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Fuzzy clustering for electric field characterization and its application to thunderstorm interpretability
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作者 Xu Yang Hongyan Xing +2 位作者 Xinyuan Ji Wei Xu Witold Pedrycz 《Digital Communications and Networks》 2025年第2期299-307,共9页
Changes in the Atmospheric Electric Field Signal(AEFS)are highly correlated with weather changes,especially with thunderstorm activities.However,little attention has been paid to the ambiguous weather information impl... Changes in the Atmospheric Electric Field Signal(AEFS)are highly correlated with weather changes,especially with thunderstorm activities.However,little attention has been paid to the ambiguous weather information implicit in AEFS changes.In this paper,a Fuzzy C-Means(FCM)clustering method is used for the first time to develop an innovative approach to characterize the weather attributes carried by AEFS.First,a time series dataset is created in the time domain using AEFS attributes.The AEFS-based weather is evaluated according to the time-series Membership Degree(MD)changes obtained by inputting this dataset into the FCM.Second,thunderstorm intensities are reflected by the change in distance from a thunderstorm cloud point charge to an AEF apparatus.Thus,a matching relationship is established between the normalized distance and the thunderstorm dominant MD in the space domain.Finally,the rationality and reliability of the proposed method are verified by combining radar charts and expert experience.The results confirm that this method accurately characterizes the weather attributes and changes in the AEFS,and a negative distance-MD correlation is obtained for the first time.The detection of thunderstorm activity by AEF from the perspective of fuzzy set technology provides a meaningful guidance for interpretable thunderstorms. 展开更多
关键词 Atmospheric electric field(AEF) THUNDERSTORM Fuzzy C-means(FCM) ATTRIBUTE
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The induced electric field distribution in the solar atmosphere
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作者 Rong Chen Zhi-Liang Yang Yuan-Yong Deng 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2013年第6期729-738,共10页
A method of calculating the induced electric field is presented. The induced electric field in the solar atmosphere is derived by the time variation of the magnetic field when the accumulation of charged particles is ... A method of calculating the induced electric field is presented. The induced electric field in the solar atmosphere is derived by the time variation of the magnetic field when the accumulation of charged particles is neglected. In order to derive the spatial distribution of the magnetic field, several extrapolation methods are introduced. With observational data from the Helioseismic and Magnetic Imager aboard NASA's Solar Dynamics Observatory taken on 2010 May 20, we extrapolate the magnetic field from the photosphere to the upper atmosphere. By calculating the time variation of the magnetic field, we can get the induced electric field. The derived induced electric field can reach a value of 102 V cm-1 and the average electric field has a maximum point at the layer 360 km above the photosphere. The Monte Carlo method is used to compute the triple integration of the induced electric field. 展开更多
关键词 Sun: magnetic fields - Sun: atmosphere - Sun: activity
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An integrated strategy of AEF attribute evaluation for reliable thunderstorm detection
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作者 Xu Yang Hongyan Xing +2 位作者 Xinyuan Ji Xin Su Witold Pedrycz 《Digital Communications and Networks》 2025年第1期234-245,共12页
Thunderstorm detection based on the Atmospheric Electric Field(AEF)has evolved from time-domain models to space-domain models.It is especially important to evaluate and determine the particularly Weather Attribute(WA)... Thunderstorm detection based on the Atmospheric Electric Field(AEF)has evolved from time-domain models to space-domain models.It is especially important to evaluate and determine the particularly Weather Attribute(WA),which is directly related to the detection reliability and authenticity.In this paper,a strategy is proposed to integrate three currently competitive WA's evaluation methods.First,a conventional evaluation method based on AEF statistical indicators is selected.Subsequent evaluation approaches include competing AEF-based predicted value intervals,and AEF classification based on fuzzy c-means.Different AEF attributes contribute to a more accurate AEF classification to different degrees.The resulting dynamic weighting applied to these attributes improves the classification accuracy.Each evaluation method is applied to evaluate the WA of a particular AEF,to obtain the corresponding evaluation score.The integration in the proposed strategy takes the form of a score accumulation.Different cumulative score levels correspond to different final WA results.Thunderstorm imaging is performed to visualize thunderstorm activities using those AEFs already evaluated to exhibit thunderstorm attributes.Empirical results confirm that the proposed strategy effectively and reliably images thunderstorms,with a 100%accuracy of WA evaluation.This is the first study to design an integrated thunderstorm detection strategy from a new perspective of WA evaluation,which provides promising solutions for a more reliable and flexible thunderstorm detection. 展开更多
关键词 Atmospheric electric field(AEF) THUNDERSTORM ATTRIBUTE Fuzzy c-means IMAGING
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A new probe for atmospheric electric field mill 被引量:2
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作者 孙健 王建岭 《Journal of Measurement Science and Instrumentation》 CAS 2014年第1期15-20,共6页
A new probe for atmospheric electric field mill is introduced.It consists of three parts:signal acquisition circuit for atmospheric electric field,preamplifier circuit and phase sensitive detection circuit.The signal... A new probe for atmospheric electric field mill is introduced.It consists of three parts:signal acquisition circuit for atmospheric electric field,preamplifier circuit and phase sensitive detection circuit.The signal acquisition circuit adopts the double-stator structure to form differential input circuit,thus double-precision is obtained.Preamplifier circuit is made of current-to-voltage (I-V) conversion circuit,differential amplifier circtuit and secondary amplifying circuit.The polarity of electric field is obtained via phase sensitive detection circuit.Simulation results are obtained using Multisim,and the feasibility of the designed probe is verified. 展开更多
关键词 atmospheric electric field mill PROBE DOUBLE-STATOR differential amplifier circuit preamplifier circuit
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HIGH PERFORMANCE ELECTRIC FIELD MICRO SENSOR WITH COMBINED DIFFERENTIAL STRUCTURE 被引量:8
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作者 Wen Xiaolong Peng Chunrong +4 位作者 Fang Dongming Yang Pengfei Chen Bo Zheng Fengjie Xia Shanhong 《Journal of Electronics(China)》 2014年第2期143-150,共8页
This paper presents a high performance electric field micro sensor with combined differential structure.The sensor consists of two backward laid micro-machined chips,each packaged by polymer and metal.The novel combin... This paper presents a high performance electric field micro sensor with combined differential structure.The sensor consists of two backward laid micro-machined chips,each packaged by polymer and metal.The novel combined differential structure effectively reduces various environmental affections,such as thermal drift,humidity drift and electrostatic charge accumulation.The sensor is tested in near-ground place as well as balloon-borne sounding.In different weather conditions,the measurement results showed good agreement with those of the commercial electric field mill. 展开更多
关键词 Micro-Electro-Mechanical System(MEMS) Electric field sensor Atmospheric electric field Differential structure
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A data complementary method for thunderstorm point charge localization based on atmospheric electric field apparatus array group 被引量:5
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作者 Xu Yang Hongyan Xing 《Digital Communications and Networks》 SCIE CSCD 2021年第2期170-177,共8页
Data loss or distortion causes adverse effects on the accuracy and stability of the thunderstorm point charge localization.To solve this problem,we propose a data complementary method based on the atmospheric electric... Data loss or distortion causes adverse effects on the accuracy and stability of the thunderstorm point charge localization.To solve this problem,we propose a data complementary method based on the atmospheric electric field apparatus array group.The electric field component measurement model of the atmospheric electric field apparatus is established,and the orientation parameters of the thunderstorm point charge are defined.Based on the mirror method,the thunderstorm point charge coordinates are obtained by using the potential distribution formulas.To test the validity of the basic algorithm,the electric field component measurement error and the localization accuracy are studied.Besides the azimuth angle and the elevation angle,the localization parameters also include the distance from the apparatus to the thunderstorm cloud.Based on a primary electric field apparatus,we establish the array group of apparatuses.Based on this,the data measured by each apparatus is complementarily processed to regain the thunderstorm point charge position.The results show that,compared with the radar map data,this method can accurately reflect the location of the thunderstorm point charge,and has a better localization effect.Additionally,several observation results during thunderstorm weather have been presented. 展开更多
关键词 Atmospheric electric field apparatus ARRAY Thunderstorm point charge Data complementary
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Hybrid inversion method for equivalent electric charge of thunder cloud based on multi-station atmospheric electric field 被引量:3
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作者 XING Hongyan ZHANG Qiang +1 位作者 JI Xinyuan XU wei 《Instrumentation》 2015年第3期3-11,共9页
This article proposes the hybrid method to inverse the equivalent electric charge of thunder cloud based on the data of multi-station atmospheric electric field. Firstly,the method combines the genetic algorithm( GA) ... This article proposes the hybrid method to inverse the equivalent electric charge of thunder cloud based on the data of multi-station atmospheric electric field. Firstly,the method combines the genetic algorithm( GA) and New ton method through the mosaic hybrid structure. In addition,the thunder cloud equivalent charge is inversed based on the forw ard modeling results by giving the parameters of the thunder cloud charge structure. Then an ideal model is built to examine the performance compared to the nonlinear least squares method. Finally,a typical thunderstorms process in Nanjing is analyzed by Genetic-New ton algorithm with the help of weather radar. The results show the proposed method has the strong global searching capability so that the problem of initial value selection can be solved effectively,as well as gets the better inversion results. Furthermore,the mosaic hybrid structure can absorb the advantages of tw o algorithms better,and the inversion position is consistent with the strongest radar echo.The inversion results find the upper negative charge is small and can be ignored,w hich means the triple-polarity charge structure is relatively scientific,w hich could give some references to the research like lightning forecasting,location tracking. 展开更多
关键词 inversion of thunder cloud equivalent charge atmospheric electric field genetic algorithm new ton method
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A kind of informationon short-term and imminent earthquake precursors-research on atmospheric electric field anomalies before earthquakes
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作者 郝建国 唐天明 李德瑞 《Acta Seismologica Sinica(English Edition)》 CSCD 1998年第1期116-126,共11页
The long time practice of observational research on earthquake prediction has shown that the information on shortterm and imminent earthquake precursors can hardly be detected, but it is very important for practical ... The long time practice of observational research on earthquake prediction has shown that the information on shortterm and imminent earthquake precursors can hardly be detected, but it is very important for practical and effective earthquake prediction. The result of analysis and study in this paper has shown that the anomaly of quasi static atmospheric electric field may be a kind of reliable information on short term and imminent earthquake precursors.On such a basis, the 20 years′ continuous and reliable data of atmospheric electric field observed at the Baijiatuan seismic station are used to study the correlation between the anomalies in seismic activity and relative quiet periods bear on the occurrence of near earthquakes within 200 km range around Beijing after the Tangshan earthquake. The observational results recently reported before hand in written form and earthquakes that actually occurred in near field in corresponding time periods are compared and analyzed. The efficacy of these written prediction opinions about near earthquakes in the recent 10 years is tested. From the test results, the brilliant prospect that the anomaly of quasi static atmospheric electric field may really become a reliable mark for making short term and imminent earthquake predictions is discussed. Besides, as a preliminary step, some judgment indexes for predicting earthquakes by use of the observational data of atmospheric electric field before earthquakes are put forward. In the last part, it is pointed out that it would be possible to obtain more believable judgment indexes for determining the three elements of near earthquakes before greater earthquakes ( M S5) only if a relatively reasonable station network (2~4 stations every 10 000 km 2) is deployed and further investigation is made. 展开更多
关键词 atmospheric electric field judgment index monthly report form
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Characteristic Analysis of Atmospheric Electric Field in Contaminated Areas
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作者 Fu Yaping Yang Shigang +1 位作者 Hao Xiaozhi Li Fang 《Meteorological and Environmental Research》 CAS 2014年第2期31-34,40,共5页
[Objective] The research aimed to analyze characteristics of atmospheric electric field in polluted area. [Method] By using data of atmospheric electric field meter in Taiyuan in 2009, daily and annual changes of atmo... [Objective] The research aimed to analyze characteristics of atmospheric electric field in polluted area. [Method] By using data of atmospheric electric field meter in Taiyuan in 2009, daily and annual changes of atmospheric electric field in Taiyuan were analyzed. [ Result] Atmospheric electric field intensity in Taiyuan was higher than that in other areas. Daily change was double-peak double-valley type. The first highest value appeared at nightfall, and the second highest value was before the noon. The first lowest value appeared in early morning, while the second low- est value appeared after the noon. Annual change was single-peak single-valley type. The maximum appeared in winter, while the minimum ap- peared in summer. [ Conclusion] When forecasting thunderstorm, in the area with higher aerosol content, alarm threshold of electric field should be adjusted via comparison with actual observation, which had very strong regional characteristics. By analyzing real-time monitoring data of atmospheric electric field, thunderstorm forecast could be realized, and timeliness and accuracy of warning and forecast could be increased. 展开更多
关键词 Atmospheric electric field Polluted area Characteristic analysis China
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Experimental Research on Atmospheric Electric Field and Extensive Air Shower Particle Increasing During Thunderstorms with ARGO-YBJ
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作者 徐斌 张颖 贾焕玉 《Journal of Southwest Jiaotong University(English Edition)》 2008年第3期290-294,共5页
From April 1st to August 14th, 2006, thunderstorms had been recorded at Yangbajing Cosmic Ray Observatory by ARGO-YBJ experiment. This paper analyzed the correlation between atmospheric electric field (AEF) and "sc... From April 1st to August 14th, 2006, thunderstorms had been recorded at Yangbajing Cosmic Ray Observatory by ARGO-YBJ experiment. This paper analyzed the correlation between atmospheric electric field (AEF) and "scaler mode" counting rate during thunderstorm. Counting rates of multiplicities n=1,2 were found to have a large increase (from 1.02% to 9.03%), while there was few or no changes in those of multiplicities n=3 and n≥4 during the thunderstorms. The counts of different multiplicities had different feedbacks on the violent change of AEF, which showed that their energy and most components were distinguishing. 展开更多
关键词 "Scaler mode" counts Secondary cosmic rays Atmospheric electric field
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Lunar Phases and Atmospheric Electric Field
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作者 Poonam Mehra 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 1989年第2期239-246,共8页
The association between the lunar phases and the atmospheric electric field has been investigated from the superposed epoch analysis of the long series of continuous data of the vertical electric field for Colaba, Bom... The association between the lunar phases and the atmospheric electric field has been investigated from the superposed epoch analysis of the long series of continuous data of the vertical electric field for Colaba, Bombay (18 ° 53'N, 73 ° 48'E 11 mASL) for the period 1947-1966. Also the periodicities in the atmospheric electric field have been studied from the spectral analysis of the data. The study has indicated that when the full moon is within 4 of the ecliptic plane i.e.,Bf 4 ° , the electric field peaks on the day of the full moon followed by a steep fall in the field values up to 4 days following the full moon day and there after it showed a steep increase. Also, the electric field has exhibited 5-9 day periodicity and its multiples are nearly always present. The periodicity in the electric field corresponds with the average time interval between the successive magnetic sector boundary (MSB ) crossings i.e., 7 days. On most of the occasions, the MSB crossing day is associated with a maximum of one or more of the wavelengths derived from the spectral analysis of the atmospheric electric field. 展开更多
关键词 Lunar Phases and Atmospheric Electric field
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Variations in the Atmospheric Electric Field at Tropical Station during 1930-1987
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作者 S. S. Kandalgaonkar G. K. Manohar 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 1991年第1期99-106,共8页
The variations noticed in the atmospheric electric field recorded at Pune (18°32'N, 73°51'E, 559 m ASL), a tropical inland station located in Dcccan Plateau, India, during the period 1930-1987, have ... The variations noticed in the atmospheric electric field recorded at Pune (18°32'N, 73°51'E, 559 m ASL), a tropical inland station located in Dcccan Plateau, India, during the period 1930-1987, have been examined in relation to the variations observed in the Angstrom turbidity coefficient (β) and selected meteorological parameters. The monthly and annual mean values of the atmospheric electric field. Angstrom turbidity coefficient (β), rainfall, temperature and relative humidity for the years 1930-1938, 1957-1958, 1964-1965, 1973-1974 and 1987 were considered in the study.The results of the above study indicated gradual increases in the atmospheric electric field over the period of study (1930-1987) which is statistically significant at less than 5%level. The increases noticed during different periods varied from 30 to 109%. The increase noticed during the period (1930-1938) and (1973-1974) was maximum (109%). The Angstrom turbidity coefficient also showed systematic increases during the period of study, which is consistent. The diurnal curve of the atmospheric electric field at the station by and large, showed a double oscillation, which is generally observed in the conlinental environments. 展开更多
关键词 Variations in the Atmospheric Electric field at Tropical Station during 1930-1987
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Preliminary inquiry into the causes of anomaly increase of air temperature by an impending earthquake 被引量:13
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作者 徐秀登 徐向民 +1 位作者 马升灯 骆高远 《Acta Seismologica Sinica(English Edition)》 CSCD 1995年第1期149-154,共6页
In this paper, the causes of the occurrence of the temperature increase by an impending earthquake of low altitude atmosphere and on the ground surface have been preliminarily expounded through several simulative cont... In this paper, the causes of the occurrence of the temperature increase by an impending earthquake of low altitude atmosphere and on the ground surface have been preliminarily expounded through several simulative controlexperiments. Air polarized by the anomalous atmospheric static electric field is regarded as the primary factor tocreate air temperature increase to a large degree and over a large area in the sunlight. In addition, another causeis considered as the temperature increase effect of “polluted” air. 展开更多
关键词 impending earthquake anomaly atmospheric electric field
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In situ monitoring of atmospheric nitrous acid based on multi-pumping flow system and liquid waveguide capillary cell 被引量:4
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作者 Yuhan Liu Keding Lu +6 位作者 Huabin Dong Xin Li Peng Cheng Qi Zou Yusheng Wu Xingang Liu Yuanhang Zhang 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2016年第5期273-284,共12页
In the last four decades, various techniques including spectroscopic, wet chemical and mass spectrometric methods, have been developed and applied for the detection of ambient nitrous acid(HONO). We developed a HONO... In the last four decades, various techniques including spectroscopic, wet chemical and mass spectrometric methods, have been developed and applied for the detection of ambient nitrous acid(HONO). We developed a HONO detection system based on long path photometry which consists of three independent modules i.e., sampling module, fluid propulsion module and detection module. In the propulsion module, solenoid pumps are applied. With solenoid pumps the pulsed flow can be computer controlled both in terms of pump stroke volume and pulse frequency, which enables the attainment of a very stable flow rate. In the detection module, a customized Liquid Waveguide Capillary Cell(LWCC) is used. The customized LWCC pre-sets the optical fiber in-coupling with the liquid wave guide, providing the option of fast startup and easy maintenance of the absorption photometry. In summer 2014, our system was deployed in a comprehensive campaign at a rural site in the North China Plain. More than one month of high quality HONO data spanning from the limit of detection to 5 ppb were collected. Intercomparison of our system with another established system from Forschungszentrum Juelich is presented and discussed. In conclusion, our instrument achieved a detection limit of 10 ppt V within2 min and a measurement uncertainty of 7%, which is well suited for investigation of the HONO budget from urban to rural conditions in China. 展开更多
关键词 HONO Photometry field campaign Atmospheric chemistry
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Inferring of Organochlorine Pesticide Transmission under Atmospheric Circulation Impact 被引量:1
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作者 Feng Xu 《Meteorological and Environmental Research》 CAS 2013年第4期42-45,共4页
[ Objective] The study aims to infer the transmission of organochlorine pesticides under the influence of atmospheric circulation. [ Meth- od] A transmission profile of organochlorine pesticides was established in the... [ Objective] The study aims to infer the transmission of organochlorine pesticides under the influence of atmospheric circulation. [ Meth- od] A transmission profile of organochlorine pesticides was established in the region from the western margin of the Sichuan Basin to the western Si- chuan plateau, from which atmospheric particulate matter, atmospheric dry and wet deposition samples as well as corresponding soil samples were collected and analyzed. [ Result~ The study showed that HCHs content was the highest on the elevation boundaries of the study area, and,8-HCH content was the highest in the study area, indicating that there were no new HCHs input to the study area. In respect of HCHs content in the soil and atmospheric precipitation, it was significantly higher in low-lying areas than that of high-altitude areas. Besides, sources of organechlorine pesti- cides in high-altitude areas were mostly derived from atmospheric particulate matter and atmospheric dry deposition. A variety of factors affected the long-distance transmission of organochlorine pesticides, and the form of the atmospheric transport of organochlorine pesticides could be determined accurately based on the content of organochlorine pesticides in different media of each sample point. In different months, the sources of organechlo- rine pesticides in the atmospheric transmission varied with atmospheric circulation direction, so it could not be simply thought that organochlorine pesticides were transmitted from low-lying areas to high-altitude areas. Meanwhile, there was a transformation between the source and sink of or- ganochlorine pesticides in plateau areas because of atmospheric circulation changed. [ Condusionl The research could provide scientific references for the control of persistent organic pollutant diffusion and establishment of environmental protection measures. ds 展开更多
关键词 Western Sichuan plateau Organochlorine pesticides Atmospheric circulation average atmospheric flow field TRANSMISSION China
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Energetics and Propagation of Coronal Mass Ejections in Different Plasma Environments 被引量:6
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作者 Jun LinHarvard-Smithsonian Center for Astrophysics, 60 Garden Street, Cambridge, MA 02138, USA 《Chinese Journal of Astronomy and Astrophysics》 CSCD 北大核心 2002年第6期539-556,共18页
Based on previous work, we investigate the propagation of CMEs in a more realistic plasma environment than the isothermal atmosphere, and find that it is a slightly faster reconnection for flux ropes to break free. Th... Based on previous work, we investigate the propagation of CMEs in a more realistic plasma environment than the isothermal atmosphere, and find that it is a slightly faster reconnection for flux ropes to break free. The average Alfven Mach number MA for the inflow into the reconnection site has to be at least 0.013 in order to give a plausible eruption (compared to MA = 0.005 for the isothermal atmosphere). Taking MA = 0.1, we find that the energy output and the electric field induced inside the current sheet match the temporal behavior inferred from the energetic, long duration, CME-associated X-ray events. The results indicate that catastrophic loss of equilibrium in the coronal magnetic field provides the most promising mechanism for major solar eruptions, and that the more energetic the eruption is, the earlier the associated flare peaks. The variation of the output power with the background field strength revealed by our calculations implies the poor correlation between slow CMEs and solar flares. This work also further confirms the explanation we proposed for the peculiar motion of giant X-ray arches and anomalous post-flare loops. Their kinematic pattern and observed heights are determined by the local Alfven speed and its variation with height. 展开更多
关键词 Sun: CMEs - Sun: atmosphere - Sun: magnetic fields
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Numerical Modelling of the Effects of Ozone on the Summer Atmospheric Circulation
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作者 王谦谦 汪迎辉 +1 位作者 宋煜 钱永甫 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 1994年第2期201-211,共11页
The effects of ozone on the summer atmospheric general circulation are simulated by use of a zonal model with the pesigma coordinate system. Results show that the simulated properties at the upper levels are remarkabl... The effects of ozone on the summer atmospheric general circulation are simulated by use of a zonal model with the pesigma coordinate system. Results show that the simulated properties at the upper levels are remarkably improved after the ozone effects are introduced to the model. The direct effect of ozone is to enhance the heating rates at the upper levels. In the lower atmosphere. this effect is very little. Furthermore, the ozone can change the distributions and values of other components of heating fields, resulting in the change of the total heating rates, and meanwhile induce evident variation of atmospheric circulation at the lower levels. 展开更多
关键词 Ozone and radiation Numerical modelling of atmospheric circulation Atmospheric heating field.
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Prediction-Based Thunderstorm Path Recovery Method Using CNN-BiLSTM
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作者 Xu Yang Ling Zhuang +1 位作者 Yuqiang Sun Wenjie Zhang 《Intelligent Automation & Soft Computing》 SCIE 2023年第8期1637-1654,共18页
The loss of three-dimensional atmospheric electric field(3DAEF)data has a negative impact on thunderstorm detection.This paper proposes a method for thunderstorm point charge path recovery.Based on the relation-ship b... The loss of three-dimensional atmospheric electric field(3DAEF)data has a negative impact on thunderstorm detection.This paper proposes a method for thunderstorm point charge path recovery.Based on the relation-ship between a point charge and 3DAEF,we derive corresponding localization formulae by establishing a point charge localization model.Generally,point charge movement paths are obtained after fitting time series localization results.However,AEF data losses make it difficult to fit and visualize paths.Therefore,using available AEF data without loss as input,we design a hybrid model combining the convolutional neural network(CNN)and bi-directional long short-term memory(BiLSTM)to predict and recover the lost AEF.As paths are not present during sunny weather,we propose an extreme gradient boosting(XGBoost)model combined with a stacked autoencoder(SAE)to further determine the weather conditions of the recovered AEF.Specifically,historical AEF data of known weathers are input into SAE-XGBoost to obtain the distribution of predicted values(PVs).With threshold adjustments to reduce the negative effects of invalid PVs on SAE-XGBoost,PV intervals corresponding to different weathers are acquired.The recovered AEF is then input into the fixed SAE-XGBoost model.Whether paths need to be fitted is determined by the interval to which the output PV belongs.The results confirm that the proposed method can effectively recover point charge paths,with a maximum path deviation of approximately 0.018 km and a determination coefficient of 94.17%.This method provides a valid reference for visual thunderstorm monitoring. 展开更多
关键词 THUNDERSTORM point charge atmospheric electric field(AEF) RECOVERY
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Ultra low frequeney electromagnetic wave anomaly and its spectrum characteristics before earthquakes
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作者 郝建国 张云福 +3 位作者 潘怀文 李德瑞 唐天明 刘小芹 《Acta Seismologica Sinica(English Edition)》 CSCD 1995年第1期101-109,共9页
Many observations and researches show that abundant and intense ultra low frequency (ULF) electromagneticanomalies appears before local earthquakes. In order to understand this phenomenon systematically, the trans-mis... Many observations and researches show that abundant and intense ultra low frequency (ULF) electromagneticanomalies appears before local earthquakes. In order to understand this phenomenon systematically, the trans-mission property and the formation of the seismic-electric dipole are discussed in this paper. The results showthat the vertical component Of the ULF electric anomaly before earthquake has the properties of better penetration, less disturbance and high signal-to-noise ratio. The signal can be easily extracted and received. The anomaly should be an important way to seek for reliable short-term and imminent earthquake precursors. After thespectrum analysis of the (ULF) electric field anomalies, we found that the periods of the anomaly related to localearthquakes are from a few minutes to a dozens minutes. There is a relation between the spectrum of the anomaly and the epicentral distance. The ULF electric field anomalies strongly rely on the orientation of the seismo-genie zone. The percolation electric field anomaly and its spectrum amplitude do not have obvious relation withthe size of local earthquakes. 展开更多
关键词 earthquake precursor frequency spectrum electromagnetic method atmospheric electric field
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Measurements and analyses of infrasound noise field in the atmosphere
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作者 XIE Jinlai and YANG Xunren(Institute of Acoustics,Academia Sinica) 《Chinese Journal of Acoustics》 1991年第4期311-316,共6页
Methods for measuring and analyzing the infrasound noise field in the atmosphere have been expounded. A set of space correlation radii of noise corresponding to wind speed 4 m/ s has been obtained, which can be taken ... Methods for measuring and analyzing the infrasound noise field in the atmosphere have been expounded. A set of space correlation radii of noise corresponding to wind speed 4 m/ s has been obtained, which can be taken as the tentative basis for an acoustical array design. At the same time, the wind speed-sound pressure relation curves have been measured and calculated, and the anti-jamming ability of the array receiving infrasonic signals is obtained. 展开更多
关键词 Measurements and analyses of infrasound noise field in the atmosphere
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