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Parameter calibration of the tensile-shear interactive damage constitutive model for sandstone failure
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作者 Yun Shu Zheming Zhu +4 位作者 Meng Wang Weiting Gao Fei Wang Duanying Wan Yuntao Wang 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2024年第4期1153-1174,共22页
The tensile-shear interactive damage(TSID)model is a novel and powerful constitutive model for rock-like materials.This study proposes a methodology to calibrate the TSID model parameters to simulate sandstone.The bas... The tensile-shear interactive damage(TSID)model is a novel and powerful constitutive model for rock-like materials.This study proposes a methodology to calibrate the TSID model parameters to simulate sandstone.The basic parameters of sandstone are determined through a series of static and dynamic tests,including uniaxial compression,Brazilian disc,triaxial compression under varying confining pressures,hydrostatic compression,and dynamic compression and tensile tests with a split Hopkinson pressure bar.Based on the sandstone test results from this study and previous research,a step-by-step procedure for parameter calibration is outlined,which accounts for the categories of the strength surface,equation of state(EOS),strain rate effect,and damage.The calibrated parameters are verified through numerical tests that correspond to the experimental loading conditions.Consistency between numerical results and experimental data indicates the precision and reliability of the calibrated parameters.The methodology presented in this study is scientifically sound,straightforward,and essential for improving the TSID model.Furthermore,it has the potential to contribute to other rock constitutive models,particularly new user-defined models. 展开更多
关键词 Damage constitutive model Parameter calibration Rock modeling SANDSTONE Dynamic impact load Tensile-shear interactive damage(TSID)model
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A Double-Interactively Recurrent Fuzzy Cerebellar Model Articulation Controller Model Combined with an Improved Particle Swarm Optimization Method for Fall Detection
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作者 Jyun-Guo Wang 《Computer Systems Science & Engineering》 2024年第5期1149-1170,共22页
In many Eastern and Western countries,falling birth rates have led to the gradual aging of society.Older adults are often left alone at home or live in a long-term care center,which results in them being susceptible t... In many Eastern and Western countries,falling birth rates have led to the gradual aging of society.Older adults are often left alone at home or live in a long-term care center,which results in them being susceptible to unsafe events(such as falls)that can have disastrous consequences.However,automatically detecting falls fromvideo data is challenging,and automatic fall detection methods usually require large volumes of training data,which can be difficult to acquire.To address this problem,video kinematic data can be used as training data,thereby avoiding the requirement of creating a large fall data set.This study integrated an improved particle swarm optimization method into a double interactively recurrent fuzzy cerebellar model articulation controller model to develop a costeffective and accurate fall detection system.First,it obtained an optical flow(OF)trajectory diagram from image sequences by using the OF method,and it solved problems related to focal length and object offset by employing the discrete Fourier transform(DFT)algorithm.Second,this study developed the D-IRFCMAC model,which combines spatial and temporal(recurrent)information.Third,it designed an IPSO(Improved Particle Swarm Optimization)algorithm that effectively strengthens the exploratory capabilities of the proposed D-IRFCMAC(Double-Interactively Recurrent Fuzzy Cerebellar Model Articulation Controller)model in the global search space.The proposed approach outperforms existing state-of-the-art methods in terms of action recognition accuracy on the UR-Fall,UP-Fall,and PRECIS HAR data sets.The UCF11 dataset had an average accuracy of 93.13%,whereas the UCF101 dataset had an average accuracy of 92.19%.The UR-Fall dataset had an accuracy of 100%,the UP-Fall dataset had an accuracy of 99.25%,and the PRECIS HAR dataset had an accuracy of 99.07%. 展开更多
关键词 Double interactively recurrent fuzzy cerebellar model articulation controller(D-IRFCMAC) improved particle swarm optimization(IPSO) fall detection
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An Exploration of the Interactive Web-based College English Teaching Model 被引量:1
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作者 周迎 《Sino-US English Teaching》 2006年第4期47-51,共5页
In the light of the theory of constructivism, the interactive web-based college English teaching model is intended to facilitate "autonomy", "inquiry" and "cooperation" in learning English. This paper presents a... In the light of the theory of constructivism, the interactive web-based college English teaching model is intended to facilitate "autonomy", "inquiry" and "cooperation" in learning English. This paper presents a research in which the interactive web-based college English teaching model intends to reshape the teacher's and learner's roles in the classroom. Based on the research, an exploration is made --- within the framework of the interactive web-based model --- on the design of "teaching model" and "learning model", its application and related potential problems. 展开更多
关键词 interactive web-based college English teaching model CONSTRUCTIVISM AUTONOMY inquiry cooperation
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Target Tracking Using the Interactive Multiple Model Method 被引量:6
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作者 张劲松 杨位钦 胡士强 《Journal of Beijing Institute of Technology》 EI CAS 1998年第3期299-304,共6页
Aim To develop a practical target tracking algorithm for different motion modes. Methods After creation of the new model, it was implemented by computer simulation to prove its performance and compared with the of... Aim To develop a practical target tracking algorithm for different motion modes. Methods After creation of the new model, it was implemented by computer simulation to prove its performance and compared with the often-used current statistical model. Results The simulation results show that the new IMM (interactive multiple model) have low tracking error in both maneuVering segment and non^Inaneuwi segment while the current statistical model bas muCh higher tracking error in non-maneuvering segment. Conclusion In the point of trackintaccuracy, the new IMM method is much better than the current acceleration method. It can develop into a practical target hacking method. 展开更多
关键词 interactive multiple model TRACKING maneuvering target Kalman filter
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Interactive Training Model of TRIZ for Mechanical Engineers in China 被引量:9
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作者 TAN Runhua ZHANG Huangao 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2014年第2期240-248,共9页
Abstract: Innovation is a process of taking an original idea and converting it into a business value, in which the engineers face some inventive problems which can be solved hardly by experience. TRIZ, as a new theor... Abstract: Innovation is a process of taking an original idea and converting it into a business value, in which the engineers face some inventive problems which can be solved hardly by experience. TRIZ, as a new theory for companies in China, provides both conceptual and procedural knowledge for finding and solving inventive problems. Because the government plays a leading role in the diffusion of TRIZ, too many companies from different industries are waiting to be trained, but the quantity of the trainers mastering TRIZ is incompatible with that requirement. In this context, to improve the training effect, an interactive training model of TRIZ for the mechanical engineers in China is developed and the implementation in the form of training classes is carried out. The training process is divided into 6 phases as follows: selecting engineers, training stage-l, finding problems, training stage-2, finding solutions and summing up. The government, TRIZ institutions and companies to join the programs interact during the process. The government initiates and monitors a project in form of a training class of TRIZ and selects companies to join the programs. Each selected companies choose a few engineers to join the class and supervises the training result. The TRIZ institutions design the training courses and carry out training curriculum. With the beginning of the class, an effective communication channel is established by means of interview, discussion face to face, E-mail, QQ and so on. After two years training practices, the results show that innovative abilities of the engineers to join and pass the final examinations increased distinctly, and most of companies joined the training class have taken congnizance of the power of TRIZ for product innovation. This research proposes an interactive training model of TRIZ for mechanical engineers in China to expedite the knowledge diffusion of TRIZ. 展开更多
关键词 TR1Z interactive training model innovative abilities for mechanical engineers knowledge diffusion
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The Interactive Teaching in College English Listening Practice 被引量:1
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作者 高莉 《海外英语》 2012年第14期15-16,共2页
This paper discusses about how to enhance the interaction of teaching in College English Listening class,thus to change the single teaching situation and stimulate the students'interest in English learning and mob... This paper discusses about how to enhance the interaction of teaching in College English Listening class,thus to change the single teaching situation and stimulate the students'interest in English learning and mobilize the students'enthusiasm for learning,so that it can make sure that each section of the listening class really has a good teaching result. 展开更多
关键词 COLLEGE ENGLISH listening interactive TEACHING
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Surrogate model-assisted interactive genetic algorithms with individual’s fuzzy and stochastic fitness 被引量:1
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作者 Xiaoyan SUN, Dunwei GONG (School of Information and Electrical Engineering, China University of Mining and Technology, Xuzhou Jiangsu 221116, China) 《控制理论与应用(英文版)》 EI 2010年第2期189-199,共11页
We propose a surrogate model-assisted algorithm by using a directed fuzzy graph to extract a user’s cognition on evaluated individuals in order to alleviate user fatigue in interactive genetic algorithms with an indi... We propose a surrogate model-assisted algorithm by using a directed fuzzy graph to extract a user’s cognition on evaluated individuals in order to alleviate user fatigue in interactive genetic algorithms with an individual’s fuzzy and stochastic fitness. We firstly present an approach to construct a directed fuzzy graph of an evolutionary population according to individuals’ dominance relations, cut-set levels and interval dominance probabilities, and then calculate an individual’s crisp fitness based on the out-degree and in-degree of the fuzzy graph. The approach to obtain training data is achieved using the fuzzy entropy of the evolutionary system to guarantee the credibilities of the samples which are used to train the surrogate model. We adopt a support vector regression machine as the surrogate model and train it using the sampled individuals and their crisp fitness. Then the surrogate model is optimized using the traditional genetic algorithm for some generations, and some good individuals are submitted to the user for the subsequent evolutions so as to guide and accelerate the evolution. Finally, we quantitatively analyze the performance of the presented algorithm in alleviating user fatigue and increasing more opportunities to find the satisfactory individuals, and also apply our algorithm to a fashion evolutionary design system to demonstrate its efficiency. 展开更多
关键词 interactive genetic algorithms User fatigue Surrogate model Directed fuzzy graph Fuzzy entropy
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The Interactive Relationship Between Listening and Speaking in English Learning
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作者 胡俊茹 《海外英语》 2012年第12X期74-76,80,共4页
This paper focuses on the interactive relationship between listening and speaking in communication process and analyzes the shortcoming of traditional teaching methods in this aspect.With regard to the students' l... This paper focuses on the interactive relationship between listening and speaking in communication process and analyzes the shortcoming of traditional teaching methods in this aspect.With regard to the students' lack of competence in their oral communication demonstrated in English learning process,the paper illustrates how to create a language environment combining listening and speaking so as to develop the students'synthesis capability of language. 展开更多
关键词 listening SPEAKING interactive relationship ORAL c
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The Metacognitive Strategy-Oriented Model in Primary English Listening --A Study Within the Framework of Task-based Syllabus
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作者 ZHENG Jie 《Journal of Literature and Art Studies》 2016年第10期1240-1250,共11页
With the development of language teaching theories and researches, people gradually realize the importance of listening among the basic foreign language skills. Thus, how to improve the efficiency of foreign language ... With the development of language teaching theories and researches, people gradually realize the importance of listening among the basic foreign language skills. Thus, how to improve the efficiency of foreign language listening teaching has long been a concern of researchers and foreign language teachers. As the beginning of English study, primary English is of significant importance for the learners' future language development. The study tries to put primary English listening together with metacognitive strategy and build up the metacognitive strategy-oriented model in primary English listening class in order to improve primary students' listening comprehension. Firstly, the thesis pointed out the disadvantages of the current primary English listening teaching. In order to make up these disadvantages, the previous studies of listening comprehension and metacognition both home and abroad are reviewed and the necessity and feasibility of the study are discussed. Finally, it is concluded that it is necessary and feasible to carry out the metacognitive strategy-oriented model in primary English class. 展开更多
关键词 primary English metacognitive strategy-oriented model metacognitive awareness listening comprehension
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An Empirical Study on the 1 + 1 Model in College English Listening and Speaking Class
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作者 LI Wan-jun MENG Zi-yan NIU Yan-li SUN Li-hua FENG Chao 《Sino-US English Teaching》 2012年第5期1132-1138,共7页
Improving college students' listening and speaking ability is a very important part of college English teaching Based on the foreign and domestic studies on how to improve students' listening and speaking ability, t... Improving college students' listening and speaking ability is a very important part of college English teaching Based on the foreign and domestic studies on how to improve students' listening and speaking ability, this paper explores the 1 + 1 model in listening and speaking class, which is to divide the listening and speaking class into two parts--small speaking class combined with students' online autonomous learning. Through one-year experiment and study on two classes, although there is no significant difference between the performances of these classes, this study has shed some light on how to vary the teaching methods, how to improve the class efficiency, students' autonomy in leaming, and how to build new assessment system. Further studies could be made later based on this 展开更多
关键词 college English listening and speaking class 1 1 teaching model small speaking class autonomouslearning
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The Design of Interactive Teaching Model for College English Course in Web-based Span
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作者 Zeng-Ying 《International Journal of Technology Management》 2016年第3期43-45,共3页
Traditional college English teaching model centered on grammar and words teaching. However, information technology brings about a reformation in college English teaching model. According to constructivism, language te... Traditional college English teaching model centered on grammar and words teaching. However, information technology brings about a reformation in college English teaching model. According to constructivism, language teaching requires plenty of raw materials and practice in real life. Web could serve as a tool for language learners to collect raw materials and a channel to communicate efficiently. Combined with web resources and technology, in the model of web-based interactive teaching model, teachers and students could interact with each other through various access, which will not only stimulate students' learning interest, but also raise learning efficiency. 展开更多
关键词 teaching model interactive college English WEB-BASED
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An Interactive Model for Analyzing the Development of the Communication Discipline: Israel as a Case Study
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作者 Anat First Hanna Adoni 《Journalism and Mass Communication》 2015年第7期324-340,共17页
Our paper presents an interactive four-dimensional model for studying the long- and short-term development of the communication discipline with Israel serving as a case study: institutional-contextual, institutional-... Our paper presents an interactive four-dimensional model for studying the long- and short-term development of the communication discipline with Israel serving as a case study: institutional-contextual, institutional-in-field, intellectual-contextual, and intellectual-in-field. Our empirical analysis utilized personal interviews, archive documents, and statistical data. Four main processes were discerned: transition from integration to alienation between institutions of higher learning and the larger political and ideological context; a shift from Hebrew University Institute of Communication's institutional monopoly to a multiplicity of increasingly competitive communication schools/departments; transition from intellectual hegemony to limited intellectual diversity; and gradually improving status for the communication field among social science disciplines. Our case-study analysis validated the interactive relationship among the model's conceptual dimensions, calling for future cross-national comparisons. 展开更多
关键词 development of communication discipline interactive model conceptual dimensions limited intellectual diversity communication field in Israel
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Generation of Interactive Questionnaires Using YAWL-based Workflow Models
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作者 Raimond Wust Stephan Butikofer +1 位作者 Jurgen Spielberger Jorg Sigrist 《Management Studies》 2015年第6期273-280,共8页
A concept is introduced in this article which has strong practical impact for computer aided system configuration. System configuration is a cumbersome and fault sensitive task while setting up systems in a broad rang... A concept is introduced in this article which has strong practical impact for computer aided system configuration. System configuration is a cumbersome and fault sensitive task while setting up systems in a broad range of business applications like ERP (enterprise resource planning) and other workflow-systems. Given a generic process or workflow model in YAWL-notation (yet another workflow language) or any other process modeling language like business process model and notation or WFMC (workflow management coalition), it could be stated that, by using a set of reduction rules as introduced, it is possible to generate a hierarchically structured tree of sub graphs of the workflow graph-representation. According to the notation used, authors call these sub graphs facts. The tree structure of the graph-representation on one hand and the logical relation between the branches and leafs of the tree on the other can be utilized to create a set of constraints and dependencies among the single facts. Some researchers showed that the nested branches can be associated to (predefined) questions with respect to the configuration of a workflow management system, for instance an ERP-application. They presented an algorithm which dynamically sorts the questions and answers in a maximum efficient configuration path, while working through the corresponding questionnaire. By combining the different elements as facts, constraints on questions, and configuration space, it is thus possible to algorithmically generate the efficient structured and interactive questionnaire for the configuration of workflow systems and algorithmically check the consistency (dead lock free, free of synchronization structural conflict) of the underlying workflow model. The concept was tested in the prototype of the interactive questionnaire for configuration of the web-service based ERP-Application Posity. 展开更多
关键词 workflow modeling interactive questionnaire algorithmic process analysis workflow graph reduction formal workflow consistence ERP-system setup system automation
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Analysis on the Teaching Model of Physical Education in Colleges based on Interactive Teaching Method and Participatory Teaching Method
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作者 Hong Huang 《International Journal of Technology Management》 2016年第11期10-12,共3页
In this paper, we conduct research on the teaching model of physical education in colleges based on interactive teaching method and participatory teaching method. Campus sports culture is a combination of basic social... In this paper, we conduct research on the teaching model of physical education in colleges based on interactive teaching method and participatory teaching method. Campus sports culture is a combination of basic social culture and sports culture in the campus group products, with cultural characteristics. System science is to provide the comprehensive approach for us, whether it is system engineering or operations research, whether the system analysis and network planning, the system provides the scientific research methods are first in the whole system of standing height above, students through the independent thinking, listening carefully, hands-on operation, active speech and other explicit behavior, and while constantly internalized teaching content and enrich their knowledge structure. Under this basis, this paper proposes the new idea of the teaching model of the physical education in colleges based on interactive teaching method and participatory teaching. The effect will be evaluated in the future research. 展开更多
关键词 Teaching model Physical Education interactive Teaching Participatory Teaching
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The Design and Application of the Flipped Classroom Model in English Viewing, Listening and Speaking
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作者 Yang Yanling Li Ha 《International Journal of Technology Management》 2014年第8期138-141,共4页
In this paper, we put forward a new teaching model of flipped classroom applied to English Viewing, Listening and Speaking with the combination of features of this course and college students' learning characteristic... In this paper, we put forward a new teaching model of flipped classroom applied to English Viewing, Listening and Speaking with the combination of features of this course and college students' learning characteristics. Based on the proposed model, we set up and implement the instructional plans. In the teaching practice, we verify and analyze the effect of this teaching model. The practice has proved that the teaching model based on flipped classroom has a positive effect to improve students' capability of listening and speaking and their initiative in learning. 展开更多
关键词 flipped classroom English Viewing listening and Speaking teaching model
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A new interacting capillary bundle model on the multiphase flow in micropores of tight rocks
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作者 Wen-Quan Deng Tian-Bo Liang +3 位作者 Wen-Zhong Wang Hao Liu Jun-Lin Wu Fu-Jian Zhou 《Petroleum Science》 SCIE EI CAS CSCD 2024年第2期1099-1112,共14页
Surfactants are widely used in the fracturing fluid to enhance the imbibition and thus the oil recovery rate. However, current numerical models cannot capture the physics behind capillary imbibition during the wettabi... Surfactants are widely used in the fracturing fluid to enhance the imbibition and thus the oil recovery rate. However, current numerical models cannot capture the physics behind capillary imbibition during the wettability alteration by surfactants. Although the interacting capillary bundle(ICB) model shows potential in characterizing imbibition rates in different pores during wettability alteration, the existing ICB models neglect the influence of wettability and viscosity ratio on the imbibition behavior, making it difficult to accurately describe the oil-water imbibition behavior within the porous media. In this work,a new ICB mathematical model is established by introducing pressure balance without assuming the position of the leading front to comprehensively describe the imbibition behavior in a porous medium under different conditions, including gas-liquid spontaneous imbibition and oil-water imbibition.When the pore size distribution of a tight rock is known, this new model can predict the changes of water saturation during the displacement process in the tight rock, and also determine the imbibition rate in pores of different sizes. The water saturation profiles obtained from the new model are validated against the waterflooding simulation results from the CMG, while the imbibition rates calculated by the model are validated against the experimental observations of gas-liquid spontaneous imbibition. The good match above indicates the newly proposed model can show the water saturation profile at a macroscopic scale while capture the underlying physics of the multiphase flow in a porous medium at a microscopic scale. Simulation results obtained from this model indicate that both wettability and viscosity ratio can affect the sequence of fluid imbibition into pores of different sizes during the multiphase flow, where less-viscous wetting fluid is preferentially imbibed into larger pores while more-viscous wetting fluid tends to be imbibed into smaller pores. Furthermore, this model provides an avenue to calculate the imbibition rate in pores of different sizes during wettability alteration and capture the non-Darcy effect in micro-and nano-scale pores. 展开更多
关键词 Imbibition Multiphase flow Tight rock Interacting capillary bundle model Wettability
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FLOCKING OF A THERMODYNAMIC CUCKER-SMALE MODEL WITH LOCAL VELOCITY INTERACTIONS
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作者 金春银 李双智 《Acta Mathematica Scientia》 SCIE CSCD 2024年第2期632-649,共18页
In this paper, we study the flocking behavior of a thermodynamic Cucker–Smale model with local velocity interactions. Using the spectral gap of a connected stochastic matrix, together with an elaborate estimate on pe... In this paper, we study the flocking behavior of a thermodynamic Cucker–Smale model with local velocity interactions. Using the spectral gap of a connected stochastic matrix, together with an elaborate estimate on perturbations of a linearized system, we provide a sufficient framework in terms of initial data and model parameters to guarantee flocking. Moreover, it is shown that the system achieves a consensus at an exponential rate. 展开更多
关键词 FLOCKING local interaction thermodynamical Cucker-Smale model stochastic matrix neighbor graph
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Contrasts of bimodal tropical instability waves(TIWs)-induced wind stress perturbations in the Pacific Ocean among observations,ocean models,and coupled climate models
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作者 Kai MA Chuanyu LIU +1 位作者 Junli XU Fan WANG 《Journal of Oceanology and Limnology》 SCIE CAS CSCD 2024年第1期1-23,共23页
The coupling between wind stress perturbations and sea surface temperature(SST)perturbations induced by tropical instability waves(TIWs)in the Pacific Ocean has been revealed previously and proven crucial to both the ... The coupling between wind stress perturbations and sea surface temperature(SST)perturbations induced by tropical instability waves(TIWs)in the Pacific Ocean has been revealed previously and proven crucial to both the atmosphere and ocean.However,an overlooked fact by previous studies is that the loosely defined“TIWs”actually consist of two modes,including the Yanai wave-based TIW on the equator(hereafter eTIW)and the Rossby wave-based TIW off the equator(hereafter vTIW).Hence,the individual feedbacks of the wind stress to the bimodal TIWs remain unexplored.In this study,individual coupling relationships are established for both eTIW and v TIW,including the relationship between the TIW-induced SST perturbations and two components of wind stress perturbations,and the relationship between the TIW-induced wind stress perturbation divergence(curl)and the downwind(crosswind)TIW-induced SST gradients.Results show that,due to different distributions of eTIW and vTIW,the coupling strength induced by the eTIW is stronger on the equator,and that by the vTIW is stronger off the equator.The results of any of eTIW and vTIW are higher than those of the loosely defined TIWs.We further investigated how well the coupling relationships remained in several widely recognized oceanic general circulation models and fully coupled climate models.However,the coupling relationships cannot be well represented in most numerical models.Finally,we confirmed that higher resolution usually corresponds to more accurate simulation.Therefore,the coupling models established in this study are complementary to previous research and can be used to refine the oceanic and coupled climate models. 展开更多
关键词 bimodal tropical instability waves mesoscale air-sea interaction coupled models Yanai wave
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Simulation of wave scattering over a floating platform in the ocean with a coupled CFD-IBM model
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作者 Pengxuan Luo Jingxin Zhang +1 位作者 Yongyong Cao Shaohong Song 《Theoretical & Applied Mechanics Letters》 CAS CSCD 2024年第3期157-161,共5页
A numerical study of linear wave scattering over a floating platform has been simulated by an efficient numericalmodel in this letter.The non-hydrostatic model is used to simulate the free surface and the uneven botto... A numerical study of linear wave scattering over a floating platform has been simulated by an efficient numericalmodel in this letter.The non-hydrostatic model is used to simulate the free surface and the uneven bottom.For thesolid body modelling,the immersed boundary method(IBM)is implemented by introducing a virtual boundaryforce into the momentum equations to emulate the boundary conditions.This implementation enhances theability of the model to simulate interactions between waves and floating structures.A numerical case involvingwave interactions with a floating platform is studied to validate the numerical model.By simulating the wavepropagation,the numerical model captures the variation of the wave scattering very well,which verifies theperformance of the numerical model and the robust strategy of the IBM. 展开更多
关键词 Non-hydrostatic model Immersed boundary method Wave structure interaction Floating platform
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Dynamics of Land Use/Land Cover Considering Ecosystem Services for a Dense-Population Watershed Based on a Hybrid Dual-Subject Agent and Cellular Automaton Modeling Approach
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作者 Yutong Li Yanpeng Cai +3 位作者 Qiang Fu Xiaodong Zhang Hang Wan Zhifeng Yang 《Engineering》 SCIE EI CAS CSCD 2024年第6期182-195,共14页
Land use/land cover represents the interactive and comprehensive influences between human activities and natural conditions,leading to potential conflicts among natural and human-related issues as well as among stakeh... Land use/land cover represents the interactive and comprehensive influences between human activities and natural conditions,leading to potential conflicts among natural and human-related issues as well as among stakeholders.This study introduced economic standards for farmers.A hybrid approach(CA-ABM)of cellular automaton(CA)and an agent-based model(ABM)was developed to effectively deal with social and land-use synergic issues to examine human–environment interactions and projections of land-use conversions for a humid basin in south China.Natural attributes and socioeconomic data were used to analyze land use/land cover and its drivers of change.The major modules of the CA-ABM are initialization,migration,assets,land suitability,and land-use change decisions.Empirical estimates of the factors influencing the urban land-use conversion probability were captured using parameters based on a spatial logistic regression(SLR)model.Simultaneously,multicriteria evaluation(MCE)and Markov models were introduced to obtain empirical estimates of the factors affecting the probability of ecological land conversion.An agent-based CA-SLR-MCE-Markov(ABCSMM)land-use conversion model was proposed to explore the impacts of policies on land-use conversion.This model can reproduce observed land-use patterns and provide links for forest transition and urban expansion to land-use decisions and ecosystem services.The results demonstrated land-use simulations under multi-policy scenarios,revealing the usefulness of the model for normative research on land-use management. 展开更多
关键词 Land use/land cover Human-environment interactions Agent-based model Cellular automaton
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