CIESC Journal ›› 2023, Vol. 74 ›› Issue (4): 1836-1846.DOI: 10.11949/0438-1157.20221687
• Process safety • Previous Articles
Qian MING1,2(), Yi GAO3, Jian HU1,2, Shengjie LI1,2, Jinjiang WANG3(
)
Received:
2022-12-16
Revised:
2023-02-09
Online:
2023-06-02
Published:
2023-04-05
Contact:
Jinjiang WANG
明迁1,2(), 高逸3, 胡剑1,2, 李盛杰1,2, 王金江3(
)
通讯作者:
王金江
作者简介:
明迁(1986—),男,学士,高级工程师,mingqian_work@163.com
基金资助:
CLC Number:
Qian MING, Yi GAO, Jian HU, Shengjie LI, Jinjiang WANG. Virtual sensing method for leakage fault of heat exchanger[J]. CIESC Journal, 2023, 74(4): 1836-1846.
明迁, 高逸, 胡剑, 李盛杰, 王金江. 热交换器泄漏故障虚拟感知方法研究[J]. 化工学报, 2023, 74(4): 1836-1846.
参数 | 仪表 | 误差 |
---|---|---|
流量 | 罗茨流量计 | 0.01~0.5 m3/s:±2.0%FS(FS,Full-scale,仪表量程) |
0.5~0.1 m3/s:±1.5%FS | ||
0.1~10 m3/s:±2.5%FS | ||
温度 | 铂电阻温度计 | ±0.5℃ |
压差 | CYG5000压力变送器 | ±0.25%FS |
Table 1 Test configuration
参数 | 仪表 | 误差 |
---|---|---|
流量 | 罗茨流量计 | 0.01~0.5 m3/s:±2.0%FS(FS,Full-scale,仪表量程) |
0.5~0.1 m3/s:±1.5%FS | ||
0.1~10 m3/s:±2.5%FS | ||
温度 | 铂电阻温度计 | ±0.5℃ |
压差 | CYG5000压力变送器 | ±0.25%FS |
序号 | 实验内容 | 实验对象 | 工况条件 | 说明 |
---|---|---|---|---|
1 | 热交换器运行状态监测模块的测试验证 | 热交换器 | 不同温度、压力、流量工况条件 | 模拟正常运行工况,考察模型能否根据测得的温度、压力、流量等运行参数获得设备实时换热性能 |
2 | 热交换器性能监测模块对 泄漏过程监测的实验验 证数据 | 热交换器 | 不同压力、流量和泄漏率 工况条件 | 模拟热交换器发生不同程度泄漏时的工况,考察模型的敏感程度,验证模型中泄漏程度与进出口压力、温度等参数的变化关系,评价模型对泄漏感知的灵敏度以及对泄漏量计算的准确度 |
Table 2 Content of verification test
序号 | 实验内容 | 实验对象 | 工况条件 | 说明 |
---|---|---|---|---|
1 | 热交换器运行状态监测模块的测试验证 | 热交换器 | 不同温度、压力、流量工况条件 | 模拟正常运行工况,考察模型能否根据测得的温度、压力、流量等运行参数获得设备实时换热性能 |
2 | 热交换器性能监测模块对 泄漏过程监测的实验验 证数据 | 热交换器 | 不同压力、流量和泄漏率 工况条件 | 模拟热交换器发生不同程度泄漏时的工况,考察模型的敏感程度,验证模型中泄漏程度与进出口压力、温度等参数的变化关系,评价模型对泄漏感知的灵敏度以及对泄漏量计算的准确度 |
工况 | 热侧进口 温度/℃ | 冷侧进口温度/℃ | 热侧进口 压力/MPa | 冷侧进口 压力/MPa | 热侧流量/(m3/h) | 冷侧流量/(m3/h) | 管程介质 | 壳程介质 | 介质内泄泄漏量/% | 法兰密封面 泄漏量/% |
---|---|---|---|---|---|---|---|---|---|---|
工况1 | 55 | 35 | 1.0 | 0.1 | 30 | 20 | 水 | 水 | 2.93 | 3.02 |
工况2 | 55 | 35 | 1.5 | 0.1 | 30 | 20 | 水 | 水 | 3.04 | 3.44 |
工况3 | 55 | 35 | 2.0 | 0.1 | 30 | 20 | 水 | 水 | 2.16 | 2.11 |
工况4 | 55 | 35 | 2.0 | 0.1 | 35 | 20 | 水 | 水 | 1.80 | 1.83 |
工况5 | 55 | 35 | 2.0 | 0.1 | 25 | 20 | 水 | 水 | 3.16 | 3.37 |
Table 3 Operating conditions of heat exchanger with leakage
工况 | 热侧进口 温度/℃ | 冷侧进口温度/℃ | 热侧进口 压力/MPa | 冷侧进口 压力/MPa | 热侧流量/(m3/h) | 冷侧流量/(m3/h) | 管程介质 | 壳程介质 | 介质内泄泄漏量/% | 法兰密封面 泄漏量/% |
---|---|---|---|---|---|---|---|---|---|---|
工况1 | 55 | 35 | 1.0 | 0.1 | 30 | 20 | 水 | 水 | 2.93 | 3.02 |
工况2 | 55 | 35 | 1.5 | 0.1 | 30 | 20 | 水 | 水 | 3.04 | 3.44 |
工况3 | 55 | 35 | 2.0 | 0.1 | 30 | 20 | 水 | 水 | 2.16 | 2.11 |
工况4 | 55 | 35 | 2.0 | 0.1 | 35 | 20 | 水 | 水 | 1.80 | 1.83 |
工况5 | 55 | 35 | 2.0 | 0.1 | 25 | 20 | 水 | 水 | 3.16 | 3.37 |
工况 | 实际泄漏量/(m3/h) | 泄漏率/% | 虚拟感知泄漏量/(m3/h) | 误差/% |
---|---|---|---|---|
1 | 0.88 | 2.93 | 0.84 | 3.91 |
2 | 0.91 | 3.04 | 0.87 | 5.08 |
3 | 0.65 | 2.16 | 0.64 | 0.72 |
4 | 0.63 | 1.80 | 0.63 | 0.82 |
5 | 0.79 | 3.16 | 0.75 | 5.01 |
Table 4 Result of internal leakage based on thermal balance equation
工况 | 实际泄漏量/(m3/h) | 泄漏率/% | 虚拟感知泄漏量/(m3/h) | 误差/% |
---|---|---|---|---|
1 | 0.88 | 2.93 | 0.84 | 3.91 |
2 | 0.91 | 3.04 | 0.87 | 5.08 |
3 | 0.65 | 2.16 | 0.64 | 0.72 |
4 | 0.63 | 1.80 | 0.63 | 0.82 |
5 | 0.79 | 3.16 | 0.75 | 5.01 |
工况 | 实际泄漏量/(m3/h) | 泄漏率/% | 虚拟感知泄漏量/(m3/h) | 误差/% |
---|---|---|---|---|
1 | 0.91 | 3.02 | 0.85 | 6.76 |
2 | 1.03 | 3.44 | 0.91 | 11.32 |
3 | 0.63 | 2.11 | 0.66 | 4.83 |
4 | 0.64 | 1.83 | 0.68 | 6.26 |
5 | 0.84 | 3.37 | 0.77 | 8.15 |
Table 5 Result of flange leakage based on thermal balance equation
工况 | 实际泄漏量/(m3/h) | 泄漏率/% | 虚拟感知泄漏量/(m3/h) | 误差/% |
---|---|---|---|---|
1 | 0.91 | 3.02 | 0.85 | 6.76 |
2 | 1.03 | 3.44 | 0.91 | 11.32 |
3 | 0.63 | 2.11 | 0.66 | 4.83 |
4 | 0.64 | 1.83 | 0.68 | 6.26 |
5 | 0.84 | 3.37 | 0.77 | 8.15 |
1 | Ming Q, Hu J, Wang W. Intelligent monitoring and diagnosis of CCWS heat exchanger for nuclear power plant[C]//29th International Conference on Nuclear Engineering. Shenzhen: China Nuclear Power Engineering Co., Ltd., 2022. |
2 | 林林. 管壳式换热器结垢和泄漏的传热特性及预测研究[D]. 大庆: 东北石油大学, 2014. |
Lin L. Heat transfer characteristics and prediction study on scale and leakage in tube and shell heat exchanger[D]. Daqing: Northeast Petroleum University, 2014. | |
3 | Tian Z X, Liu X, Wang C L, et al. Experimental investigation on the heat transfer performance of high-temperature potassium heat pipe for nuclear reactor[J]. Nuclear Engineering and Design, 2021, 378: 111182. |
4 | Jyothiprakash K H, Seetharamu K N. Heat-in-leak and longitudinal wall heat conduction influence on three-fluid cross-flow heat exchanger performance[J]. Heat Transfer, 2021, 50(2): 1308-1334. |
5 | Hanson K, Nathan R, Marchant T, et al. Vouchers for scaling up insecticide-treated nets in Tanzania: methods for monitoring and evaluation of a national health system intervention[J]. BMC Public Health, 2008, 8: 205. |
6 | Baek S M, Seol W S, Lee H S, et al. Decreasing the fouling of heat exchanger plates using air bubbles[J]. Defect and Diffusion Forum, 2010, 297/298/299/300/301: 1199-1204. |
7 | Tian W D, Liu N, Sui D W, et al. Early warning of internal leakage in heat exchanger network based on dynamic mechanism model and long short-term memory method[J]. Processes, 2021, 9(2): 378. |
8 | Fguiri A, Marvillet C, Jeday M R. Estimation of fouling resistance in a phosphoric acid/steam heat exchanger using inverse method[J]. Applied Thermal Engineering, 2021, 192: 116935. |
9 | Hadad W A, Schick V, Maillet D. Fouling detection in a shell and tube heat exchanger using variation of its thermal impulse responses: methodological approach and numerical verification[J]. Applied Thermal Engineering, 2019, 155: 612-619. |
10 | Davoudi E, Vaferi B. Applying artificial neural networks for systematic estimation of degree of fouling in heat exchangers[J]. Chemical Engineering Research and Design, 2018, 130: 138-153. |
11 | Jonsson G R, Lalot S, Palsson O P, et al. Use of extended Kalman filtering in detecting fouling in heat exchangers[J]. International Journal of Heat and Mass Transfer, 2007, 50(13/14): 2643-2655. |
12 | Delrot S, Guerra T M, Dambrine M, et al. Fouling detection in a heat exchanger by observer of Takagi-Sugeno type for systems with unknown polynomial inputs[J]. Engineering Applications of Artificial Intelligence, 2012, 25(8): 1558-1566. |
13 | Zhou S J, Liu C, Zhao Y E, et al. Leakage diagnosis of heating pipe-network based on BP neural network[J]. Sustainable Energy, Grids and Networks, 2022, 32: 100869. |
14 | 李录平, 吴昊, 黄章俊, 等. 换热器管道内漏故障状态与声发射信号特征定量关系实验研究[J]. 热能动力工程, 2016, 31(6): 15-20, 120. |
Li L P, Wu H, Huang Z J, et al. Experimental study on quantitative relationship between leakage fault state of heat exchanger and its AE emission signal feature[J]. Journal of Engineering for Thermal Energy and Power, 2016, 31(6): 15-20, 120. | |
15 | Deng J, Xie L, Chen L,et al. Development and industrial application of soft sensors with on-line Bayesian model updating strategy[J]. Journal of Process Control, 2013, 23(3): 317-325. |
16 | Kullaa J. Robust damage detection using Bayesian virtual sensors[J]. Mechanical Systems and Signal Processing, 2020, 135: 106384. |
17 | Manders E J, Biswas G, Mosterman P J, et al. Signal interpretation for monitoring and diagnosis, a cooling system testbed[C]//Proceedings of the 16 th IEEE Instrumentation and Measurement Technology Conference. IEEE, 2002: 498-503. |
18 | Wang F L, Tang S Z, He Y L, et al. Heat transfer and fouling performance of finned tube heat exchangers: experimentation via on line monitoring[J]. Fuel, 2019, 236: 949-959. |
19 | Guo F, Xie R M, Huang B. A deep learning just-in-time modeling approach for soft sensor based on variational autoencoder[J]. Chemometrics and Intelligent Laboratory Systems, 2020, 197: 103922. |
20 | Khatibisepehr S, Huang B, Khare S. Design of inferential sensors in the process industry: a review of Bayesian methods[J]. Journal of Process Control, 2013, 23(10): 1575-1596. |
21 | Khatibisepehr S, Huang B, Khare S, et al. A probabilistic framework for real-time performance assessment of inferential sensors[J]. Control Engineering Practice, 2014, 26: 136-150. |
22 | Afgan N H, Garvalho M G. Knowledge-based expert system for fouling assessment of industrial heat exchangers[J]. Applied Thermal Engineering, 1996, 16(3): 203-208. |
23 | Ingimundardóttir H, Lalot S. Detection of fouling in a cross-flow heat exchanger using wavelets[J]. Heat Transfer Engineering, 2011, 32(3/4): 349-357. |
24 | 朱元良. 碳钢垢下腐蚀行为与缓蚀机理研究[D]. 武汉: 华中科技大学, 2008. |
Zhu Y L. Study on corrosion behavior and corrosion inhibition mechanism of carbon steel under scale[D]. Wuhan: Huazhong University of Science and Technology, 2008. | |
25 | 鹿林. 电站热交换器的监测与故障诊断研究[D]. 南京: 东南大学, 2006. |
Lu L. Research on condition monitoring and fault diagnosis of heat exchangers for power plant[D]. Nanjing: Southeast University, 2006. | |
26 | 董大文. 静密封失效分析[J]. 炼油技术与工程, 2004, 34(9): 49-52. |
Dong D W. Failure analysis of static sealing[J]. Petroleum Refinery Engineering, 2004, 34(9): 49-52. | |
27 | 邱天, 白晓静, 郑茜予, 等. 多元指数加权移动平均主元分析的微小故障检测[J]. 控制理论与应用, 2014, 31(1): 19-26. |
Qiu T, Bai X J, Zheng X Y, et al. Incipient fault detection of multivariate exponentially weighted moving average principal component analysis[J]. Control Theory & Applications, 2014, 31(1): 19-26. |
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