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Ultrasound imaging-guided protocol for monitoring tumor growth in orthotopic rat model of hepatocellular carcinoma
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作者 Aswathy R Devan Sithara Manakkaparambil Sasidharan +5 位作者 Kannoth Panicker Sreekumar Ayalur Kodakara Kochugovindan Unni Sabitha Mangalathillam Abna Ansar Ashok R Unni Lekshmi R Nath 《World Journal of Hepatology》 2025年第10期260-274,共15页
BACKGROUND Syngeneic orthotopic tumor models offer an optimal functional tumor–immune interface for hepatocellular carcinoma research.Yet,unpredictable growth kinetics and spontaneous regression pose major obstacles.... BACKGROUND Syngeneic orthotopic tumor models offer an optimal functional tumor–immune interface for hepatocellular carcinoma research.Yet,unpredictable growth kinetics and spontaneous regression pose major obstacles.Efficient induction protocols and continuous monitoring are therefore essential.Routine exploratory surgeries are ethically untenable,making non-invasive imaging modalities attractive alternatives.High-resolution magnetic resonance imaging and microcomputed tomography deliver detailed insights but incur substantial equipment costs,radiation risks,time demands,and require specialized expertise—challenges that limit their routine use.In contrast,ultrasound(US)imaging emerges as a cost-effective,radiation-free,and rapid approach,facilitating practical and ethical longitudinal assessment of tumor progression in preclinical studies.AIM To optimize the orthotopic hepatocellular carcinoma model and evaluate the potential of US imaging for accurate and cost-effective tumor monitoring.METHODS Hepatocellular carcinoma was induced in 28 Sprague Dawley rats by implanting 5×10^(6) N1S1 cells into the left lateral hepatic lobe.Tumor progression was monitored weekly via US.Upon reaching 100-150 mm^(3),an experimental group(n=14)received Sorafenib(40 mg/kg)orally on alternate days for 28 days;efficacy was compared to untreated controls.US accuracy was validated against micro-computed tomography,gross caliper measurements and histopathological analysis.Reliability and operator proficiency in US assessment were also evaluated.RESULTS US images procured 7-day post-surgery revealed a well-defined hypoechoic nodule at the left liver lobe tip,confirming successful tumor induction(mean volume 130±39 mm^(3)).Only three animals exhibited spontaneous regression by week 2,underscoring the model’s stability.Sorafenib treatment elicited a marked tumor reduction(678±103 mm^(3))vs untreated control(6005±1760 mm^(3)).US assessment demonstrated robust intra and interobserver reproducibility with high sensitivity and specificity for tumor detection.Moreover,US derived volumes correlated strongly with gross caliper measurements,histopathological analysis,and microcomputed tomography imaging,validating its reliability as a non-invasive monitoring tool in preclinical hepatocellular carcinoma studies.CONCLUSION The results demonstrate that US imaging is a reliable,cost-effective,and animal sparing approach with an easy tomaster protocol,enabling monitoring of tumor progression and therapeutic response in orthotopic liver tumor models. 展开更多
关键词 Hepatocellular carcinoma Syngeneic N1S1 orthotopic model Ultrasound imaging Tumor growth monitoring Therapeutic response Cost-effective imaging tool Inter-observer reproducibility Receiver operating characteristics analysis
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The Dantzig Selector:Sparse Signals Recovery via l_(1-q)Minimization Model
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作者 LI Jie DENG Chaohong LI Baode 《新疆大学学报(自然科学版中英文)》 2025年第1期14-23,共10页
We propose the Dantzig selector based on the l_(1-q)(1<q≤2)minimization model for the sparse signal recovery.First,we discuss some properties of l_(1-q)minimization model and give some useful inequalities.Then,we ... We propose the Dantzig selector based on the l_(1-q)(1<q≤2)minimization model for the sparse signal recovery.First,we discuss some properties of l_(1-q)minimization model and give some useful inequalities.Then,we give a sufficient condition based on the restricted isometry property for the stable recovery of signals.The l_(1-2)minimization model of Yin-Lou-He is extended to the l_(1-q)minimization model. 展开更多
关键词 Dantzig selector l_(1-q)minimization model signal recovery restricted isometry property
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Practice and Exploration of Target Management Model for Clinical Pharmacists in Primary Hospitals
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作者 Xia Zhan Ting Zhou Hongrong Bao 《Journal of Clinical and Nursing Research》 2025年第9期32-41,共10页
Objective:To explore the target management model for clinical pharmacists in primary hospitals facing current shortages of clinical pharmacists,in order to improve the work efficiency and service quality of clinical p... Objective:To explore the target management model for clinical pharmacists in primary hospitals facing current shortages of clinical pharmacists,in order to improve the work efficiency and service quality of clinical pharmacy,and promote the high-quality development of clinical pharmacy in primary hospitals.Methods:Developing a target management model,adopting a wide coverage work model of“1+1+N”(that is,1 clinical pharmacist,1 resident clinical department,and N contracted clinical departments).According to the SMART principle,various work assessment indicators were quantified.This involved setting clear work goals,diversifying work methods,personalizing work methods,standardizing workflows,and using numerical assessment indicators.Regular supervision,inspection,feedback,and improvement mechanisms were implemented.Results:The implementation of the target management model has made the work effectiveness of clinical pharmacists visualized.There were more than 200 annual consultations and multidisciplinary team(MDT)cases,with an opinion adoption rate of 90.2%and a patient improvement rate of 80.6%.More than 1500 rational drug use interventions were conducted,with a suggestion adoption rate of 83.5%.In terms of pharmaceutical indicators control.The intensity of antibacterial drug use in 2024(without CMI adjustment)was 30.07 DDDs,significantly lower than the 2023 value of 33.54 DDDs,and also significantly lower than the provincial average(32.87 DDDs)and the average for hospitals of the same level(32.49 DDDs).The daily usage of intravenous infusion per bed for hospitalized patients was 2.09,a decrease from 2.15 in 2023,significantly lower than the provincial average of 2.71 and the average of 2.56 in hospitals of the same level.The amount of the second batch of national key monitoring drugs accounts for the value was 6.48%,significantly lower than the provincial average of 8.27%and the same level hospital average of 8.82%.In terms of chronic disease pharmaceutical management,taking the pharmaceutical management of patients with chronic heart failure as an example,the usage rates of renin-aldosterone-angiotensin-system inhibitors(RAAS inhibitors)and beta-blockers for heart failure in the management group were 87.88%and 80.81%,respectively,significantly higher-1 than those in the control group(62.22%and 65.56%).Heart rate in the management group(69.54±10.68 times·min-1)was significantly lower than in the control group(80.04±17.68 times·min)(P<0.001).The low-density lipoprotein cholesterol(1.69±0.57 mmol·L-1)was significantly lower than the control group(1.95±0.77 mmol·L-1)(P<0.001),and the 1-year readmission rate was 47.47%,significantly lower than the control group 56.67%.The Minnesota Living with Heart Failure Questionnaire(MLHFQ)Score was(44.20±10.78),significantly lower than the control group(55.89±11.48)(P<0.001),indicating a significant improvement in the patient’s quality of life.Conclusions:The targeted management model for clinical pharmacists can effectively enhance communication and collaboration between clinical pharmacists and clinicians,improve the work efficiency and service quality of clinical pharmacists in primary hospitals,promote the work of clinical pharmacy towards standardization and scientificization,boost the high-quality development of pharmacy in primary hospitals,and also provide new ideas and methods for the management of clinical pharmacists in other primary hospitals. 展开更多
关键词 Clinical pharmacist Target management “1+1+N”Management Model Primary hospital Pharmaceutical services
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A deterministic distributed modeling approach of Mediterranean water-cycle assessment,application in the Var catchment,France
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作者 Siyuan Chang Zhengmiao Li +2 位作者 Xinyi Lian Philippe Gourbesville Qiang Ma 《River》 2025年第3期297-310,共14页
Characterized by special morphologic,geographic,hydrologic,and societal behaviors,the water resources management of the Mediterranean catchment often shows a higher level of complexity including security issues of wat... Characterized by special morphologic,geographic,hydrologic,and societal behaviors,the water resources management of the Mediterranean catchment often shows a higher level of complexity including security issues of water supply,inundation risks,and environment management under the perspective of climate change.To have a comprehensive understanding of the Mediterranean water-cycle system,a deterministic distributed hydrologic modeling approach has been developed and presented in this study based on an application in the Var catchment(2800 km^(2))located at the French Mediterranean region.A 1D and 2D coupled model of MIKE SHE and MIKE 11 has been set up under a series of hypotheses to represent the whole hydrologic and hydrodynamic processes including rainfall-runoff,snow-melting,channel flow,overland flow,and the water exchange between land surface and unsaturated/saturated zones.The developed model was first calibrated with 4 years daily records from 2008 to 2011,then to be validated and further run within hourly time interval to produce detailed representation of the catchment water-cycle from 2012 to 2014.The deterministic distributed modeling approach presented in this study is able to represent its complicated water-cycle and used for supporting the decision‐making process of the water resources management of the catchment. 展开更多
关键词 1D/2D coupled model distributed hydrological model flood management Mediterranean catchment
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基于统计机器翻译的汉维词对齐研究 被引量:5
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作者 刘建明 吐尔根.依不拉音 艾山.吾买尔 《计算机应用与软件》 CSCD 2011年第4期57-59,90,共4页
描述了一个基于统计机器翻译的汉维词对齐系统。系统处理过程分为两个模块:预处理和词对齐。预处理过程包括汉文文本预处理和维吾尔文文本预处理,其中维吾尔文文本预处理过程为:首先将维吾尔文转换成拉丁维文,然后将拉丁维文中个别字符... 描述了一个基于统计机器翻译的汉维词对齐系统。系统处理过程分为两个模块:预处理和词对齐。预处理过程包括汉文文本预处理和维吾尔文文本预处理,其中维吾尔文文本预处理过程为:首先将维吾尔文转换成拉丁维文,然后将拉丁维文中个别字符替换为无歧义的字符。词对齐实现过程:首先利用IBM Model1-3,然后结合Och等人提出的启发式的思路进行优化,构建基于统计机器翻译的汉维词对齐系统。实验结果表明此系统可行。 展开更多
关键词 词对齐 IBM model1-3 启发式优化
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基于MVC模式的入党积极分子学习与考试系统
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作者 翟高粤 《科技广场》 2017年第7期60-62,共3页
本文探讨了Struts MVC开发模式的工作原理,介绍了Struts的一般配置和使用方法。针对项目开发中试题自动随机生成和视图设计的难点,采用MVC分层设计模式,把复杂的系统划分为简单的模块进行开发。实践证明,采用基于Struts MVC设计模式,可... 本文探讨了Struts MVC开发模式的工作原理,介绍了Struts的一般配置和使用方法。针对项目开发中试题自动随机生成和视图设计的难点,采用MVC分层设计模式,把复杂的系统划分为简单的模块进行开发。实践证明,采用基于Struts MVC设计模式,可以将系统进行很好的分工,使系统层次结构更加清晰,降低模块之间耦合性,简化编程,提高软件开发效率,增强系统的可维护性。 展开更多
关键词 STRUTS 考试系统 MVC model1 Model2
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齐分子噻吩乙炔的带电态研究
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作者 杨瑞萍 《聊城大学学报(自然科学版)》 2008年第3期48-52,共5页
采用半经验Austin Model1(AM1)方法,计算了齐分子噻吩乙炔带电态的几何结构性质,和中性态相比,由于一维电子-声子相互作用,带电态下其分子结构表现在C-C键长发生显著变化;不同的掺杂电荷方式和掺杂电荷的波函数是限制的波函数还是未限... 采用半经验Austin Model1(AM1)方法,计算了齐分子噻吩乙炔带电态的几何结构性质,和中性态相比,由于一维电子-声子相互作用,带电态下其分子结构表现在C-C键长发生显著变化;不同的掺杂电荷方式和掺杂电荷的波函数是限制的波函数还是未限制的波函数,其分子结构的变化形式是不同的,相应地产生不同的元激发,即极化子或双极化子. 展开更多
关键词 齐分子噻吩乙炔 带电态 AUSTIN model1(AM1)
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人工神经网络技术在台风浪预报中的应用 被引量:9
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作者 陈希 李妍 +1 位作者 沙文钰 闵景忠 《海洋科学》 CAS CSCD 北大核心 2003年第2期63-67,共5页
利用人工神经网络中的BP算法 ,结合南海硇洲岛海区近30年的台风及台风浪资料 ,经预报因子的选择并作对比试验 ,建立了本海区较为理想的台风浪人工神经网络预报模型。结果表明:人工神经网络方法在台风浪的预报上 ,有较好的拟合历史台风... 利用人工神经网络中的BP算法 ,结合南海硇洲岛海区近30年的台风及台风浪资料 ,经预报因子的选择并作对比试验 ,建立了本海区较为理想的台风浪人工神经网络预报模型。结果表明:人工神经网络方法在台风浪的预报上 ,有较好的拟合历史台风浪高的能力 ,利用该模型对台风浪高的预报也达到了一定的精度。为实际台风海浪的预报增加了新方法、新思路。 展开更多
关键词 人工神经网络技术 台风浪预报 应用 预报模型
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车身Class A曲面模型的构造 被引量:11
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作者 马铁利 林逸 《汽车技术》 北大核心 2004年第9期19-22,共4页
ClassA曲面主要是指车身零件中对外观和形状要求极高的曲面。从车身开发的角度,通过大量实例描述了车身ClassA曲面模型的定义及创建方法。讨论了ClassA曲面的设计要求、曲面片划分的准则及车身ClassA曲面的设计流程。通过实例给出了车身... ClassA曲面主要是指车身零件中对外观和形状要求极高的曲面。从车身开发的角度,通过大量实例描述了车身ClassA曲面模型的定义及创建方法。讨论了ClassA曲面的设计要求、曲面片划分的准则及车身ClassA曲面的设计流程。通过实例给出了车身ClassA曲面模型的具体建模方法。 展开更多
关键词 车身 曲面 模型
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立体定向微电极导向苍白球毁损术治疗帕金森病的实验研究 被引量:1
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作者 胡军民 束枫 +1 位作者 马廉亭 徐国政 《中国微侵袭神经外科杂志》 CAS 2002年第1期35-37,共3页
目的探讨微电极导向在帕金森病苍白球毁损术中的应用价值。方法制作大白鼠帕金森病模型。随机分组,评估治疗效果。结果28只成功的帕金森病模型,微电极导向毁损组10只,右侧苍白球自制针灸针直接毁损组10只,观察组8只。统计学处理显示:直... 目的探讨微电极导向在帕金森病苍白球毁损术中的应用价值。方法制作大白鼠帕金森病模型。随机分组,评估治疗效果。结果28只成功的帕金森病模型,微电极导向毁损组10只,右侧苍白球自制针灸针直接毁损组10只,观察组8只。统计学处理显示:直接毁损组与微电极导向毁损组的治疗效果与对照组差别有统计学意义(P=0.034),两治疗组差别亦有统计学意义(P=0.014)。结论采用微电极导向大白鼠帕金森病旋转模型苍白球毁损术定位准确,毁损确切,效果优于直接毁损苍白球术。 展开更多
关键词 立体定向微电极导向苍白球毁损术 帕金森病 动物模型
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Study on the Prediction of Rice Blast Based on the Unbiased GM (1,1) Model 被引量:1
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作者 魏代俊 曾艳敏 邹迎春 《Plant Diseases and Pests》 CAS 2010年第6期4-6,共3页
To create a new prediction model, the unbiased GM (1,1) model is optimized by the five-point slide method in this paper. Then, based on the occurrence areas of dce blast in Enshi District during 1995 -2004, the new ... To create a new prediction model, the unbiased GM (1,1) model is optimized by the five-point slide method in this paper. Then, based on the occurrence areas of dce blast in Enshi District during 1995 -2004, the new model and unbiased GM (1, 1 ) model are applied to predict the occurrence areas of rice blast during 2005 -2010. Predicting outcomes show that the prediction accuracy of five-point unbiased sliding optimized GM (1, 1 ) model is higher than the unbiased GM (1,1) model. Finally, combined with the prediction results, the author provides some suggestion for Enshi District in the prevention and control of rice blast in 2010. 展开更多
关键词 Unbiased GM (1 1 model Five-point slide method Optimization PREDICTION Rice blast
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Ad Hoc按需路由中的路径缩减动态模型
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作者 徐佳 周曜 +1 位作者 李千目 刘凤玉 《电子学报》 EI CAS CSCD 北大核心 2010年第11期2486-2492,共7页
在分析路径缩减算法原理和特点的基础上,提出了路径缩减技术的动态分析模型,该模型充分考虑了Ad Hoc网络的移动性、扩展性,能较为全面和有效地分析和评估各路径缩减算法.在此模型的基础上,提出缩减事件发生概率的计算方法以及与各类网... 在分析路径缩减算法原理和特点的基础上,提出了路径缩减技术的动态分析模型,该模型充分考虑了Ad Hoc网络的移动性、扩展性,能较为全面和有效地分析和评估各路径缩减算法.在此模型的基础上,提出缩减事件发生概率的计算方法以及与各类网络参数的定量关系.以SHORT和PCA算法为例的仿真结果证明了该模型的正确性和有效性. 展开更多
关键词 通信技术 自组网 路径缩减 动态模型
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基于FTA和UML的软件可靠性模型研究
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作者 于镭 刘爱忠 张海鹰 《微计算机信息》 2009年第6期246-247,257,共3页
本文在绗缝软件的可靠性分析中,利用故障树分析(FTA)技术提出基于UML构件图和任务的可靠性模型。此模型在可靠性分析中充分利用UML构件图,分析软件不同任务下的软件模块运行情况。模型中可靠性分析与任务紧密结合,根据与特定任务相关的... 本文在绗缝软件的可靠性分析中,利用故障树分析(FTA)技术提出基于UML构件图和任务的可靠性模型。此模型在可靠性分析中充分利用UML构件图,分析软件不同任务下的软件模块运行情况。模型中可靠性分析与任务紧密结合,根据与特定任务相关的构件图应对故障,能快速准确的分析系统可靠性,为软件的改进和完善提供了重要的参考依据,在绗缝软件可靠性分析中取得了很好的效果。 展开更多
关键词 UML 构件图 故障树分析(FTA) 可靠性模型
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基于任务的防空导弹体系作战效能分析模型研究 被引量:3
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作者 阳静 罗鹏程 +1 位作者 周经伦 马元正 《战术导弹技术》 2004年第6期10-14,共5页
 防空导弹体系是地面防空体系的重要组成部分.以防空作战想定为背景, 将防空导弹体系的作战任务逐层分析成多个作战阶段, 综合运用各种方法, 建立了各阶段作战模型, 给出了其作战效能表达式, 为深入评估防空体系作战效能提供了模型基础.
关键词 防空导弹体系 作战效能 数学模型
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长江经济带交通运输业碳排放驱动效应研究 被引量:1
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作者 李芳娟 张慧 《保山学院学报》 2022年第2期61-70,共10页
为推进长江经济带绿色综合立体交通走廊高质量发展,基于2004年-2017年长江经济带各省市交通运输业能源消耗数据,借鉴LMDI-I-Model(1)模型,将长江经济带各省市交通运输业碳排放量分解为能耗结构效应、能源强度效应、人均交通产值效应和... 为推进长江经济带绿色综合立体交通走廊高质量发展,基于2004年-2017年长江经济带各省市交通运输业能源消耗数据,借鉴LMDI-I-Model(1)模型,将长江经济带各省市交通运输业碳排放量分解为能耗结构效应、能源强度效应、人均交通产值效应和人口规模效应,进一步探究交通运输业碳排放量时空差异特征及其驱动效应,从优化能源消费结构,推进产业转型升级、区域交通协同发展、建设低碳示范区以及智慧交通建设等方面提出相关对策建议。 展开更多
关键词 长江经济带 交通运输业 碳排放 LMDI-Model-(1)模型 省际差异
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Perturbed Solving Method for Interdecadal Sea-air Oscillator Model 被引量:37
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作者 MO Jiaqi LIN Yihua +1 位作者 LIN Wantao CHEN Lihua 《Chinese Geographical Science》 SCIE CSCD 2012年第1期42-47,共6页
A coupled system of the interdecadal sea-air oscillator model is studied. The E1 Nifio-southem oscillation (ENSO) atmospheric physics oscillation is an abnormal phenomenon involved in the tropical Pacific ocean-atmo... A coupled system of the interdecadal sea-air oscillator model is studied. The E1 Nifio-southem oscillation (ENSO) atmospheric physics oscillation is an abnormal phenomenon involved in the tropical Pacific ocean-atmosphere interactions. The oscillator model is involved with the variations of both the eastern and western Pacific anomaly pat- terns. This paper proposes an ENSO atmospheric physics model using a method of the perturbation theory. The aim is to create an asymptotic solving method for the ENSO model. Employing the perturbed method, the asymptotic solution of corresponding problem is obtained, and the asymptotic behaviour of the solution is studied. Thus we can obtain the prognoses of the sea surface temperature anomaly and related physical quantities. 展开更多
关键词 nonlinear equation PERTURBATION E1 Nifio-southern oscillator model interdecadal sea-air oscillator
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The homotopic mapping method for sea-air oscillator model of interdecadal climate fluctuations 被引量:9
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作者 莫嘉琪 林一骅 王辉 《Chinese Physics B》 SCIE EI CAS CSCD 2005年第12期2387-2390,共4页
The E1 Nifio/La Nifia Southern Oscillation (ENSO) is an interannual phenomenon involved in the tropical Pacific ocean-atmosphere interactions. In this paper, a coupled system of sea-air oscillator model is studied. ... The E1 Nifio/La Nifia Southern Oscillation (ENSO) is an interannual phenomenon involved in the tropical Pacific ocean-atmosphere interactions. In this paper, a coupled system of sea-air oscillator model is studied. The aim is to create an asymptotic solving method of nonlinear equation for the ENSO model. And based on a class of oscillators of ENSO model, employing the method of homotopic mapping, the approximate solution of corresponding problem is studied. It is proven from the results that the homotopic method can be used for analysing the sea surface temperature anomaly in the equatorial eastern Pacific and the thermocline depth anomaly of the atmosphere-ocean oscillation for ENSO model. 展开更多
关键词 NONLINEAR homotopic mapping E1 Nifio-Southern oscillator model
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Asymptotic solution of a sea-air oscillator for ENSO mechanism 被引量:7
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作者 莫嘉琪 林万涛 王辉 《Chinese Physics B》 SCIE EI CAS CSCD 2007年第3期578-581,共4页
The EI Nino/La Nina-Southern Oscillation (ENSO) is an interannual phenomenon involved in the tropical Pacific ocean-atmosphere interactions. In this paper, a class of coupled system of the ENSO mechanism is consider... The EI Nino/La Nina-Southern Oscillation (ENSO) is an interannual phenomenon involved in the tropical Pacific ocean-atmosphere interactions. In this paper, a class of coupled system of the ENSO mechanism is considered. Based on a class of oscillator of ENSO model, the asymptotic solution of a corresponding problem is studied by employing the approximate method. It is proved from the results that the perturbation method can be used for analysing the sea surface temperature anomaly in the equatorial eastern Pacific and the thermocline depth anomaly of the atmosphere-ocean oscillation for the ENSO model. 展开更多
关键词 nonlinear system asymptotic method E1 Nino-Southern Oscillator model
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Improved unequal interval grey model and its applications 被引量:5
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作者 Yuhong Wang Yaoguo Dang Xujin Pu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2011年第3期445-451,共7页
A new method to improve prediction precision of GM(1,1) model with unequal time interval is presented.The grey derivative is multiplied by a parameter to guarantee the time response function satisfying approximately... A new method to improve prediction precision of GM(1,1) model with unequal time interval is presented.The grey derivative is multiplied by a parameter to guarantee the time response function satisfying approximately exponential function distribution.To simplify the process of parametric estimation,an approximate value is taken for the multiplied parameter.Then the estimators of coefficient of development and grey action quantity can be derived.At the same time,the principle of the new information priority is also considered.We take the last item of the first-order accumulated generation operator(1-AGO) on raw data sequence as the initial condition in the time response function.Then the new information can be taken full advantage of through the improved initial condition.Some properties of this new model are also discussed.The presented method is actually a combination of improvement of grey derivative and improvement of the initial condition.The results of an example indicate that the proposed method can improve prediction precision prominently. 展开更多
关键词 grey derivative initial condition GM(1 1) model unequal interval.
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Combined model based on optimized multi-variable grey model and multiple linear regression 被引量:12
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作者 Pingping Xiong Yaoguo Dang +1 位作者 Xianghua wu Xuemei Li 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2011年第4期615-620,共6页
The construction method of background value is improved in the original multi-variable grey model (MGM(1,m)) from its source of construction errors. The MGM(1,m) with optimized background value is used to elimin... The construction method of background value is improved in the original multi-variable grey model (MGM(1,m)) from its source of construction errors. The MGM(1,m) with optimized background value is used to eliminate the random fluctuations or errors of the observational data of all variables, and the combined prediction model together with the multiple linear regression is established in order to improve the simulation and prediction accuracy of the combined model. Finally, a combined model of the MGM(1,2) with optimized background value and the binary linear regression is constructed by an example. The results show that the model has good effects for simulation and prediction. 展开更多
关键词 multi-variable grey model (MGM(1 m)) backgroundvalue OPTIMIZATION multiple linear regression combined predic-tion model.
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