. Evaluation of the leak enlargement is necessary to assess the leak rate increase, so that evaluate the possibility of secondary failure. In this study, a simulant experiment, which uses neutralization reaction, is proposed to reproduce the leak enlargement. To examine the feasibility of the experiment, numerical simulations are carried out. From the result, a funnel-shaped nozzle enlargement is observed and the shape similar to the shape of the enlarged nozzle from the SWAT (sodium-water reaction test loop) experiment. 展开更多
关键词 Sodium-cooled fast reactor self-wastage phenomena sodium-water reaction simulant experiment CFD (computationalfluid dyanamics).
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Preparative Parameter Effects on Synthesis of Birnessite by O_2 Oxidation
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作者 FENGXiong-Han ZUYan-Qun +1 位作者 TANWen-Feng LIUFan 《Pedosphere》 SCIE CAS CSCD 2004年第1期63-70,共8页
Birnessite occurs in a wide variety of natural environments, and plays animportant role in soil chemistry. A modified Staehli procedure was used to synthesize sodiumbirnessite in an alkali medium by O_2 oxidation. The... Birnessite occurs in a wide variety of natural environments, and plays animportant role in soil chemistry. A modified Staehli procedure was used to synthesize sodiumbirnessite in an alkali medium by O_2 oxidation. The effects of preparative parameters on thesynthesis of birnessite, such as pretreatment on solutions with N2, reaction temperature, O_2 flowrate, fluxion velocity of the reaction suspension, and dehydration conditions were investigated. Thefluxion velocity of the reactive suspension and O_2 flow rate significantly influenced thesynthesis of birnessite. Vigorous stirring raised the fluxion velocity of the reaction suspensionand easily allowed synthesis of pure crystalline birnessite. However pretreatment of the reactingsolutions with N_2 and the reaction temperature had little effect on the synthesis. Diffusion of O_2was the controlling step during the course of oxidation. The optimum synthetic conditions for purebirnessite were: a NaOH to Mn molar ratio of 13.7, an O_2 flow rate of 2 L min^(-1), and oxidationfor 5 hours with vigorous stirring at normal temperatures. The chemical composition of thesynthesized pure birnessite was Na_(0.25)MnO_(2.07)·0.66H_2O. 展开更多
关键词 BIRNESSITE buserite manganese oxide preparative parameter SYNTHESIS
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