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Applying Machine Learning Techniques for Religious Extremism Detection on Online User Contents
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作者 Shynar Mussiraliyeva Batyrkhan Omarov +1 位作者 Paul Yoo Milana Bolatbek 《Computers, Materials & Continua》 SCIE EI 2022年第1期915-934,共20页
In this research paper,we propose a corpus for the task of detecting religious extremism in social networks and open sources and compare various machine learning algorithms for the binary classification problem using ... In this research paper,we propose a corpus for the task of detecting religious extremism in social networks and open sources and compare various machine learning algorithms for the binary classification problem using a previously created corpus,thereby checking whether it is possible to detect extremist messages in the Kazakh language.To do this,the authors trained models using six classic machine-learning algorithms such as Support Vector Machine,Decision Tree,Random Forest,K Nearest Neighbors,Naive Bayes,and Logistic Regression.To increase the accuracy of detecting extremist texts,we used various characteristics such as Statistical Features,TF-IDF,POS,LIWC,and applied oversampling and undersampling techniques to handle imbalanced data.As a result,we achieved 98%accuracy in detecting religious extremism in Kazakh texts for the collected dataset.Testing the developed machine learningmodels in various databases that are often found in everyday life“Jokes”,“News”,“Toxic content”,“Spam”,“Advertising”has also shown high rates of extremism detection. 展开更多
关键词 extremism religious extremism machine learning social media social network natural language processing NLP
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On Uzbekistan's Experience Countering Religious Extremism and Terrorism
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作者 Mirgiyos Azimov 《Contemporary International Relations》 2017年第5期150-154,共5页
Since the first years of independence,Uzbekistan began to develop and implement a policy of countering religious extremism and addressing the ideological basis of terrorism.Taking into consideration the complexity of ... Since the first years of independence,Uzbekistan began to develop and implement a policy of countering religious extremism and addressing the ideological basis of terrorism.Taking into consideration the complexity of this problem,Uzbekistan is comprehensively combating expressions of extremism and terrorism. 展开更多
关键词 Uzbekistan experience religious extremism TERRORISM
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Living in Neoliberal America:Extremism,Pauperization,and Negative Solidarity
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作者 Barbara Franz 《International Relations and Diplomacy》 2021年第12期501-514,共14页
This paper illuminates some of the main effects that neoliberalism has on the psychological and socio-economic profile of Americans.It outlines the structural processes that produced the groundwork for today’s enormo... This paper illuminates some of the main effects that neoliberalism has on the psychological and socio-economic profile of Americans.It outlines the structural processes that produced the groundwork for today’s enormous popularity of right-wing extremism in the USA.America’s middle-class has turned right-wing extremist during the Trump years and this trend has continued to dominate American politics today.While populism mobilizes feelings of injustice and grievances,the source and commencement of these grievances is the centerpiece of this article.The paper does so by applying Rodrigo Nunes’(2020a)analysis of the effects of Bolsenarismo in Brazil to the American society.The paper differentiates between the effects of individualism,punitivism,and the valorization of order above the law and shows how these trends have influenced preponderant identity traits of Baby Boomers and Generation X.Secondly,the paper focuses on the concept of“negative solidarity”which is one direct consequence of the worldview produced by successful indoctrination of neoliberal values and goes hand in hand with the consequent pauperization of the American worker.The preponderance of negative solidarity remains a key handicap for a democratic future and for any social mobilization efforts within the USA. 展开更多
关键词 neoliberalism right-wing extremism USA PAUPERIZATION negative solidarity
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The Fight Against Terrorism and Extremism and Human Rights Protection in Xinjiang
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作者 《The Journal of Human Rights》 2019年第3期365-383,共19页
March 2019 Contents Foreword I.Xinjiang Has Long Been an Inseparable Part of Chinese Territory II.The Origin of Terrorism and Extremism in Xinjiang III.Violent Terrorism and Religious Extremism Are Grave Abuses of Hum... March 2019 Contents Foreword I.Xinjiang Has Long Been an Inseparable Part of Chinese Territory II.The Origin of Terrorism and Extremism in Xinjiang III.Violent Terrorism and Religious Extremism Are Grave Abuses of Human Rights IV.Striking at Terrorism and Extremism in Accordance with the Law V.Giving Top Priority to a Preventive Counterterrorism Approach VI.Finding Experience for Counterterrorism and De-radicalization VII. 展开更多
关键词 China The FIGHT AGAINST TERRORISM and extremism Human RIGHTS Protection in XINJIANG
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Prevention of Violent Extremism and Human Rights Protection
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作者 张晓玲 李思 LIU Yan 《The Journal of Human Rights》 2017年第2期135-148,共14页
In the context of globalization, violent extremist forces pose a serious threat to the fundamental human rights of the people all over the world. Strengthening human rights protection requires reinforcing the momentum... In the context of globalization, violent extremist forces pose a serious threat to the fundamental human rights of the people all over the world. Strengthening human rights protection requires reinforcing the momentum to crack down and prevent the violent acts of extremist forces. As one of the countries that is the victim of violence by extremists, China has taken a series of measures to tackle the challenges of violent extremism. As President Xi Jinping has pointed out, 'the realization of the full enjoyment of human rights by human beings is the common goal of human society.' While establishing a community of common destiny for all mankind, the international community should take action to effectively address the root causes of violent extremism, maintain a peaceful and secure development environment, and defend the basic human rights and well-being of all peoples, so as to ensure a safe and brighter future for all. 展开更多
关键词 violent extremism human rights protection a community of common destiny for all mankind
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Oppose Religious Extremism and Guarantee Human Rights
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作者 YE XIAOWEN 《The Journal of Human Rights》 2014年第6期14-15,共2页
For today's human rights protection, it is requisite to firmly oppose religious ex- tremism, no matter whether in China or worldwide. Religious extremism is a rather serious phenomenon in the political life of today... For today's human rights protection, it is requisite to firmly oppose religious ex- tremism, no matter whether in China or worldwide. Religious extremism is a rather serious phenomenon in the political life of today's world. In the form of religion (including banners, words, symbols and costumes, etc), it agitates for the extreme claims and fanatical behavior of certain groups and damages social stability, so that it can serve its villainous purposes. 展开更多
关键词 Oppose Religious extremism and Guarantee Human Rights
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The De-Extremism Strategy of Egypt’s Sisi Government and Its Practice
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作者 Rawya Gamil Jun Zhao 《Asian Journal of Middle Eastern and Islamic Studies》 2023年第2期170-189,共20页
After the collapse of the Mubarak regime,the activities of Islamic extremism organisations in Egypt have been frequent,which brought great challenges to national security and social stability.After Sisi came into powe... After the collapse of the Mubarak regime,the activities of Islamic extremism organisations in Egypt have been frequent,which brought great challenges to national security and social stability.After Sisi came into power,the Egyptian government took various measures to actively promote the de-extremism work,however,the difficulties in the process of Egypt’s de-extremism cannot be ignored.Whether the transition of de-extremism from a movement to a institution can be realised will be the key to its longterm effect. 展开更多
关键词 Sisi regime Islamic extremism organisations de-extremism counterterrorism
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Beware the Demon of Love Jihad! The Gendered and Sexual Abjectification of Muslim Masculinities by Hindu Nationalists on Twitter
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作者 Zeinab Farokhi 《Sociology Study》 2024年第3期157-170,共14页
In this paper,I examine the Twitter accounts of right-wing extremist groups(RWEGs)in India,arguing that the abjectification of Muslim masculinities is central to the narratives of Hindu supremacist groups.The abjectif... In this paper,I examine the Twitter accounts of right-wing extremist groups(RWEGs)in India,arguing that the abjectification of Muslim masculinities is central to the narratives of Hindu supremacist groups.The abjectification process on Twitter serves as a rhetorical device to:a)criticize and problematize Muslim masculinities;b)idealize and glorify Hindu and white masculinities;c)promote Hindu and white masculine nationalist projects;and d)unify Hindu supremacists against Muslim others.By analyzing the gender ideologies expressed implicitly or explicitly on the Twitter accounts of RWEGs,and using the“Love Jihad”conspiracy case as a focal point,I demonstrate how the abjectification of Muslim masculinities is constructed in opposition to the idealized Hindu masculinities.This study highlights the intersection of gender and nationalism in the digital discourse of Hindu supremacist groups,offering insights into the mechanisms through which social media platforms are used to reinforce and propagate Islamophobic ideologies. 展开更多
关键词 Muslim masculinities Hindu supremacy conspiracy theory social media right-wing extremism
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Preventing and Countering Violent Extremism Through Education:A Vital Element for the Peace Process in the Gulf
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作者 Shivali Lawale 《Asian Journal of Middle Eastern and Islamic Studies》 2020年第1期98-120,共23页
While the fall of Raqqa signalled the steady decline and“defeat”of the Islamic State(IS),it did not guarantee the end of its ideology of violent extremism.The possibility of the organisation reinventing itself in di... While the fall of Raqqa signalled the steady decline and“defeat”of the Islamic State(IS),it did not guarantee the end of its ideology of violent extremism.The possibility of the organisation reinventing itself in different and perhaps more lethal ways is very high.States,therefore,must adopt measures that are based on holistic,multi-stakeholder approaches rather than on military and securitised responses to counter and ultimately prevent the spread of violent extremist ideology.The countries of the Gulf have the advantage of a“youth bulge,”with almost half its population under the age of 30 years.This“youth bulge”is however a double-edged sword.This large pool of human capital could be a demographic dividend,if harnessed intelligently,while conversely it could prove to be a demographic disaster if timely and plausible solutions to the various issues faced are not provided.This paper will explore ways in which preventing and countering violent extremism(P/CVE)through education could be achieved by including a variety of stakeholders from faith based organisations,the corporate sector,media and academia in the formulation of appropriate educational responses which take into account issues like culture,identity and religiosity.These re-education programmes should form an integral part of P/CVE policies,thereby providing the much needed psycho-social angle to an otherwise hard security-driven discourse.It is against this rationale that this paper makes a case for P/CVE through education,encompassing the formal,informal and non-formal levels,as one of the possible means for promoting and fostering a peace process in the Gulf. 展开更多
关键词 Violent extremism Preventing and Countering Violent extremism-P/CVE EDUCATION YOUTH demographic challenges
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结合机器学习的SA湍流模型闭合系数修正
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作者 徐向阳 胡冠男 +2 位作者 王良军 朱文浩 张武 《上海大学学报(自然科学版)》 CAS CSCD 北大核心 2024年第2期341-351,共11页
将修正Morris分类筛选法与极端梯度提升(extreme gradient boosting,XGBoost)相结合,在计算流体动力学(computational fluid dynamics,CFD)数据驱动下,用于SA(Spalart-Allmaras)湍流模型闭合系数的修正.利用分类筛选法有效缩小闭合系数... 将修正Morris分类筛选法与极端梯度提升(extreme gradient boosting,XGBoost)相结合,在计算流体动力学(computational fluid dynamics,CFD)数据驱动下,用于SA(Spalart-Allmaras)湍流模型闭合系数的修正.利用分类筛选法有效缩小闭合系数研究范围,同时依据XGBoost方法在小规模数据集下取得精度较高的拟合模型,有效提升系数修正效率.在三维DLR-F6-WB构型下进行了数值实验,实验结果显示利用本方法能够在三维复杂模型上基于小样本数据进行系数修正,修正后的升阻力系数计算精度得到了显著提升. 展开更多
关键词 SA(Spalart-Allmaras)湍流模型 敏感度 极端梯度提升(extreme gradient boosting XGBoost) 线性回归 系数修正
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Competitive oxidation behavior of Ni-based superalloy GH4738 at extreme temperature 被引量:3
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作者 Hui Xu Shufeng Yang +4 位作者 Enhui Wang Yunsong Liu Chunyu Guo Xinmei Hou Yanling Zhang 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CSCD 2024年第1期138-145,共8页
A high thrust-to-weight ratio poses challenges to the high-temperature performance of Ni-based superalloys. The oxidation behavior of GH4738 at extreme temperatures has been investigated by isothermal and non-isotherm... A high thrust-to-weight ratio poses challenges to the high-temperature performance of Ni-based superalloys. The oxidation behavior of GH4738 at extreme temperatures has been investigated by isothermal and non-isothermal experiments. As a result of the competitive diffusion of alloying elements, the oxide scale included an outermost porous oxide layer (OOL), an inner relatively dense oxide layer (IOL), and an internal oxide zone (IOZ), depending on the temperature and time. A high temperature led to the formation of large voids at the IOL/IOZ interface. At 1200℃, the continuity of the Cr-rich oxide layer in the IOL was destroyed, and thus, spallation occurred. Extension of oxidation time contributed to the size of Al-rich oxide particles with the increase in the IOZ. Based on this finding,the oxidation kinetics of GH4738 was discussed, and the corresponding oxidation behavior at 900-1100℃ was predicted. 展开更多
关键词 Ni-based superalloy GH4738 extreme temperature competitive oxidation oxidation mechanism oxidation kinetics
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Impacts of Future Changes in Heavy Precipitation and Extreme Drought on the Economy over South China and Indochina 被引量:1
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作者 Bin TANG Wenting HU +4 位作者 Anmin DUAN Yimin LIU Wen BAO Yue XIN Xianyi YANG 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2024年第6期1184-1200,I0022-I0034,共30页
Heavy precipitation and extreme drought have caused severe economic losses over South China and Indochina(INCSC)in recent decades.Given the areas with large gross domestic product(GDP)in the INCSC region are distribut... Heavy precipitation and extreme drought have caused severe economic losses over South China and Indochina(INCSC)in recent decades.Given the areas with large gross domestic product(GDP)in the INCSC region are distributed along the coastline and greatly affected by global warming,understanding the possible economic impacts induced by future changes in the maximum consecutive 5-day precipitation(RX5day)and the maximum consecutive dry days(CDD)is critical for adaptation planning in this region.Based on the latest data released by phase 6 of the Coupled Model Intercomparison Project(CMIP6),future projections of precipitation extremes with bias correction and their impacts on GDP over the INCSC region under the fossil-fueled development Shared Socioeconomic Pathway(SSP5-8.5)are investigated.Results indicate that RX5day will intensify robustly throughout the INCSC region,while CDD will lengthen in most regions under global warming.The changes in climate consistently dominate the effect on GDP over the INCSC region,rather than the change of GDP.If only considering the effect of climate change on GDP,the changes in precipitation extremes bring a larger impact on the economy in the future to the provinces of Hunan,Jiangxi,Fujian,Guangdong,and Hainan in South China,as well as the Malay Peninsula and southern Cambodia in Indochina.Thus,timely regional adaptation strategies are urgent for these regions.Moreover,from the sub-regional average viewpoint,over two thirds of CMIP6 models agree that maintaining a lower global warming level will reduce the economic impacts from heavy precipitation over the INCSC region. 展开更多
关键词 CMIP6 heavy precipitation extreme drought South China INDOCHINA economic impact
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Cascaded ELM-Based Joint Frame Synchronization and Channel Estimation over Rician Fading Channel with Hardware Imperfections 被引量:1
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作者 Qing Chaojin Rao Chuangui +2 位作者 Yang Na Tang Shuhai Wang Jiafan 《China Communications》 SCIE CSCD 2024年第6期87-102,共16页
Due to the interdependency of frame synchronization(FS)and channel estimation(CE),joint FS and CE(JFSCE)schemes are proposed to enhance their functionalities and therefore boost the overall performance of wireless com... Due to the interdependency of frame synchronization(FS)and channel estimation(CE),joint FS and CE(JFSCE)schemes are proposed to enhance their functionalities and therefore boost the overall performance of wireless communication systems.Although traditional JFSCE schemes alleviate the influence between FS and CE,they show deficiencies in dealing with hardware imperfection(HI)and deterministic line-of-sight(LOS)path.To tackle this challenge,we proposed a cascaded ELM-based JFSCE to alleviate the influence of HI in the scenario of the Rician fading channel.Specifically,the conventional JFSCE method is first employed to extract the initial features,and thus forms the non-Neural Network(NN)solutions for FS and CE,respectively.Then,the ELMbased networks,named FS-NET and CE-NET,are cascaded to capture the NN solutions of FS and CE.Simulation and analysis results show that,compared with the conventional JFSCE methods,the proposed cascaded ELM-based JFSCE significantly reduces the error probability of FS and the normalized mean square error(NMSE)of CE,even against the impacts of parameter variations. 展开更多
关键词 channel estimation extreme learning machine frame synchronization hardware imperfection nonlinear distortion synchronization metric
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Isolated deep convections over the Tibetan Plateau in the rainy season during 2001–2020 被引量:1
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作者 Ying Na Chaofan Li Riyu Lu 《Atmospheric and Oceanic Science Letters》 CSCD 2024年第5期16-21,共6页
The Tibetan Plateau(TP)is a prevalent region for convection systems due to its unique thermodynamic forcing.This study investigated isolated deep convections(IDCs),which have a smaller spatial and temporal size than m... The Tibetan Plateau(TP)is a prevalent region for convection systems due to its unique thermodynamic forcing.This study investigated isolated deep convections(IDCs),which have a smaller spatial and temporal size than mesoscale convective systems(MCSs),over the TP in the rainy season(June-September)during 2001–2020.The authors used satellite precipitation and brightness temperature observations from the Global Precipitation Measurement mission.Results show that IDCs mainly concentrate over the southern TP.The IDC number per rainy season decreases from around 140 over the southern TP to around 10 over the northern TP,with an average 54.2.The initiation time of IDCs exhibits an obvious diurnal cycle,with the peak at 1400–1500 LST and the valley at 0900–1000 LST.Most IDCs last less than five hours and more than half appear for only one hour.IDCs generally have a cold cloud area of 7422.9 km^(2),containing a precipitation area of approximately 65%.The larger the IDC,the larger the fraction of intense precipitation it contains.IDCs contribute approximately 20%–30%to total precipitation and approximately 30%–40%to extreme precipitation over the TP,with a larger percentage in July and August than in June and September.In terms of spatial distribution,IDCs contribute more to both total precipitation and extreme precipitation over the TP compared to the surrounding plain regions.IDCs over the TP account for a larger fraction than MCSs,indicating the important role of IDCs over the region. 展开更多
关键词 Isolated deep convection Tibetan plateau Climatological characteristics Precipitation contribution Extreme precipitation
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Research progress on the water vapor channel within the Yarlung Zsangbo Grand Canyon, China 被引量:1
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作者 Xuelong Chen Yajing Liu +9 位作者 Yaoming Ma Xiangde Xu Xin Xu Luhan Li Dianbin Cao Qiang Zhang Gaili Wang Maoshan Li Siqiong Luo Xin Wang 《Atmospheric and Oceanic Science Letters》 CSCD 2024年第5期10-15,共6页
The Second Tibetan Plateau Scientific Expedition and Research Program tasked a research team with the“Investigation of the water vapor channel of the Yarlung Zsangbo Grand Canyon(INVC)”in the southeastern Tibetan Pl... The Second Tibetan Plateau Scientific Expedition and Research Program tasked a research team with the“Investigation of the water vapor channel of the Yarlung Zsangbo Grand Canyon(INVC)”in the southeastern Tibetan Plateau(TP).This paper summarizes the scientific achievements obtained from the data collected by the INVC observation network and highlights the progress in investigating the development of heavy rainfall events associated with water vapor changes.The rain gauge network of the INVC can represent the impacts of the Yarlung Zsangbo Grand Canyon(YGC)topography on precipitation at the hourly scale.The microphysical characteristics of the precipitation in the YGC are different than those in the lowland area.The GPM-IMERG(Integrated MultisatellitE Retrievals for Global Precipitation Measurement)satellite precipitation data for the YGC region should be calibrated before they are used.The meridional water vapor flux through the YGC is more important than the zonal flux for the precipitation over the southeastern TP.The decreased precipitation around the YGC region is partly due to the decreased meridional water vapor flux passing through the YGC.High-resolution numerical models can benefit precipitation forecasting in this region by using a combination of specific schemes that capture the valley wind and water vapor flux along the valley floor. 展开更多
关键词 Water vapor channel Land-air interaction Mountian meteorology Extreme rainfall Observation network
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Projected changes in extreme snowfall events over the Tibetan Plateau based on a set of RCM simulations 被引量:1
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作者 Yuanhai Fu Xuejie Gao 《Atmospheric and Oceanic Science Letters》 CSCD 2024年第5期3-9,共7页
Extreme snowfall events over the Tibetan Plateau(TP)cause considerable damage to local society and natural ecosystems.In this study,the authors investigate the projected changes in such events over the TP and its surr... Extreme snowfall events over the Tibetan Plateau(TP)cause considerable damage to local society and natural ecosystems.In this study,the authors investigate the projected changes in such events over the TP and its surrounding areas based on an ensemble of a set of 21st century climate change projections using a regional climate model,RegCM4.The model is driven by five CMIP5 global climate models at a grid spacing of 25 km,under the RCP4.5 and RCP8.5 pathways.Four modified ETCCDI extreme indices-namely,SNOWTOT,S1mm,S10mm,and Sx5day-are employed to characterize the extreme snowfall events.RegCM4 generally reproduces the spatial distribution of the indices over the region,although with a tendency of overestimation.For the projected changes,a general decrease in SNOWTOT is found over most of the TP,with greater magnitude and better cross-simulation agreement over the eastern part.All the simulations project an overall decrease in S1mm,ranging from a 25%decrease in the west and to a 50%decrease in the east of the TP.Both S10mm and Sx5day are projected to decrease over the eastern part and increase over the central and western parts of the TP.Notably,S10mm shows a marked increase(more than double)with high cross-simulation agreement over the central TP.Significant increases in all four indices are found over the Tarim and Qaidam basins,and northwestern China north of the TP.The projected changes show topographic dependence over the TP in the latitudinal direction,and tend to decrease/increase in low-/high-altitude areas. 展开更多
关键词 Extreme snowfall Regional climate model Tibetan plateau Climate change
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Climate change drives flooding risk increases in the Yellow River Basin 被引量:1
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作者 Hengxing Lan Zheng Zhao +9 位作者 Langping Li Junhua Li Bojie Fu Naiman Tian Ruixun Lai Sha Zhou Yanbo Zhu Fanyu Zhang Jianbing Peng John J.Clague 《Geography and Sustainability》 CSCD 2024年第2期193-199,共7页
The Yellow River Basin(YRB)has experienced severe floods and continuous riverbed elevation throughout history.Global climate change has been suggested to be driving a worldwide increase in flooding risk.However,owing ... The Yellow River Basin(YRB)has experienced severe floods and continuous riverbed elevation throughout history.Global climate change has been suggested to be driving a worldwide increase in flooding risk.However,owing to insufficient evidence,the quantitative correlation between flooding and climate change remains illdefined.We present a long time series of maximum flood discharge in the YRB dating back to 1843 compiled from historical documents and instrument measurements.Variations in yearly maximum flood discharge show distinct periods:a dramatic decreasing period from 1843 to 1950,and an oscillating gentle decreasing from 1950 to 2021,with the latter period also showing increasing more extreme floods.A Mann-Kendall test analysis suggests that the latter period can be further split into two distinct sub-periods:an oscillating gentle decreasing period from 1950 to 2000,and a clear recent increasing period from 2000 to 2021.We further predict that climate change will cause an ongoing remarkable increase in future flooding risk and an∼44.4 billion US dollars loss of floods in the YRB in 2100. 展开更多
关键词 Flooding risk Risk management Climate change Flood discharge Extreme precipitation
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Stability analysis of longwall top-coal caving face in extra-thick coal seams based on an innovative numerical hydraulic support model 被引量:1
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作者 Jun Guo Wenbo Huang +7 位作者 Guorui Feng Jinwen Bai Lirong Li Zi Wang Luyang Yu Xiaoze Wen Jie Zhang Wenming Feng 《International Journal of Mining Science and Technology》 SCIE EI CAS CSCD 2024年第4期491-505,共15页
The relationship between support and surrounding rock is of great significance to the control of surrounding rock in mining process.In view of the fact that most of the existing numerical simulation methods construct ... The relationship between support and surrounding rock is of great significance to the control of surrounding rock in mining process.In view of the fact that most of the existing numerical simulation methods construct virtual elements and stress servo control to approximately replace the hydraulic support problem,this paper establishes a new numerical model of hydraulic support with the same working characteristics as the actual hydraulic support by integrating numerical simulation software Rhino,Griddle and FLAC3D,which can realize the simulation of different working conditions.Based on this model,the influence mechanism of the supporting strength of hydraulic support on surrounding rock stress regulation and coal stability in front of the top coal caving face in extra thick coal seam were researched.Firstly,under different support intensity,the abutment pressure of the bearing coal and the coal in front of it presents the “three-stage”evolution characteristics.The influence range of support intensity is 15%–30%.Secondly,1.5 MPa is the upper limit of impact that the support strength can have on the front coal failure area.Thirdly,within a displacement range of 2.76 m from the coal wall,a support strength of1.5 MPa provides optimal control of the horizontal displacement of the coal. 展开更多
关键词 Extremely thick coal seam Fully mechanized top coal caving Support strength Support-surrounding rock interaction
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考虑环境因素的电动汽车充电站实时负荷预测模型
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作者 李波 王宁 +1 位作者 吕叶林 陈宇 《同济大学学报(自然科学版)》 EI CAS CSCD 北大核心 2024年第6期962-969,共8页
为了减少电动汽车大规模集成到电网造成的不利影响,提出了一种能够实现充电站充电负荷精准预测的方法。该方法利用LightGBM(light gradient boosting machine)与XGBoost(eXtreme gradient boosting)模型构建线下-线上组合模型。考虑充... 为了减少电动汽车大规模集成到电网造成的不利影响,提出了一种能够实现充电站充电负荷精准预测的方法。该方法利用LightGBM(light gradient boosting machine)与XGBoost(eXtreme gradient boosting)模型构建线下-线上组合模型。考虑充电负荷、时间、温度、天气等历史数据,利用LightGBM模型初步建立充电负荷线下预测模型;基于XGBoost模型,以线下预测模型输出负荷和实际负荷的误差为优化目标,实时变化的交通流量为协变量,建立线上预测模型,并对初步预测结果进行误差修正。某市实际充电站预测结果表明,相比于随机森林(RF)、LightGBM模型、XGBoost模型、多层感知机(MLP)以及LightGBM-RF组合模型,该组合模型具有更高的预测精度,同时可以准确预测不同充电站的实时充电负荷。 展开更多
关键词 电动汽车 充电负荷预测 LightGBM(light gradient boosting machine) XGBoost(eXtreme gradient boosting) 在线学习
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Extreme massive hydraulic fracturing in deep coalbed methane horizontal wells:A case study of the Linxing Block,eastern Ordos Basin,NW China 被引量:1
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作者 YANG Fan LI Bin +3 位作者 WANG Kunjian WEN Heng YANG Ruiyue HUANG Zhongwei 《Petroleum Exploration and Development》 SCIE 2024年第2期440-452,共13页
Deep coal seams show low permeability,low elastic modulus,high Poisson’s ratio,strong plasticity,high fracture initiation pressure,difficulty in fracture extension,and difficulty in proppants addition.We proposed the... Deep coal seams show low permeability,low elastic modulus,high Poisson’s ratio,strong plasticity,high fracture initiation pressure,difficulty in fracture extension,and difficulty in proppants addition.We proposed the concept of large-scale stimulation by fracture network,balanced propagation and effective support of fracture network in fracturing design and developed the extreme massive hydraulic fracturing technique for deep coalbed methane(CBM)horizontal wells.This technique involves massive injection with high pumping rate+high-intensity proppant injection+perforation with equal apertures and limited flow+temporary plugging and diverting fractures+slick water with integrated variable viscosity+graded proppants with multiple sizes.The technique was applied in the pioneering test of a multi-stage fracturing horizontal well in deep CBM of Linxing Block,eastern margin of the Ordos Basin.The injection flow rate is 18 m^(3)/min,proppant intensity is 2.1 m^(3)/m,and fracturing fluid intensity is 16.5 m^(3)/m.After fracturing,a complex fracture network was formed,with an average fracture length of 205 m.The stimulated reservoir volume was 1987×10^(4)m^(3),and the peak gas production rate reached 6.0×10^(4)m^(3)/d,which achieved efficient development of deep CBM. 展开更多
关键词 deep coalbed methane extreme massive hydraulic fracturing fracture network graded proppants slick water with variable viscosity Ordos Basin
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