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Conceptual Design of the Tail Research EXperiment in Space Plasma Environment Research Facility (SPERF-TREX) 空间等离子体环境研究设施(SPERF-TREX)尾部研究实验的概念设计
Plasma Science and Technology Pub Date : 2024-04-09 DOI: 10.1088/2058-6272/ad3c6d
Qingmei Xiao, A. Mao, Xianglei He, Jitong Zou, Xiaoyi Yang, Mengmeng Sun, Feng Li, Pengfei Tang, Tianchun Zhou, Xiaogang Wang
{"title":"Conceptual Design of the Tail Research EXperiment in Space Plasma Environment Research Facility (SPERF-TREX)","authors":"Qingmei Xiao, A. Mao, Xianglei He, Jitong Zou, Xiaoyi Yang, Mengmeng Sun, Feng Li, Pengfei Tang, Tianchun Zhou, Xiaogang Wang","doi":"10.1088/2058-6272/ad3c6d","DOIUrl":"https://doi.org/10.1088/2058-6272/ad3c6d","url":null,"abstract":"\u0000 The Space Plasma Environment Research Facility (SPERF) for ground simulation of space plasma environment is a key component of Space Environment Simulation Research Infrastructure (SESRI), a major national science and technology infrastructure for fundamental researches. It is designed to investigate outstanding issues in space plasma environment, such as energetic particles acceleration, transport, and interaction with electromagnetic waves, as well as magnetic reconnection processes, in the magnetospheric plasmas, etc. Tail-Research EXperiment (TREX) is part of the SPERF for laboratory studies of space physics relevant to magnetic reconnection, dipolarization and hydromagnetic waves excitation in the magnetotail. SPERF-TREX is designed to carry out three types of experiments: the tail plasmoid for magnetic reconnection, dipolarization front formation, and magnetohydrodynamic waves excited by high speed plasma jet. In this paper, the scientific goals and three scenarios of SPERF-TREX for typical processes in space plasmas are presented, and experimental plans for SPERF-TREX are also reviewed, together with plasma sources applied to generate the plasma with desired parameters and various magnetic configurations.","PeriodicalId":506986,"journal":{"name":"Plasma Science and Technology","volume":"36 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-04-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140727206","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The design of 3D-printing liquid lithium divertor target plate and its interaction with high-density plasma 三维打印液态锂分流器靶板的设计及其与高密度等离子体的相互作用
Plasma Science and Technology Pub Date : 2024-04-09 DOI: 10.1088/2058-6272/ad3c6b
Congcong Yuan, Zongbiao Ye, Jianxing Liu, Hengxin Guo, Yichao Peng, Jiashu Liao, Bo Chen, Jianjun Chen, Hongbin Wang, Jianjun Wei, Xiujie Zhang, Fujun Gou
{"title":"The design of 3D-printing liquid lithium divertor target plate and its interaction with high-density plasma","authors":"Congcong Yuan, Zongbiao Ye, Jianxing Liu, Hengxin Guo, Yichao Peng, Jiashu Liao, Bo Chen, Jianjun Chen, Hongbin Wang, Jianjun Wei, Xiujie Zhang, Fujun Gou","doi":"10.1088/2058-6272/ad3c6b","DOIUrl":"https://doi.org/10.1088/2058-6272/ad3c6b","url":null,"abstract":"\u0000 The liquid Li divertor is one of promising alternatives for the future fusion device. In this work, a new divertor model is proposed, which is processed by 3D-printing technology to accurately control the size of the internal capillary structure. At the steady-state heat load of 10 MW/m2, the thermal stress of tungsten target is within the bearing range of tungsten by FE simulation. In order to evaluate the wicking ability of capillary structure, the wicking process at 600 °C was simulated by Fluent. Its result was identical with the corresponding experiments. Within 1 s, liquid lithium was wicked to target surface by the capillary structure of the target and quickly spread on the target surface. During the wicking process, the average wicking mass rate of lithium would reach 0.062 g/s, which could even supplement the evaporation requirement of liquid lithium under >950 °C environment. Irradiation experiments under different plasma discharge currents were carried out in linear plasma device (SCU-PSI), and the evolution process of the vapor cloud during plasma irradiation was analyzed. It was found that the target temperature tends to plateau in spite of gradually increased input current, indicating that the vapor shielding effect is gradually enhanced. The irradiation experiment also confirmed that 3D-printing tungsten structure has better heat consumption performance than that of tungsten mesh structure and multichannel structure. These results reveal the application potential and feasibility of 3D-printing porous capillary structure in plasma-facing components(PFCs) and provide a reference for further liquid-solid combined target designs.","PeriodicalId":506986,"journal":{"name":"Plasma Science and Technology","volume":"33 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-04-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140725350","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Analysis and verification of electrodynamic force, thermal stress and current sharing for CRAFT converter structure design 用于 CRAFT 转换器结构设计的电动力学力、热应力和电流分担分析与验证
Plasma Science and Technology Pub Date : 2024-04-09 DOI: 10.1088/2058-6272/ad3c6c
Zhongma Wang, Chaoyi Shi, Xiuqing Zhang, Wenwu Lu, Sheng Zhang, Xianhe Gao, Tao Xu, XingXing Shao, Liansheng Huang
{"title":"Analysis and verification of electrodynamic force, thermal stress and current sharing for CRAFT converter structure design","authors":"Zhongma Wang, Chaoyi Shi, Xiuqing Zhang, Wenwu Lu, Sheng Zhang, Xianhe Gao, Tao Xu, XingXing Shao, Liansheng Huang","doi":"10.1088/2058-6272/ad3c6c","DOIUrl":"https://doi.org/10.1088/2058-6272/ad3c6c","url":null,"abstract":"\u0000 In the design realm of fusion power supplies, structural component plays a pivotal role in ensuring the safety of fusion device. To verify the reliability of converter structure design in Comprehensive Research Facility for Fusion Technology (CRAFT), the meticulous analysis of the converter's dynamic impact is carefully analyzed based on the worst fault current (400 kA), firstly. Subsequently, the thermal stress analysis based on maximum allowable steady-state temperature is finished, and the equivalent thermal stress, thermal deformation, maximum shear stress of single bridge arm and whole converter are studied. Furthermore, a simple research method of current sharing characteristics of bridge arm with multi-thyristor parallel connection is proposed by combination Simplorer with Q3D in ANSYS. The results show that the current sharing characteristics is great. Finally, the structural design has been meticulously tailored to meet the established requirements.","PeriodicalId":506986,"journal":{"name":"Plasma Science and Technology","volume":"23 5","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-04-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140722001","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Studies on the motion and radiation of interior plasmas in gas-filled hohlraums with different laser entrance hole sizes 不同激光入口孔尺寸的充气虹吸管内部等离子体的运动和辐射研究
Plasma Science and Technology Pub Date : 2024-04-07 DOI: 10.1088/2058-6272/ad3b9b
Liang Guo, Xin Li, Qi Li, Sanwei Li, Xin Hu, Jin Li, B. Deng, Keli Deng, Qiangqiang Wang, Z. Cao, Lifei Hou, Xinsen Che, H. Du, T. Xu, Xiaoan He, Zhi-chao Li, Xiaohua Jiang, Wei Jiang, C. Zheng, Wudi Zheng, Peng Song, Yongkun Ding, Dong Yang, Jia-Min Yang
{"title":"Studies on the motion and radiation of interior plasmas in gas-filled hohlraums with different laser entrance hole sizes","authors":"Liang Guo, Xin Li, Qi Li, Sanwei Li, Xin Hu, Jin Li, B. Deng, Keli Deng, Qiangqiang Wang, Z. Cao, Lifei Hou, Xinsen Che, H. Du, T. Xu, Xiaoan He, Zhi-chao Li, Xiaohua Jiang, Wei Jiang, C. Zheng, Wudi Zheng, Peng Song, Yongkun Ding, Dong Yang, Jia-Min Yang","doi":"10.1088/2058-6272/ad3b9b","DOIUrl":"https://doi.org/10.1088/2058-6272/ad3b9b","url":null,"abstract":"\u0000 An experiment on 100 kJ laser facility is performed to study the motive features and radiation properties of plasmas from different areas inside gas-filled cylindrical hohlraums. These hohlraums are designed to possess one open end and one laser entrance hole (LEH) with different diameters, which would or not result in the blocking of the LEH. An x-ray streak camera that is set at 16 degrees with respect to the hohlraum axis is applied to acquire the time-resolved x-ray images from the open end. Based on the images, we can study the evolutions of the wall plasma, corona bubble plasma and LEH plasma simultaneously through an equivalent view field of hohlraum interior. Multi-group flat response x-ray detectors are applied to measure the x-ray fluxes. In order to understand these characteristics, our two-dimensional radiation hydrodynamic code is used to simulate the experimental results. For the accuracy of reproduction, dielectronic recombination and two parameter corrections are applied in our code. Based on the comparison between experiments and simulations, we quantitatively understand the blocking process of LEH and the motion effects of other plasmas. The calibrated code is beneficial to design the gas-filled hohlraum in a nearby parameter space, especially the limit size of LEH.","PeriodicalId":506986,"journal":{"name":"Plasma Science and Technology","volume":"54 19","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-04-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140733506","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Study on the influence of side-blown airflow velocity on plasma and combustion waves generated from fused silica induced by combined pulse laser 研究侧吹气流速度对组合脉冲激光诱导熔融石英产生的等离子体和燃烧波的影响
Plasma Science and Technology Pub Date : 2024-04-01 DOI: 10.1088/2058-6272/ad3951
Hao Yu, Jixing Cai, Hongtao Mao, Yunpeng Wang, Yi Li, Shun Li
{"title":"Study on the influence of side-blown airflow velocity on plasma and combustion waves generated from fused silica induced by combined pulse laser","authors":"Hao Yu, Jixing Cai, Hongtao Mao, Yunpeng Wang, Yi Li, Shun Li","doi":"10.1088/2058-6272/ad3951","DOIUrl":"https://doi.org/10.1088/2058-6272/ad3951","url":null,"abstract":"\u0000 This study examines the impact of variations in side-blowing airflow velocity on plasma generation, combustion wave propagation mechanisms, and surface damage in fused silica induced by a combined millisecond-nanosecond pulsed laser. The airflow rate and pulse delay are the main experimental variables. The evolution of plasma motion was recorded using ultrafast time-resolved optical shadowing. The experimental results demonstrate that the expansion velocity of the plasma and combustion wave is influenced differently by the side-blowing airflow at different airflow rates (0.2 Ma, 0.4 Ma, and 0.6 Ma). As the flow rate of the side-blow air stream increases, the initial expansion velocity of the plasma and combustion wave gradually decreases, and the side-blow air stream increasingly suppresses the plasma. It is important to note that the target vapor is always formed and ionized into plasma during the combined pulse laser action. Therefore, the side-blown airflow alone cannot completely clear the plasma. Depending on the delay conditions, the pressure of the side-blowing airflow and the influence of inverse Bremsstrahlung radiation absorption and target surface absorption mechanisms can lead to a phenomenon known as double combustion wave when using a nanosecond pulse laser. Both simulation and experimental results are consistent, indicating the potential for further exploration of fused silica targets in the laser field.","PeriodicalId":506986,"journal":{"name":"Plasma Science and Technology","volume":"18 16","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140775072","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The penetration depth of atomic radicals in tubes with catalytic surface properties 具有催化表面特性的管中原子自由基的穿透深度
Plasma Science and Technology Pub Date : 2024-04-01 DOI: 10.1088/2058-6272/ad3952
Domen Paul, M. Mozetič, R. Zaplotnik, A. Vesel, G. Primc, D. Đonlagič
{"title":"The penetration depth of atomic radicals in tubes with catalytic surface properties","authors":"Domen Paul, M. Mozetič, R. Zaplotnik, A. Vesel, G. Primc, D. Đonlagič","doi":"10.1088/2058-6272/ad3952","DOIUrl":"https://doi.org/10.1088/2058-6272/ad3952","url":null,"abstract":"\u0000 Catalysis of molecular radicals is often performed in interesting experimental configurations. One possible configuration is tubular geometry. The radicals are introduced into the tubes on one side, and stable molecules are exhausted on the other side. The penetration depth of radicals depends on numerous parameters, so it is not always feasible to calculate it. This article presents systematic measurements of the penetration depth of oxygen atoms along tubes made from nickel, cobalt, and copper. The source of O atoms was a surfatron-type microwave plasma. The initial density of O atoms depended on the gas flow and was 0.7, 2.4, and 4.2 〖∙10〗^21 m^(-3) at the flow rates of 50, 300, and 600 sccm, and pressure of 10, 35, and 60 Pa, respectively. The gas temperature remained at room temperature throughout the experiments. The dissociation fraction decreased exponentially along the length of the tubes in all cases. The penetration depths for well-oxidized nickel were 1.2, 1.7, and 2.4 cm, respectively. For cobalt, they were slightly lower at 1.0, 1.3, and 1.6 cm, respectively, while for copper, they were 1.1, 1.3, and 1.7 cm, respectively. The results were explained by gas dynamics and heterogeneous surface association. These data are useful in any attempt to estimate the loss of molecular fragments along tubes, which serve as catalysts for the association of various radicals to stable molecules.","PeriodicalId":506986,"journal":{"name":"Plasma Science and Technology","volume":"169 ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140790585","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Formation mechanism of bright and dark concentric-ring pattern in dielectric barrier discharge 介质阻挡层放电中明暗同心环图案的形成机理
Plasma Science and Technology Pub Date : 2024-03-27 DOI: 10.1088/2058-6272/ad386a
Caixia Li, Jian-yu Feng, Shuchang Wang, Cheng Li, Junxia Ran, Yuyang Pan, Lifang Dong
{"title":"Formation mechanism of bright and dark concentric-ring pattern in dielectric barrier discharge","authors":"Caixia Li, Jian-yu Feng, Shuchang Wang, Cheng Li, Junxia Ran, Yuyang Pan, Lifang Dong","doi":"10.1088/2058-6272/ad386a","DOIUrl":"https://doi.org/10.1088/2058-6272/ad386a","url":null,"abstract":"\u0000 In this work, a bright and dark concentric-ring pattern is reported in the dielectric barrier discharge for the first time. The spatiotemporal dynamics of the bright and dark concentric-ring pattern is investigated by an intensified charge-coupled device and photomultiplier tubes. The results indicate that the bright and dark concentric-ring pattern is composed of three concentric-ring sub-lattices. They are bright concentric-ring structures, dark concentric-ring structures and wider concentric-ring structures, respectively. The bright concentric-ring structures and dark concentric-ring structures are alternately distributed. The bright concentric-ring structures are located at the centre of the wider concentric-ring structures. The formation of the wider concentric-ring structures is first formed from the outer edge and gradually develops to the centre. The essence of all three concentric-ring structures is the individual discharge filaments. The optical emission spectra of different sub-lattices are acquired and analyzed. It is found that the plasma parameters of the three concentric-ring sub-lattices are different. Finally, the formation mechanism of the bright and dark concentric-ring pattern is discussed.","PeriodicalId":506986,"journal":{"name":"Plasma Science and Technology","volume":"11 3","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140377247","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Nonlinear change of ion-induced secondary electron emission in the κ-Al2O3 surface charging from first-principle modelling 从第一原理模型看κ-Al2O3 表面充电中离子诱导二次电子发射的非线性变化
Plasma Science and Technology Pub Date : 2024-03-27 DOI: 10.1088/2058-6272/ad386b
Zhicheng Jiao, D. Dai, rui Ming Zhu, Tao Shao, Buang Wang
{"title":"Nonlinear change of ion-induced secondary electron emission in the κ-Al2O3 surface charging from first-principle modelling","authors":"Zhicheng Jiao, D. Dai, rui Ming Zhu, Tao Shao, Buang Wang","doi":"10.1088/2058-6272/ad386b","DOIUrl":"https://doi.org/10.1088/2058-6272/ad386b","url":null,"abstract":"\u0000 Secondary electron emission (SEE) induced by the positive ion is an essential physical process to influence the dynamics of gas discharge which relies on the specific surface material. Surface charging has a significant impact on the material properties, thereby affecting the SEE in the plasma-surface interactions. However, it does not attract enough attention in the previous studies. In this paper, SEE dependent on the charged surface of specific materials is described with the computational method combining a density functional theory (DFT) model from the first-principle theory and the theory of Auger neutralization. The effect of κ-Al2O3 surface charge, as an example, on the ion-induced secondary electron emission coefficient (SEEC) is investigated by analysing the defect energy level and band structure on the charged surface. Simulation results indicate that, with the surface charge from negative to positive, the SEEC of a part of low ionization energy ions (such as Ei = 12.6 eV) increases first and then decreases, exhibiting a nonlinear changing trend. This is quite different from the monotonic decreasing tendency observed in the previous model which simplifies the electronic structure. This irregular increase of the SEEC can be attributed to the lower escaped probability of orbital energy. The results further illustrate that the excessive charge could cause the bottom of the conduction band close to the valence band, thus leading to the decrease of the orbital energy occupied by the excited electrons. The nonlinear change of SEEC demonstrates a more realistic situation of how the electronic structure of material surface influences the SEE process. This work provides an accurate method of calculating SEEC from specific materials, which is urgent in widespread physical scenarios sensitive to surface materials, such as increasingly growing practical applications concerning plasma-surface interactions.","PeriodicalId":506986,"journal":{"name":"Plasma Science and Technology","volume":"10 9","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140374305","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Surface activation of viscose textiles via air, argon, and oxygen dielectric barrier discharge plasma: Influence of peak voltage 通过空气、氩气和氧气介质阻挡放电等离子体对粘胶纺织品进行表面活化:峰值电压的影响
Plasma Science and Technology Pub Date : 2024-03-22 DOI: 10.1088/2058-6272/ad370b
S. Elashry, U. Rashed, Mostafa Wahba, Hend Ahmed, Nabil El-Siragy
{"title":"Surface activation of viscose textiles via air, argon, and oxygen dielectric barrier discharge plasma: Influence of peak voltage","authors":"S. Elashry, U. Rashed, Mostafa Wahba, Hend Ahmed, Nabil El-Siragy","doi":"10.1088/2058-6272/ad370b","DOIUrl":"https://doi.org/10.1088/2058-6272/ad370b","url":null,"abstract":"\u0000 This paper discusses the use of atmospheric pressure dielectric barrier discharge (DBD) plasma treatment to enhance the surface qualities of viscose fabrics. The study explores the effects of different plasma gases, discharge voltages, and exposure times on the treated fabrics. The findings emphasize the importance of optimizing the plasma's peak voltage to achieve desired surface treatment outcomes. The document also presents data on color strength, wettability, color fastness, and tensile strength of the treated fabrics, as well as SEM analysis of surface morphology and chemical analysis using FTIR and EDX. The results show that treatment at a peak voltage of 11.83 kV is more efficient, except for the tensile strength which is enhanced at a peak voltage of 8.92 kV. The oxygen plasma treatment significantly improves the color strength, which exhibits an increase from 11 to 18. The intensified color was attributed to the significant influence of electrostatic interactions between the charged hydroxyl groups of the oxygen plasma treated viscose textiles and the dye molecules, which enhance the printability. The oxygen dielectric barrier discharge plasma exhibits a higher ability to enhance the properties of textiles when compared to air and argon plasmas. This study presents a sustainable, economical, secure, and ecologically friendly approach to explore new fabrics for specific uses.","PeriodicalId":506986,"journal":{"name":"Plasma Science and Technology","volume":" 17","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140216098","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Incorporating empirical knowledge into data-driven variable selection for quantitative analysis of coal ash content by laser-induced breakdown spectroscopy 在利用激光诱导击穿光谱定量分析煤灰含量的数据驱动变量选择中纳入经验知识
Plasma Science and Technology Pub Date : 2024-03-22 DOI: 10.1088/2058-6272/ad370c
Yihan Lv, Wei-xi Song, Z. Hou, Zhe Wang
{"title":"Incorporating empirical knowledge into data-driven variable selection for quantitative analysis of coal ash content by laser-induced breakdown spectroscopy","authors":"Yihan Lv, Wei-xi Song, Z. Hou, Zhe Wang","doi":"10.1088/2058-6272/ad370c","DOIUrl":"https://doi.org/10.1088/2058-6272/ad370c","url":null,"abstract":"\u0000 Nowadays, laser-induced breakdown spectroscopy (LIBS) has become a widely used atomic spectroscopic technique for rapid coal analysis. While the vast spectral information in LIBS contains signal uncertainty, which can impact its quantification performance. In this work, we proposed a hybrid variable selection method to improve the performance of LIBS quantification. Important variables are first identified using Pearson’s correlation coefficient (PCC), mutual information (MI), least absolute shrinkage and selection operator (LASSO) and random forest (RF), and then filtered and combined with empirical variables related to fingerprint elements of coal ash content. Subsequently, these variables are fed into partial least squares regression (PLSR). Additionally, in some models, certain variables unrelated to ash content were removed manually to study the variable deselection’s impact on model performance. The proposed hybrid strategy was tested on three LIBS datasets for quantitative analysis of coal ash content and compared with the corresponding data-driven baseline method. It is significantly better than the variable selection only based on empirical knowledge and in most cases outperforms the baseline method. The results showed that on all three datasets, hybrid strategy for variable selection combining empirical knowledge and data-driven algorithms achieved the lowest RMSEP values of 1.605, 3.478 and 1.647, respectively, which were significantly lower than those obtained from multiple linear regression using only 12 empirical variables, which are 1.959, 3.718 and 2.181, respectively. The EMP-LASSO-PLSR model with 20 selected variables exhibited a significant improving performance after variable deselection, with RMSEP values dropping from 1.635, 3.962, 1.647 to 1.483, 3.086, 1.567, respectively. Such results demonstrate that using empirical knowledge as a support to data-driven variable selection can be a viable approach to improve the accuracy and reliability of LIBS quantification.","PeriodicalId":506986,"journal":{"name":"Plasma Science and Technology","volume":" 9","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140218929","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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