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Multi-View Feature Fusion Model for Software Bug Repair Pattern Prediction
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作者 XU Yong CHENG Ming 《Wuhan University Journal of Natural Sciences》 CAS CSCD 2023年第6期493-507,共15页
Many search-based Automatic Program Repair(APR)techniques employ a set of repair patterns to generate candidate patches.Regarding repair pattern selection,existing search-based APR techniques either randomly select a ... Many search-based Automatic Program Repair(APR)techniques employ a set of repair patterns to generate candidate patches.Regarding repair pattern selection,existing search-based APR techniques either randomly select a repair pattern from the repair pattern set to apply or prioritize all repair patterns based on the bug's context information.In this paper,we introduce PatternNet,a multi-view feature f usion model capable of predicting the repair pattern for a reported software bug.To accomplish this task,PatternNet first extracts multiview features from the pair of buggy code and bug report using different models.Specifically,a transformer-based model(i.e.,UniXcoder)is utilized to obtain the bimodal feature representation of the buggy code and bug report.Additionally,an Abstract Syntax Tree(AST)-based neural model(i.e.,ASTNN)is employed to learn the feature representation of the buggy code.Second,a co-attention mechanism is adopted to capture the dependencies between the statement trees in the AST of the buggy code and the textual tokens of the reported bug,resulting in co-attentive features between statement trees and reported bug's textual tokens.Finally,these multi-view features are combined i nto a unified representation using a feature fusion network.We quantitatively demonstrate the effectiveness of PatternNet and the feature fusion network for predicting software bug repair patterns. 展开更多
关键词 Automatic Program Repair(APR) bug repair pattern prediction Recurrent Neural Network(RNN) transformer co-attention
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Prediction of Landscape Pattern of Soft Sandstone Area (SSA) after Seabuckthorn Planting 被引量:1
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作者 Jianzhong Hu 《American Journal of Plant Sciences》 2012年第1期171-176,共6页
As a pioneer plant in the gully slopes in the Soft Sandstone Area (SSA) for eco-economical consideration, ten years (1999-2008) planting of seabuckthorn has made 1642.83 km2, or 9.84%, of the total area of SSA change ... As a pioneer plant in the gully slopes in the Soft Sandstone Area (SSA) for eco-economical consideration, ten years (1999-2008) planting of seabuckthorn has made 1642.83 km2, or 9.84%, of the total area of SSA change into seabuckthorn coverage. In SSA the landscape has been divided into 9 types, such as seabuckthorn, sand, water, settlement, bush, open vegetation, forest, grassland and unused land. Seabuckthorn type is separated from the bush type for estimating the role of seabuckthron planting. By means of the Markov model, the developing trends of every landscape types can be determined to support the seabuckthorn project which influences the landscape pattern deeply in SSA. The prediction shows that the optimism ratio of seabuckthorn in the future should be 10.21%, the open vegetation 32.25%, and the forest percentage under 10%, which is a very wise tactics to avoid the serious death of various vegetations in SSA to match the local arid eco-environment. 展开更多
关键词 Landscape pattern MARKOV Model predictION SEABUCKTHORN Soft SANDSTONE Area (SSA)
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Mutation pattern in human adrenoleukodystrophy protein in terms of amino-acid pair predictability
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作者 Shao-Min Yan Guang Wu 《Journal of Biomedical Science and Engineering》 2010年第3期262-267,共6页
The mutation pattern in protein is a very important feature and is studied through various approaches including the study on mutation pattern in domains where amino acids are converted into numbers from letters. In th... The mutation pattern in protein is a very important feature and is studied through various approaches including the study on mutation pattern in domains where amino acids are converted into numbers from letters. In this study, we converted the amino acids in human adrenoleukodystrophy protein with its 128 missense mutations into random domain using the amino-acid pair predictability, and then we studied their mutation patterns. The results show 1) the mutations are more likely to target the amino-acid pairs whose actual frequency is larger than their predicted one, 2) the mutations are more likely to form the amino-acid pairs whose actual frequency is smaller than their predicted frequency, 3) mutations are more likely to occur at unpredictable amino-acid pairs, and 4) mutations have the trend to narrow the difference between predicted and actual frequencies of amino-acid pairs. 展开更多
关键词 ADRENOLEUKODYSTROPHY AMINO-ACID PAIR predictABILITY MUTATION pattern
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Gray Matter-Based Age Prediction Characterizes Different Regional Patterns
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作者 Nianming Zuo Tianyu Hu +3 位作者 Hao Liu Jing Sui Yong Liu Tianzi Jiang 《Neuroscience Bulletin》 SCIE CAS CSCD 2021年第1期94-98,共5页
Dear Editor,The brain experiences ongoing changes across different ages to support brain development and functional reorganization.During the span of adulthood,although the brain has matured from a neurobiological per... Dear Editor,The brain experiences ongoing changes across different ages to support brain development and functional reorganization.During the span of adulthood,although the brain has matured from a neurobiological perspective,it is still continuously shaped by external factors such as habits,the family setting,socioeconomic status,and the work environment [1].In contrast to chronological age (CA),brain(or biological) age (BA) is conceptualized as an important index for characterizing the aging process and neuropsychological state,as well as individual cognitiveperformance.Growing evidence indicates that BA can be assessed by neuroimaging techniques,including MRI [2]. 展开更多
关键词 Gray Matter-Based Age prediction Characterizes Different Regional patterns
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Case Study of Fog Predictability for an Event with Cold-Front Synoptic Pattern
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作者 HU Huiqin HUANG Fei +3 位作者 ZHANG Shaoqing RUAN Chengqing GAO Shanhong LI Pengyuan 《Journal of Ocean University of China》 SCIE CAS CSCD 2019年第2期271-281,共11页
Fog has recently become a frequent high-impact weather phenomenon along the coastal regions of North China. Accurate fog forecasting remains challenging due to limited understanding of the predictability and mechanism... Fog has recently become a frequent high-impact weather phenomenon along the coastal regions of North China. Accurate fog forecasting remains challenging due to limited understanding of the predictability and mechanism of fog formation associated with synoptic-scale circulation. One frequent synoptic pattern of fog formation in this area is associated with cold front passage(cold-front synoptic pattern, CFSP). This paper explored the predictability of a typical CFSP fog event from the perspective of analyzing key characteristics of synoptic-scale circulation determining fog forecasting performance and the possible mechanism. The event was ensemble forecasted with the Weather Research and Forecasting model. Two groups of ensemble members with good and bad forecasting performance were selected and composited. Results showed that the predictability of this case was largely determined by the simulated strengths of the cold-front circulation(i.e., trough and ridge and the associated surface high). The bad-performing members tended to have a weaker ridge behind a stronger trough, and associated higher pressure over land and a weaker surface high over the sea, leading to an adverse impact on strength and direction of steering flows that inhibit warm moist advection and enhance cold dry advection transported to the focus region. Associated with this cold dry advection, adverse synoptic conditions of stratification and moisture for fog formation were produced, consequently causing failure of fog forecasting in the focus region. This study highlights the importance of accurate synoptic-scale information for improved CFSP fog forecasting, and enhances understanding of fog predictability from perspective of synoptic-scale circulation. 展开更多
关键词 FOG predictABILITY cold-front SYNOPTIC pattern ensemble forecast composite analysis
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新辅助化疗后肿瘤退缩模式对乳腺癌复发风险的预测价值
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作者 郑蕊 孙诗昀 +6 位作者 谢瑜 薛珂 张冬雪 冯超凡 何喆 褚吉祥 李卓琳 《现代肿瘤医学》 2026年第1期82-90,共9页
目的:探讨乳腺癌新辅助化疗(neoadjuvant chemotherapy,NAC)后肿瘤退缩模式与疾病复发的相关性,构建预后预测模型,为临床诊疗决策提供客观依据。方法:回顾性分析2015年8月至2019年6月在本院接受NAC的乳腺癌患者107例。所有患者均在NAC前... 目的:探讨乳腺癌新辅助化疗(neoadjuvant chemotherapy,NAC)后肿瘤退缩模式与疾病复发的相关性,构建预后预测模型,为临床诊疗决策提供客观依据。方法:回顾性分析2015年8月至2019年6月在本院接受NAC的乳腺癌患者107例。所有患者均在NAC前(P0期)、NAC结束后一周(P1期)及NAC结束后6个月(P2期)进行MRI检查和神经心理学评估。主要观察指标包括肿瘤退缩模式(向心性vs非向心性)、病理完全缓解(pCR)率及无复发生存期(RFS)。采用单因素和多因素Cox回归分析筛选影响因素,通过Kaplan-Meier法进行生存分析,并构建多参数预测模型。结果:107例患者中,30例(28.04%)出现复发。多因素分析显示分子分型、退缩模式、雌激素受体(ER)表达状态、Δ%SER、组织学分级、瘤周水肿、NAC后淋巴结状态及影像学完全缓解(rCR)是预测复发的独立因素(均P<0.05)。非向心性萎缩、激素受体阴性、未达到rCR、ER阴性/低表达、组织学分级Ⅲ级、存在瘤周水肿、NAC后淋巴结阳性的复发风险显著增高。联合预测模型显示良好的预测效能(C指数=0.897,95%CI:0.852~0.942),敏感度90.84%,特异度95.67%。结论:NAC后肿瘤退缩模式是乳腺癌复发的独立预测因子。联合临床、病理及影像特征的多参数预测模型能有效预测复发风险,可为优化个体化治疗方案提供客观依据。 展开更多
关键词 乳腺癌 新辅助化疗 复发 退缩模式 预后预测 磁共振成像
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内蒙古陶勒盖金矿床北西西向断裂控矿特征及深部找矿预测
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作者 杨乐 戚迅 +4 位作者 姜峰军 董锡泽 王学阳 马法臻 刘宇航 《黄金》 2026年第1期115-122,共8页
陶勒盖金矿床为内蒙古乌拉特后旗新近发现的一处大型石英脉-蚀变岩型金矿床,矿体产于石炭纪石英闪长岩中,受北西西向及北北西向2组断裂控制。矿区热液成矿作用划分为4个成矿阶段:浸染状黄铁矿-石英阶段(Ⅰ)、石英-黄铁矿(±方铅矿&#... 陶勒盖金矿床为内蒙古乌拉特后旗新近发现的一处大型石英脉-蚀变岩型金矿床,矿体产于石炭纪石英闪长岩中,受北西西向及北北西向2组断裂控制。矿区热液成矿作用划分为4个成矿阶段:浸染状黄铁矿-石英阶段(Ⅰ)、石英-黄铁矿(±方铅矿±黄铜矿)阶段(Ⅱ)、石英(±黄铜矿±黄铁矿)-方铅矿-闪锌矿阶段(Ⅲ)、石英-方解石阶段(Ⅳ)。矿区金成矿作用与二叠纪黑云斜长花岗岩关系密切,矿床成因属于中温岩浆热液型矿床。重点利用3DMine软件对矿区北西西向7号及9号矿脉进行三维空间建模,结果表明:7号矿脉矿化较好部位主要集中于23号勘探线—15号勘探线与7号勘探线—0号勘探线,矿化呈现出水平方向上西向中等角度侧伏、垂向上分段富集规律;9号矿脉矿化较好部位位于11号勘探线—3号勘探线与15号勘探线—4号勘探线,矿化富集亦呈现出水平方向上西向中等角度侧伏、垂向上分段富集规律,均受成矿期北西西向控矿断裂右行逆冲运动方式控制。依据上述规律,圈定了可供7号及9号矿脉进一步探矿的深部找矿靶区6处。 展开更多
关键词 陶勒盖金矿床 北西西向矿脉 断裂控矿特征 3DMine 矿化富集规律 成矿预测 深部找矿
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Filling Pattern of Volcanostratigraphy of Cenozoic Volcanic Rocks in the Changbaishan Area and Possible Future Eruptions 被引量:4
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作者 TANG Huafeng KONG Tan +3 位作者 WU Chengzhi WANG Pujun PENG Xu GAO Youfeng 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2017年第5期1717-1732,共16页
The Cenozoic volcanostratigraphy in the Changbaishan area had complex building processes.Twenty-two eruption periods have been determined from the Wangtian'e, Touxi, and Changbaishan volcanoes. The complex volcanostr... The Cenozoic volcanostratigraphy in the Changbaishan area had complex building processes.Twenty-two eruption periods have been determined from the Wangtian'e, Touxi, and Changbaishan volcanoes. The complex volcanostratigraphy of the Changbaishan area can be divided into four types of filling patterns from bottom to top. They are lava flows filling in valleys(LFFV), lava flows filling in platform(LFFP), lava flows formed the cone(LFFC), and pyroclastic Flow filling in crater or valleys(PFFC/V). LFFV has been divided into four layers and terminates as a lateral overlap. The topography of LFFV, which is controlled by the landform, is lens shaped with a wide flat top and narrow bottom.LFFP has been divided into three layers and terminates as a lateral downlap. The topography of LFFP is sheet and tabular shaped with a narrow top and wide bottom. It has large width to thickness ratio. It was built by multiple eruptive centers distributed along the fissure. The topography of LFFC, which is located above the LFFP, has a hummocky shape with a narrow sloping top and a wide flat bottom. It terminates as a later downlap or backstepping. It has large width to thickness ratio. It was built by a single eruptive center. The topography of PFFC/V, which located above the LFFC, LFFP, or valley, has the shape of fan and terminates as a lateral downlap or overlap. It has a small width to thickness ratio and was built by a single eruptive center. The filling pattern is controlled by temperature, SiO_2 content,volatile content, magma volume, and the paleolandform. In the short term, the eruptive production of the Changbaishan area is comenditic ash or pumice of a Plinian type eruption. The eruptive volume in future should be smaller than that of the Baguamiao period, and the filling pattern should be PFFC/V,which may cause huge damage to adjacent areas. 展开更多
关键词 Volcanostratigraphy filling pattern formation mechanism prediction of volcanic eruption CHANGBAISHAN
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Quantitative multiparameter prediction of fault-related fractures: a case study of the second member of the Funing Formation in the Jinhu Sag, Subei Basin 被引量:5
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作者 Jing-Shou Liu Wen-Long Ding +3 位作者 Jun-Sheng Dai Yang Gu Hai-Meng Yang Bo Sun 《Petroleum Science》 SCIE CAS CSCD 2018年第3期468-483,共16页
In this paper, the analysis of faults with different scales and orientations reveals that the distribution of fractures always develops toward a higher degree of similarity with faults, and a method for calculating th... In this paper, the analysis of faults with different scales and orientations reveals that the distribution of fractures always develops toward a higher degree of similarity with faults, and a method for calculating the multiscale areal fracture density is proposed using fault-fracture self-similarity theory. Based on the fracture parameters observed in cores and thin sections, the initial apertures of multiscale fractures are determined using the constraint method with a skewed distribution. Through calculations and statistical analyses of in situ stresses in combination with physical experiments on rocks, a numerical geomechanical model of the in situ stress field is established. The fracture opening ability under the in situ stress field is subsequently analyzed. Combining the fracture aperture data and areal fracture density at different scales, a calculation model is proposed for the prediction of multiscale and multiperiod fracture parameters, including the fracture porosity, the magnitude and direction of maximum permeability and the flow conductivity. Finally, based on the relationships among fracture aperture,density, and the relative values of fracture porosity and permeability, a fracture development pattern is determined. 展开更多
关键词 Fault-related fracture Quantitative prediction Development pattern Multiscale fracture Numerical simulation Jinhu Sag
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Predicting the Geographic Traffic Distribution in Cellular Networks 被引量:1
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作者 Laurie Cuthbert 《China Communications》 SCIE CSCD 2010年第1期6-14,共9页
Early detection and rapid resolution network congestion can considerably improve network capacity. Consequently, much research has been carried out on predicting traff ic patterns in 3G networks. This paper introduces... Early detection and rapid resolution network congestion can considerably improve network capacity. Consequently, much research has been carried out on predicting traff ic patterns in 3G networks. This paper introduces an access point centric approach that is implemented by two prediction models, the traffic abstraction model and the order-k Markov model. Traffi c predictions are carried out to support the congestion control in the semi-smart antenna systems. The simulation result shows that the cumulative error rate is below 25% even carrying out multi-step-ahead predictions. 展开更多
关键词 TRAFFIC pattern prediction TRAFFIC ABSTRACTION MODEL MARKOV MODEL CONGESTION control
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Bus Arrival Time Prediction Based on Mixed Model 被引量:4
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作者 Jinglin Li Jie Gao +1 位作者 Yu Yang Heran Wei 《China Communications》 SCIE CSCD 2017年第5期38-47,共10页
How to predict the bus arrival time accurately is a crucial problem to be solved in Internet of Vehicle. Existed methods cannot solve the problem effectively for ignoring the traffic delay jitter. In this paper,a thre... How to predict the bus arrival time accurately is a crucial problem to be solved in Internet of Vehicle. Existed methods cannot solve the problem effectively for ignoring the traffic delay jitter. In this paper,a three-stage mixed model is proposed for bus arrival time prediction. The first stage is pattern training. In this stage,the traffic delay jitter patterns(TDJP)are mined by K nearest neighbor and K-means in the historical traffic time data. The second stage is the single-step prediction,which is based on real-time adjusted Kalman filter with a modification of historical TDJP. In the third stage,as the influence of historical law is increasing in long distance prediction,we combine the single-step prediction dynamically with Markov historical transfer model to conduct the multi-step prediction. The experimental results show that the proposed single-step prediction model performs better in accuracy and efficiency than short-term traffic flow prediction and dynamic Kalman filter. The multi-step prediction provides a higher level veracity and reliability in travel time forecasting than short-term traffic flow and historical traffic pattern prediction models. 展开更多
关键词 bus arrival time prediction traffic delay jitter pattern internet of vehicle
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Application of Data Mining Method to Improve the Accuracy of Springback Prediction in Sheet Metal Forming
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作者 许京荆 张志伟 吴益敏 《Journal of Shanghai University(English Edition)》 CAS 2004年第3期348-353,共6页
A new method was worked out to improve the precision of springback prediction in sheet metal forming by combining the finite element method (FEM) with the data mining (DM) technique. First the genetic algorithm (GA) w... A new method was worked out to improve the precision of springback prediction in sheet metal forming by combining the finite element method (FEM) with the data mining (DM) technique. First the genetic algorithm (GA) was adopted for recognizing the material parameters. Then according to the even design idea, the suitable calculation scheme was confirmed, and FEM was used for calculating the springback. The computation results were compared with experiment data, the difference between them was taken as source data, and a new pattern recognition method of DM called hierarchical optimal map recognition method (HOMR) is applied for summarizing the calculation regulation in FEM. At the end, the mathematics model of the springback simulation was established. Based on the model, the calculation errors of springback can be controlled within 10% compared with the experimental results. 展开更多
关键词 springback prediction pattern recognition genetic algorithm FEM even design idea HOMR data mining.
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融合多通道CNN-BiGRU与时间模式注意力机制的多工序工艺质量预测方法 被引量:4
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作者 阴艳超 洪志敏 +2 位作者 顾文娟 唐军 易斌 《计算机集成制造系统》 北大核心 2025年第8期2905-2919,共15页
针对流程生产由于变量间耦合复杂、时序特征显著而导致工艺质量精准预测困难问题,提出了一种融合多通道CNN-BiGRU与时间模式注意力机制的多工序工艺质量预测方法。首先,搭建由卷积神经网络(CNN)与双向门控循环单元(BiGRU)组成的门控卷... 针对流程生产由于变量间耦合复杂、时序特征显著而导致工艺质量精准预测困难问题,提出了一种融合多通道CNN-BiGRU与时间模式注意力机制的多工序工艺质量预测方法。首先,搭建由卷积神经网络(CNN)与双向门控循环单元(BiGRU)组成的门控卷积网络,用于获取多工序生产过程工艺数据的非线性时间动态相关性,并将反映工艺参数时序变化规律的高维特征向量构成时间序列,分别输入到前向和后向传递的GRU网络,避免在训练工艺数据的长时间序列时的梯度消失或梯度爆炸问题;其次,引入时间模式注意力机制(TPA)为生产过程中的不同工序状态变量自适应分配注意力权重,动态获取不同工艺参数之间的关联耦合特征,通过全连接层获取最终工艺质量的预测结果;最后,利用某制丝产线五大工序的工艺数据集进行了工艺质量的预测实验。实验表明,相较于TCN-Attention和DA_BiLSTM等模型,CNN-BiGRU-TPA模型有效提高了预测精度,平均绝对误差(MAE)和均方根误差(RMSE)降低了21.36%和26.56%以上,为流程生产多工序质量精准预测提供了实现方法和途径。 展开更多
关键词 流程制造 时序特征预测 时间模式注意力机制 多工序耦合
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Mutation Patterns in Lysostaphin
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作者 Chunhong Zhang Weisheng Ye +1 位作者 Shaomin Yan Guang Wu 《Journal of Biomedical Science and Engineering》 2019年第6期322-332,共11页
Lysostaphin is widely used in clinical settings against Staphylococcus aureus, but its mutants can abolish its killing activity. The difficulty in studies of mutations in lysostaphin is the shortage of data, which may... Lysostaphin is widely used in clinical settings against Staphylococcus aureus, but its mutants can abolish its killing activity. The difficulty in studies of mutations in lysostaphin is the shortage of data, which may need many decades to collect, although lysostaphin is so important for clinical therapeutics and drug development. In order not to passively wait for the accumulation of new data, in this study 1) the 23,442 mutations in 1408 proteins from databank were used to determine whether the mutations in lysostaphin follow the general mutation trend obtained from the databank, 2) the amino-acid pair predictability was used to explore the underlined mechanism for lysostaphin mutations, and 3) the amino-acid distribution probability was used to associate the mutation with dysfunction of lysostaphin. The results show that the mutations in lysostaphin follow the general trend of mutations in proteins;the underlined mechanism for mutations in lysostaphin is explainable from a viewpoint of randomness, and a mutation with increased distribution probability would have a larger chance to dysfunction lysostaphin. This study provides useful information for future design of anti-S. aureus drug and enzyme engineering. 展开更多
关键词 AMINO-ACID PAIR Distribution PROBABILITY LYSOSTAPHIN MUTATION pattern predictABILITY
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Formation Dynamics and Quantitative Prediction of Hydrocarbons of the Superpressure System in the Dongying Sag 被引量:4
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作者 SUI Fenggui HAO Xuefeng LIU Qing ZHUO Qin'gong ZHANG Shouchun 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2008年第1期164-173,共10页
Based on the theory of formation dynamics of oil/gas pools, the Dongying sag can be divided into three dynamic systems regarding the accumulation of oil and gas: the superpressure closed system, the semi-closed syste... Based on the theory of formation dynamics of oil/gas pools, the Dongying sag can be divided into three dynamic systems regarding the accumulation of oil and gas: the superpressure closed system, the semi-closed system and the normal pressure open system. Based on the analysis of genesis of superpressure in the superpressure closed system and the rule of hydrocarbon expulsion, it is found that hydrocarbon generation is related to superpressure, which is the main driving factor of hydrocarbon migration. Micro fractures formed by superpressure are the main channels for hydrocarbon migration. There are three dynamic patterns for hydrocarbon expulsion: free water drainage, hydrocarbon accumulation and drainage through micro fissures. In the superpressure closed system, the oil-driving-water process and oil/gas accumulation were completed in lithologic traps by way of such two dynamic patterns as episodic evolution of superpressure systems and episodic pressure release of faults. The oil-bearing capacity of lithologic traps is intimately related to reservoir-forming dynamic force. Quantitative evaluation of dynamic conditions for pool formation can effectively predict the oil-bearing capability of traps. 展开更多
关键词 superpressure closed system hydrocarbon expulsion dynamics dynamic patterns for pool formation quantitative prediction Dongying sag
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老挝铜资源成矿规律与基于机器学习的远景预测 被引量:1
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作者 张必敏 王学求 +11 位作者 周建 王玮 刘汉粮 刘东盛 Sounthone LAOLO Phomsylalai SOUKSAN 谢淼 董春放 柳青青 鲁岳鑫 王浩楠 贺彬 《地学前缘》 北大核心 2025年第1期61-77,共17页
老挝处于特提斯成矿域南东段,具有丰富的矿产资源,但其地质工作基础薄弱,厘定矿产资源成矿规律并开展远景区预测是老挝在重点区实现找矿突破的有效途径。老挝1∶1000000国家尺度地球化学填图由中老双方合作完成,为其矿产资源和环境评价... 老挝处于特提斯成矿域南东段,具有丰富的矿产资源,但其地质工作基础薄弱,厘定矿产资源成矿规律并开展远景区预测是老挝在重点区实现找矿突破的有效途径。老挝1∶1000000国家尺度地球化学填图由中老双方合作完成,为其矿产资源和环境评价提供了高质量的地球化学基础数据和图件。本文主要利用国家尺度地球化学填图数据,结合老挝已发现矿产成矿规律,利用机器学习技术,开展铜资源远景区预测。研究结果表明:(1)老挝铜矿床的形成明显受到构造-岩浆-沉积作用控制,铜矿床主要类型有斑岩型、夕卡岩型、热液型和砂岩型。(2)老挝全国水系沉积物中铜含量为1.20~459.00μg/g,平均值为21.96μg/g,中位值为16.50μg/g,在7个三级大地构造单元中,长山地块和哀牢山—马江等3个缝合带的平均值高于其他几个构造单元,地球化学图显示铜在老挝分布不均匀,存在多个大面积分布的高背景区和异常区。(3)构建了包括单元素异常、矿化元素组合异常、指示中酸性岩体元素组合、控矿构造分布、碳酸盐岩和碎屑岩分布等要素的老挝铜矿多源信息定量信息预测模型。(4)利用随机森林成矿预测方法,共圈定9个成矿远景区,具有寻找斑岩型和夕卡岩型等类型铜矿找矿前景。 展开更多
关键词 远景区预测 机器学习 铜成矿规律 地球化学填图 老挝
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濒危植物小溪洞杜鹃种群结构与动态特征
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作者 李晓花 刘杰 +1 位作者 李丹丹 张乐华 《植物生态学报》 北大核心 2025年第11期1844-1857,共14页
小溪洞杜鹃(Rhododendron xiaoxidongense)为我国特有的珍稀濒危植物,狭域分布于罗霄山脉中段,种群数量稀少,曾被评估为灭绝(EX),其资源状况和种群结构与动态不清楚,严重制约了该物种的保护。该研究以现存的小溪洞杜鹃种群为研究对象,... 小溪洞杜鹃(Rhododendron xiaoxidongense)为我国特有的珍稀濒危植物,狭域分布于罗霄山脉中段,种群数量稀少,曾被评估为灭绝(EX),其资源状况和种群结构与动态不清楚,严重制约了该物种的保护。该研究以现存的小溪洞杜鹃种群为研究对象,通过空间代替时间的方法得到种群龄级结构,据此计算种群动态指数、编制静态生命表、绘制存活曲线和生存函数曲线,分析种群结构特征与生存潜力;运用时间序列模型预测种群未来发展趋势,并采用聚集度指标判断种群空间分布格局,旨在明确小溪洞杜鹃种群生存状况、发展趋势及影响种群更新的关键因子,为其野生种群保护、管理和复壮提供科学依据。结果表明:(1) 4个小溪洞杜鹃种群龄级结构均不完整,总体表现为中龄、成龄个体较多,低龄及老龄个体严重不足,属衰退型。(2)相邻龄级间的动态指数随着龄级增大呈“衰退—增长—稳定—衰退”的波动变化,忽略外部干扰时的动态指数>考虑外部干扰时的动态指数(V′pi)> 0, V′pi趋近于0,对外部干扰所承担的风险概率最大值为11.11%,表明该种群受外部干扰风险概率高,抗干扰能力弱。(3)期望寿命在I龄级时最大,存活曲线为Deevey-II型。(4)死亡率和消失率曲线呈“升高—降低—升高”动态变化,种群处于不稳定状态。(5)生存函数曲线呈现前期锐减、中期相对稳定和后期缓慢衰退的趋势,并在较小的龄级(2.25龄)进入衰退期,表明种群生存力较弱。(6)在未来2、4、6和8个龄级时间后,低龄、中龄个体数减少,成龄、老龄个体数增多,种群面临衰退风险。(7)种群分布格局总体表现为集群分布,但随着龄级增大聚集度减弱,并在VII–VIII龄级时过渡到随机分布。综上所述,种群个体数量少、分布地狭窄、抗干扰能力弱及幼苗更新困难是导致小溪洞杜鹃濒危的主要原因。建议加强小溪洞杜鹃种群的生境保护与抚育管理,并结合野外回归和近地保护,多途径实现种群保护与复壮。 展开更多
关键词 小溪洞杜鹃 静态生命表 生存函数 时间序列预测 空间格局 保护策略
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基于临床-影像特征预测ⅠA期浸润性肺腺癌高级别组织学亚型模型的外部验证 被引量:1
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作者 容宇 韩念樵 +6 位作者 郝雁冰 胡建丽 牛亚进 张兰 董跃华 张难 刘俊峰 《中国胸心血管外科临床杂志》 北大核心 2025年第8期1096-1104,共9页
目的对基于临床-CT影像特征的预测模型进行外部验证,用于术前识别早期肺腺癌中微乳头型及实性型等高级别组织学亚型(high-grade pattern,HGP),以指导临床治疗决策。方法本研究使用已开发的预测模型,在河北医科大学第四医院临床ⅠA期肺... 目的对基于临床-CT影像特征的预测模型进行外部验证,用于术前识别早期肺腺癌中微乳头型及实性型等高级别组织学亚型(high-grade pattern,HGP),以指导临床治疗决策。方法本研究使用已开发的预测模型,在河北医科大学第四医院临床ⅠA期肺腺癌患者中进行外部验证。纳入肿瘤大小、密度和分叶特征等因素,分析模型的识别能力、校准性能以及临床影响。结果纳入患者650例,其中男293例、女357例,年龄30~82岁。经验证发现,该模型在区分HGP方面显示出良好的性能(曲线下面积>0.7)。在对原始模型进行校准后,模型校准性能得到改善。决策曲线分析显示阈值概率>0.6时,模型预测的HGP患者人群接近实际情况。结论这项研究证实了基于临床-影像特征的预测模型在临床上识别ⅠA期肺腺癌HGP方面的有效性。模型的成功应用可能对于确定手术方案和改善患者预后具有重要意义。尽管存在一些局限性,但这些发现为未来研究提供了新方向。 展开更多
关键词 临床预测模型 肺腺癌 高级别组织学亚型 外部验证
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Prediction of powder characteristics of uniform NiO precursor prepared by homogeneous precipitation
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作者 黄凯 郭学益 +2 位作者 张多默 贺跃辉 黄伯云 《中国有色金属学会会刊:英文版》 CSCD 2004年第5期1023-1028,共6页
Uniform NiO precursor particles were prepared by homogeneous precipitation in the presence of urea. Optimal discrimination plan, one of the chemical pattern recognition techniques, was applied to analyze the experimen... Uniform NiO precursor particles were prepared by homogeneous precipitation in the presence of urea. Optimal discrimination plan, one of the chemical pattern recognition techniques, was applied to analyze the experimental data and the quantitative relationships among the process parameters and powder characteristics of the obtained particles were determined. It proves that the model fits well with the experimental results and it is quite effective to guide the process design. Based on the above results, an improved La Mer model and the reasonable formation mechanism of the particles are proposed. 展开更多
关键词 NIO 化学分析 分析方法 温度 氧化镍
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