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Fascinating Rhythms Played on Fingertips
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《China & The World Cultural Exchange》 2002年第4期30-32,共3页
Zhao Cong, a young pipa (four-stringedChinese lute) performer with the China CentralTraditional Music Ensemble, was born into a familyof musicians. She developed an extraordinaryinterest in this ancient Chinese instru... Zhao Cong, a young pipa (four-stringedChinese lute) performer with the China CentralTraditional Music Ensemble, was born into a familyof musicians. She developed an extraordinaryinterest in this ancient Chinese instrument in herchildhood. When her parents asked 展开更多
关键词 Fascinating Rhythms played on Fingertips
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CHESS PLAYED IN THE DORKANG PASTORAL AREAS
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《China's Tibet》 2001年第2期42-42,共1页
关键词 CHESS played IN THE DORKANG PASTORAL AREAS
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Coal-rock gas accumulation mechanism and the whole petroleum system of coal measures 被引量:1
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作者 LI Guoxin JIA Chengzao +2 位作者 ZHAO Qun ZHOU Tianqi GAO Jinliang 《Petroleum Exploration and Development》 2025年第1期33-49,共17页
Coal measures are significant hydrocarbon source rocks and reservoirs in petroliferous basins.Many large gas fields and coalbed methane fields globally are originated from coal-measure source rocks or accumulated in c... Coal measures are significant hydrocarbon source rocks and reservoirs in petroliferous basins.Many large gas fields and coalbed methane fields globally are originated from coal-measure source rocks or accumulated in coal rocks.Inspired by the discovery of shale oil and gas,and guided by“the overall exploration concept of considering coal rock as reservoir”,breakthroughs in the exploration and development of coal-rock gas have been achieved in deep coal seams with favorable preservation conditions,thereby opening up a new development frontier for the unconventional gas in coal-rock reservoirs.Based on the data from exploration and development practices,a systematic study on the accumulation mechanism of coal-rock gas has been conducted.The mechanisms of“three fields”controlling coal-rock gas accumulation are revealed.It is confirmed that the coal-rock gas is different from CBM in accumulation process.The whole petroleum systems in the Carboniferous–Permian transitional facies coal measures of the eastern margin of the Ordos Basin and in the Jurassic continental facies coal measures of the Junggar Basin are characterized,and the key research directions for further developing the whole petroleum system theory of coal measures are proposed.Coal rocks,compared to shale,possess intense hydrocarbon generation potential,strong adsorption capacity,dual-medium reservoir properties,and partial or weak oil and gas self-sealing capacity.Additionally,unlike other unconventional gas such as shale gas and tight gas,coal-rock gas exhibits more complex accumulation characteristics,and its accumulation requires a certain coal-rock play form lithological and structural traps.Coal-rock gas also has the characteristics of conventional fractured gas reservoirs.Compared with the basic theory and model of the whole petroleum system established based on detrital rock formations,coal measures have distinct characteristics and differences in coal-rock reservoirs and source-reservoir coupling.The whole petroleum system of coal measures is composed of various types of coal-measure hydrocarbon plays with coal(and dark shale)in coal measures as source rock and reservoir,and with adjacent tight layers as reservoirs or cap or transport layers.Under the action of source-reservoir coupling,coal-rock gas is accumulated in coal-rock reservoirs with good preservation conditions,tight oil/gas is accumulated in tight layers,conventional oil/gas is accumulated in traps far away from sources,and coalbed methane is accumulated in coal-rock reservoirs damaged by later geological processes.The proposed whole petroleum system of coal measures represents a novel type of whole petroleum system. 展开更多
关键词 coal measure coal-rock gas coalbed methane tight gas coal-rock play accumulation mechanism whole petroleum system whole petroleum system of coal measures
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Playful work design,flow,and employee creativity
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作者 Jian Zhu Xin Wen Business 《Journal of Psychology in Africa》 2025年第2期199-205,共7页
This study explores the impact of playful work design on employee creativity through flow,as well as the moderating role of playful climate in this relationship.We collected data from 272 employees across various indu... This study explores the impact of playful work design on employee creativity through flow,as well as the moderating role of playful climate in this relationship.We collected data from 272 employees across various industries in China(47.2%from the service industry;61.8%female;63.6%aged 26–40 years).Participants completed measures of playful work design,flow,playful climate,and creativity.Through hierarchical regression and bootstrapping analyses,the results indicate that:(a)playful work design is positively associated with creativity;(b)flow mediates this relationship;and(c)playful climate strengthens the link between playful work design and flow,thereby enhancing employee creativity.These findings support work flow theory by demonstrating that playful work design satisfies employees’basic psychological needs,stimulates intrinsic motivation,and ultimately induces flow to enhance creativity.For practical implications,managers should prioritize employees’work experience,monitor their flow states,and foster a playful climate. 展开更多
关键词 playful work design FLOW employee creativity playful climate
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A Special Friendship
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作者 张超 张素芬 《中学生英语》 2025年第13期6-6,共1页
One sunny day,a little dog with the name Max met a little cat named Lily in the backyard.Max:Hi,Lily!I'm looking for something interesting to do.Do you want to play with me?Lily:Sure,Max!But how 1 can we play?Max:... One sunny day,a little dog with the name Max met a little cat named Lily in the backyard.Max:Hi,Lily!I'm looking for something interesting to do.Do you want to play with me?Lily:Sure,Max!But how 1 can we play?Max:How about hide-and-seek?Lily:Sound②great!You count first,and I'll go hide. 展开更多
关键词 PLAY FRIENDSHIP cat BACKYARD hide seek DOG
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Useful Apps
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作者 Christine Bedwell 《空中英语教室(初级版.大家说英语)》 2025年第10期42-43,55,56,共4页
Apps can help you in your daily life.For example,the app Kiwake helps you wake up.Its special alarm won't turn off until you do three things.You must take a picture of something far from your bed.Then play a short... Apps can help you in your daily life.For example,the app Kiwake helps you wake up.Its special alarm won't turn off until you do three things.You must take a picture of something far from your bed.Then play a short game to wake up your mind.After that,you must review your goals for the day. 展开更多
关键词 take picture something GAME play short game kiwake ALARM wake up useful apps PICTURE
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Bright,colourful,inspired by nature:The Creativeworld Trends 2025
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《China Textile》 2025年第2期52-53,共2页
From February 7 to 10,Creativeworld yet again served as the most important international stage for the latest trends in hobby,arts and crafts.Above all,the Trends 2025 area in Hall 1.2—once more curated by Stilbü... From February 7 to 10,Creativeworld yet again served as the most important international stage for the latest trends in hobby,arts and crafts.Above all,the Trends 2025 area in Hall 1.2—once more curated by Stilbüro Bora.Herke.Palmisano—offered an overview of the most important developments and invited visitors to take a playful stroll through the city,the garden,and the forest. 展开更多
关键词 stilb ro bora NATURE HALL playful stroll TRENDS Herke Palmisano Creativeworld
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Discovering the Beauty of China Through Its Plays
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作者 ZHOU LIN 《China Today》 2025年第3期49-49,共1页
Popular Chinese Plays Translated by Harold Acton Edited and proofread by Guan Xingzhong Hardcover,689 pages Published by Foreign Languages Press.Harold Acton(1904-1994)is an Italian-born British writer and legendary a... Popular Chinese Plays Translated by Harold Acton Edited and proofread by Guan Xingzhong Hardcover,689 pages Published by Foreign Languages Press.Harold Acton(1904-1994)is an Italian-born British writer and legendary aesthete,or a lover of beauty,who had lived for seven years in Beijing in the 1930s and wrote several works about Chinese theatre and poetry.He believes in the idea that true culture is universal. 展开更多
关键词 ITALIAN LOVER PLAYS
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Hopping backward to move forward:Single-leg backward hopping can better detect decreased quadriceps strength induced by a fatigue protocol compared to forward and vertical hopping
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作者 Yu Song Lauren Salsgiver +5 位作者 Kaden Van Valkenburg Natalie Christofferson Yessica Lo Zhichen Feng Brenna McGuinness Boyi Dai 《Journal of Sport and Health Science》 2025年第2期104-113,共10页
Background:Deficits in quadriceps strength of the injured leg have been observed in patients following anterior cruciate ligament(ACL)reconstructions and may contribute to ACL re-injury risk.Single-leg forward hopping... Background:Deficits in quadriceps strength of the injured leg have been observed in patients following anterior cruciate ligament(ACL)reconstructions and may contribute to ACL re-injury risk.Single-leg forward hopping is a widely used task for assessing knee function in patients following ACL reconstructions as it has been shown not to be particularly challenging to the knee.This study aimed to quantify the effect of decreased quadriceps strength induced by a fatigue protocol on hopping performance and lower limb mechanics in single-leg forward,vertical,and backward hopping.Methods:Thirty-four injury-free participants performed single-leg forward,vertical,and backward hopping on both legs pre-and post-fatigue,with 1 leg experiencing a fatigue protocol.Peak moments,power,and work of hip,knee,and ankle joints were quantified during the jumping phase.Hopping performance and bilateral asymmetries in performance were assessed.Results:Single-leg backward hopping demonstrated the greatest knee moments,power,and work compared to forward and vertical hopping,regardless of leg and fatigue.Fatigue protocol resulted in significantly less knee moments,power,and work,and decreased performance of the fatigued leg among all tasks.Bilateral symmetries in hopping performance decreased in post-fatigue,with the greatest decrease in backward hopping.Conclusion:The greater sensitivity of the backward hopping to detect quadriceps fatigue suggests it may act as a better or at least an additional metric to evaluate quadriceps strength deficits.The findings may contribute to the development of a clinically applicable and valid strength assessment to monitor the rehabilitation progress in patients following ACL reconstructions. 展开更多
关键词 Biomechanics ACL Return to play Bilateral asymmetry Anterior cruciate ligament
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PHOTO NEWS
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《China Today》 2025年第8期6-15,共10页
Learning and Playing Students are absorbed in reading at a bookstore in Qionghai City,Hainan Province on July 14,2025.1.Children joyfully play in a water park set up within Sunon Technological Innovation Park in Hangz... Learning and Playing Students are absorbed in reading at a bookstore in Qionghai City,Hainan Province on July 14,2025.1.Children joyfully play in a water park set up within Sunon Technological Innovation Park in Hangzhou,Zhejiang Province,on July 14,2025. 展开更多
关键词 BOOKSTORE PLAYING technological innovation park students READING sunon technological innovation park water park Hangzhou
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Control of volcanic lithofacies on play fairways:A case study of the Huoshiling Formation in the Dehui faulted depression,southern Songliao Basin,China
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作者 Jijun Li Chenghong Luo +8 位作者 Tianhong Yang Tongyao Zhang Peng Hao Bo Wang Yan Cheng Libin Song Kexin Jia Lili Li Chao Liu 《Energy Geoscience》 2025年第2期155-173,共19页
Volcanic reservoirs demonstrate strong heterogeneity and substantial variations in productivity due to the complexity of volcanic eruption and lithology.The main types of reservoir space are not clear,and the dominant... Volcanic reservoirs demonstrate strong heterogeneity and substantial variations in productivity due to the complexity of volcanic eruption and lithology.The main types of reservoir space are not clear,and the dominant lithofacies distribution,particularly the favorable areas for high-quality reservoirs,remains to be determined.In this paper,the Huoshiling Formation in the Dehui faulted depression,Songliao Basin is taken as an example to carry out the multi-scale joint characterization of its pore throat structure,establish a reservoir evaluation standard that considers both the gas content and seepage capacity,and perform reservoir evaluation and play fairway mapping under facies control.The results show that the storage space types of the gas-bearing reservoirs in the faulted depression can be ascribed into three categories and six subcategories according to the pore throat and pore characteristics.In terms of pore sizes,volcaniclastic lava rank the first,followed by volcaniclastic rocks,sedimentary volcaniclastic rocks and volcanic lava.The comprehensive evaluation parameter(Φ·K·Sg,whereΦis porosity,K permeability,and Sggas saturation)of high-quality reservoirs are all greater than 0.1.The volcanic reservoirs in the Stage-III strata are the highest in quality and largest in area of play fairways.The thermal debris flow sub-facies developed at Stage III are mainly seen along the western strike-slip fault zone in the Debei sub-sag and the southwest Nong'an tectonic belt,while those developed at Stage I are distributed along the central and eastern fault zones in the southeastern Baojia sub-sag.The favorable layer evaluation and favorable area delineation under facies control will be of certain reference significance for subsequent exploration and development of volcanic gas reservoirs. 展开更多
关键词 Dehui faulted depression Volcanic rock Pore throat characteristics Reservoir evaluation Dominant lithofacies Play fairway
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Tire playgrounds
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作者 范叶萍 《疯狂英语(新悦读)》 2025年第3期47-48,77,共3页
Operating under the philosophy that play is a child's right,Anthill Creations,a non‑profit run by Pooja Rai,has so far built 283 different play spaces using almost entirely painted tires,featuring large tire sculp... Operating under the philosophy that play is a child's right,Anthill Creations,a non‑profit run by Pooja Rai,has so far built 283 different play spaces using almost entirely painted tires,featuring large tire sculptures of cars,buildings or animals,paired with more classic elements of swings,see‑saws and jungle gyms. 展开更多
关键词 childrens rights Anthill Creations recycled tires large tire sculptures jungle gyms play spaces PLAYGROUNDS painted tiresfeaturing
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Single-image super-resolution of gamma-ray imaging system using deep denoiser prior based on plug-and-play framework
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作者 Guo-Guang Li Liang Sheng +6 位作者 Bao-Jun Duan Yang Li Yan Song Zi-Jian Zhu Wei-Peng Yan Dong-Wei Hei Qing-Zi Xing 《Matter and Radiation at Extremes》 2025年第2期56-70,共15页
Gamma-ray imaging systems are powerful tools in radiographic diagnosis.However,the recorded images suffer from degradations such as noise,blurring,and downsampling,consequently failing to meet high-precision diagnosti... Gamma-ray imaging systems are powerful tools in radiographic diagnosis.However,the recorded images suffer from degradations such as noise,blurring,and downsampling,consequently failing to meet high-precision diagnostic requirements.In this paper,we propose a novel single-image super-resolution algorithm to enhance the spatial resolution of gamma-ray imaging systems.A mathematical model of the gamma-ray imaging system is established based on maximum a posteriori estimation.Within the plug-and-play framework,the half-quadratic splitting method is employed to decouple the data fidelit term and the regularization term.An image denoiser using convolutional neural networks is adopted as an implicit image prior,referred to as a deep denoiser prior,eliminating the need to explicitly design a regularization term.Furthermore,the impact of the image boundary condition on reconstruction results is considered,and a method for estimating image boundaries is introduced.The results show that the proposed algorithm can effectively addresses boundary artifacts.By increasing the pixel number of the reconstructed images,the proposed algorithm is capable of recovering more details.Notably,in both simulation and real experiments,the proposed algorithm is demonstrated to achieve subpixel resolution,surpassing the Nyquist sampling limit determined by the camera pixel size. 展开更多
关键词 deep denoiser prior enhance spatial resolution maximum posteriori estimationwithin radiographic diagnosishoweverthe maximum posteriori estimation gamma ray imaging plug play framework recorded images
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HOW THE OMBRE GAME IS PLAYED IN POPE'S THE RAPE OF THE LOCK
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作者 周煦良 《外国语》 1982年第5期42-43,共2页
The ombre is played with the 8, 9, and 10 dispensed with, so there are altogether 40 cards. The trumps, when they are spades as in the case of The Rape of the Lock, are in the order of their rank, ace of spades (spadi... The ombre is played with the 8, 9, and 10 dispensed with, so there are altogether 40 cards. The trumps, when they are spades as in the case of The Rape of the Lock, are in the order of their rank, ace of spades (spadillio), deuce of spades (manillio), ace of clubs (pasto), K, Q, Kn, 7, 6, 5, 4, 3, making eleven in number. Of these, as will be seen in the following, Belinda has four, the three matadores, and K, the Baron has five, Ⅹ, Ⅹ, Ⅹ, Kn, and Q, the third player has two. The play is of a similar nature as that of the modern whist ofr bridge. Belinda begins by calling trumps, leading off first with the ace of spades, and then the deuce of spades, to which her opponents discard two small spades each; but when the ace of clubs is played, the third player is gone out of trumps, and Belinda succeeds to capture only 展开更多
关键词 HOW THE OMBRE GAME IS played IN POPE’S THE RAPE OF THE LOCK Player
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Chaperone-mediated autophagy directs a dual mechanism to balance premature senescence and senolysis to prevent intervertebral disc degeneration
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作者 Zhangrong Cheng Haiyang Gao +8 位作者 Pengzhi Shi Anran Zhang Xianglong Chen Yuhang Chen Weikang Gan Kangcheng Zhao Shuai Li Cao Yang Yukun Zhang 《Bone Research》 2025年第4期1028-1046,共19页
Intervertebral disc degeneration(IDD)is a progressive and dynamic process in which the senescence-associated secretory phenotype(SASP)of nucleus pulposus cells(NPC)plays a significant role.While impaired chaperone-med... Intervertebral disc degeneration(IDD)is a progressive and dynamic process in which the senescence-associated secretory phenotype(SASP)of nucleus pulposus cells(NPC)plays a significant role.While impaired chaperone-mediated autophagy(CMA)has been associated with inflammation and cellular senescence,its specific involvement in the self-perpetuating feedback loop of NPC senescence remains poorly understood.Through LAMP2A knockout in NPC,we identified a significant upregulation of DYRK1A,a core mediator of premature senescence in Down syndrome.Subsequent validation established DYRK1A as the critical driver of premature senescence in CMA-deficient NPC.Combinatorial transcription factor analysis revealed that under IL1B stimulation or CMA inhibition,elevated DYRK1A promoted FOXC1 phosphorylation and nuclear translocation,initiating transcriptional activation of cell cycle arrest.Intriguingly,CMA impairment concurrently enhanced glutamine metabolic flux in senescent NPC,thereby augmenting their survival fitness.Transcriptomic profiling demonstrated that CMA reactivation in senescent NPC facilitated fate transition from senescence to apoptosis,mediated by decreased glutamine flux via GLUL degradation.Therefore,CMA exerts protective effects against IDD by maintaining equilibrium between premature senescence and senolysis.This study elucidates CMA’s regulatory role in SASP-mediated senescence amplification circuits,providing novel therapeutic insights for IDD and other age-related pathologies. 展开更多
关键词 lamp knockout Intervertebral Disc Degeneration Dyrk Glutamine Metabolism SENESCENCE Senescence Associated Secretory Phenotype intervertebral disc degeneration idd nucleus pulposus cells npc plays
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Tricks Played by Customers
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作者 倪俊 《当代外语研究》 2001年第7期38-38,共1页
In every big store (supermarkets, shopping malls, or department stores, etc. ),near the store gate, you can always find a "Return Desk", where customers caneasily return what they buy and get refunded in ful... In every big store (supermarkets, shopping malls, or department stores, etc. ),near the store gate, you can always find a "Return Desk", where customers caneasily return what they buy and get refunded in full. When doing so, you simplyneedn’t give any reasons and thus you needn’t feel embarrassed at all. I 展开更多
关键词 Tricks played by Customers
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Distributed Nash Equilibrium Seeking Strategies Under Quantized Communication 被引量:3
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作者 Maojiao Ye Qing-Long Han +2 位作者 Lei Ding Shengyuan Xu Guobiao Jia 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2024年第1期103-112,共10页
This paper is concerned with distributed Nash equi librium seeking strategies under quantized communication. In the proposed seeking strategy, a projection operator is synthesized with a gradient search method to achi... This paper is concerned with distributed Nash equi librium seeking strategies under quantized communication. In the proposed seeking strategy, a projection operator is synthesized with a gradient search method to achieve the optimization o players' objective functions while restricting their actions within required non-empty, convex and compact domains. In addition, a leader-following consensus protocol, in which quantized informa tion flows are utilized, is employed for information sharing among players. More specifically, logarithmic quantizers and uniform quantizers are investigated under both undirected and connected communication graphs and strongly connected digraphs, respec tively. Through Lyapunov stability analysis, it is shown that play ers' actions can be steered to a neighborhood of the Nash equilib rium with logarithmic and uniform quantizers, and the quanti fied convergence error depends on the parameter of the quan tizer for both undirected and directed cases. A numerical exam ple is given to verify the theoretical results. 展开更多
关键词 CONSENSUS distributed Nash equilibrium seeking projected gradient play quantized communication
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Enrichment conditions and resource potential of coal-rock gas in Ordos Basin,NW China 被引量:3
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作者 NIU Xiaobing FAN Liyong +4 位作者 YAN Xiaoxiong ZHOU Guoxiao ZHANG Hui JING Xueyuan ZHANG Mengbo 《Petroleum Exploration and Development》 SCIE 2024年第5期1122-1137,共16页
To reveal the enrichment conditions and resource potential of coal-rock gas in the Ordos Basin,this paper presents a systematic research on the sedimentary environment,distribution,physical properties,reservoir charac... To reveal the enrichment conditions and resource potential of coal-rock gas in the Ordos Basin,this paper presents a systematic research on the sedimentary environment,distribution,physical properties,reservoir characteristics,gas-bearing characteristics and gas accumulation play of deep coals.The results show that thick coals are widely distributed in the Carboniferous–Permian of the Ordos Basin.The main coal seams Carboniferous 5~#and Permian 8~#in the Carboniferous–Permian have strong hydrocarbon generation capacity and high thermal evolution degree,which provide abundant materials for the formation of coal-rock gas.Deep coal reservoirs have good physical properties,especially porosity and permeability.Coal seams Carboniferous 5^(#)and Permian 8^(#)exhibit the average porosity of 4.1%and 6.4%,and the average permeability of 8.7×10^(-3)μm^(2)and 15.7×10^(-3)μm^(2),respectively.Cleats and fissures are developed in the coals,and together with the micropores,constitute the main storage space.With the increase of evolution degree,the micropore volume tends to increase.The development degree of cleats and fissures has a great impact on permeability.The coal reservoirs and their industrial compositions exhibit significantly heterogeneous distribution in the vertical direction.The bright coal seam,which is in the middle and upper section,less affected by ash filling compared with the lower section,and contains well-developed pores and fissures,is a high-quality reservoir interval.The deep coals present good gas-bearing characteristics in Ordos Basin,with the gas content of 7.5–20.0 m^(3)/t,and the proportion of free gas(greater than 10%,mostly 11.0%–55.1%)in coal-rock gas significantly higher than that in shallow coals.The enrichment degree of free gas in deep coals is controlled by the number of macropores and microfractures.The coal rock pressure testing shows that the coal-limestone and coal-mudstone combinations for gas accumulation have good sealing capacity,and the mudstone/limestone(roof)-coal-mudstone(floor)combination generally indicates high coal-rock gas values.The coal-rock gas resources in the Ordos Basin were preliminarily estimated by the volume method to be 22.38×10^(12)m^(3),and the main coal-rock gas prospects in the Ordos Basin were defined.In the central-east of the Ordos Basin,Wushenqi,Hengshan-Suide,Yan'an,Zichang,and Yichuan are coal-rock gas prospects for the coal seam#8 of the Benxi Formation,and Linxian West,Mizhi,Yichuan-Huangling,Yulin,and Wushenqi-Hengshan are coal-rock gas prospects for the coal seam#5 of the Shanxi Formation,which are expected to become new areas for increased gas reserves and production. 展开更多
关键词 coal-rock gas coalbed methane critical depth coal characteristics enrichment conditions gas accumulation play resource potential exploration direction Ordos Basin
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Leveraging User-Generated Comments and Fused BiLSTM Models to Detect and Predict Issues with Mobile Apps 被引量:2
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作者 Wael M.S.Yafooz Abdullah Alsaeedi 《Computers, Materials & Continua》 SCIE EI 2024年第4期735-759,共25页
In the last decade, technical advancements and faster Internet speeds have also led to an increasing number ofmobile devices and users. Thus, all contributors to society, whether young or old members, can use these mo... In the last decade, technical advancements and faster Internet speeds have also led to an increasing number ofmobile devices and users. Thus, all contributors to society, whether young or old members, can use these mobileapps. The use of these apps eases our daily lives, and all customers who need any type of service can accessit easily, comfortably, and efficiently through mobile apps. Particularly, Saudi Arabia greatly depends on digitalservices to assist people and visitors. Such mobile devices are used in organizing daily work schedules and services,particularly during two large occasions, Umrah and Hajj. However, pilgrims encounter mobile app issues such asslowness, conflict, unreliability, or user-unfriendliness. Pilgrims comment on these issues on mobile app platformsthrough reviews of their experiences with these digital services. Scholars have made several attempts to solve suchmobile issues by reporting bugs or non-functional requirements by utilizing user comments.However, solving suchissues is a great challenge, and the issues still exist. Therefore, this study aims to propose a hybrid deep learningmodel to classify and predict mobile app software issues encountered by millions of pilgrims during the Hajj andUmrah periods from the user perspective. Firstly, a dataset was constructed using user-generated comments fromrelevant mobile apps using natural language processing methods, including information extraction, the annotationprocess, and pre-processing steps, considering a multi-class classification problem. Then, several experimentswere conducted using common machine learning classifiers, Artificial Neural Networks (ANN), Long Short-TermMemory (LSTM), and Convolutional Neural Network Long Short-Term Memory (CNN-LSTM) architectures, toexamine the performance of the proposed model. Results show 96% in F1-score and accuracy, and the proposedmodel outperformed the mentioned models. 展开更多
关键词 Mobile apps issues play store user comments deep learning LSTM bidirectional LSTM
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