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Estimation of cross-sectional areas of individual tree stems using remotely collected data
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作者 Gabriel Lessa Lavagnoli Gilson Fernandes da Silva +3 位作者 Giovanni Correia Vieira André Quintao Almeida Adriano Ribeiro de Mendonca Carlos Pedro Boechat Soares 《Journal of Forestry Research》 2026年第1期216-229,共14页
We investigated the impact of convexity and isoperimetric deficits on the accuracy of sectional area estimates of tree stems using traditional methods(caliper,tape,formulas based on stem diameter and circumference).In... We investigated the impact of convexity and isoperimetric deficits on the accuracy of sectional area estimates of tree stems using traditional methods(caliper,tape,formulas based on stem diameter and circumference).In two complementary experiments,the use of photographs to estimate cross-sectional areas was first validated,then the use of a caliper and diameter tape was computer-simulated.The results indicated that the photographic method offers high precision,with mean relative errors below 0.1%,minimal deviation,and no significant bias,and the traditional methods led to substantial and systematic errors,with deviations from circularity and convexity significantly increasing the errors in area estimation. 展开更多
关键词 Tree cross-sectional area measurement Isoperimetric decit Convexity decit Photographic estimation Forest mensuration Stem geometry Error analysis
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Relationship between sonographically measured median nerve cross-sectional area and presence of peripheral neuropathy in diabetic subjects 被引量:8
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作者 Fredrick ANDrew Attah Christianah Mopelola Asaleye +3 位作者 Adeleye Dorcas Omisore Babatope Ayodeji Kolawole Adeniyi Sunday Aderibigbe Mathew Alo 《World Journal of Diabetes》 SCIE CAS 2019年第1期47-56,共10页
BACKGROUND Neuropathy is a common complication of diabetes mellitus resulting from direct damage by hyperglycemia to the nerves and/or ischemia by microvascular injury to the endoneurial vessels which supply the nerve... BACKGROUND Neuropathy is a common complication of diabetes mellitus resulting from direct damage by hyperglycemia to the nerves and/or ischemia by microvascular injury to the endoneurial vessels which supply the nerves. Median nerve is one of the peripheral nerves commonly affected in diabetic neuropathy. The median nerve size has been studied in non-Nigerian diabetic populations. In attempt to contribute to existing literature, a study in a Nigerian population is needed.AIM To evaluate the cross-sectional area(CSA) of the median nerve using B-mode ultrasonography(USS) and the presence of peripheral neuropathy(PN) in a cohort of adult diabetic Nigerians.METHODS Demographic and anthropometric data of 85 adult diabetes mellitus(DM) and 85 age-and sex-matched apparently healthy control(HC) subjects were taken. A complete physical examination was performed on all study subjects to determine the presence of PN and modified Michigan Neuropathy Screening Instrument(MNSI) was used to grade its severity. Venous blood was taken from the study subjects for fasting lipid profile(FLP), fasting blood glucose(FBG) and glycated haemoglobin(HbA1 c) while their MN CSA was evaluated at a point 5 cm proximal to(5 cmCATL) and at the carpal tunnel(CATL) by high-resolution Bmode USS. Data was analysed using SPSS version 22.RESULTS The mean MN CSA was significantly thicker in DM subjects compared to the HC at 5 cmCATL(P < 0.01) and at the CATL(P < 0.01) on both sides. The presence of diabetic peripheral neuropathy(DPN) further increased the MN CSA at the CATL(P < 0.05) but not at 5 cmCATL(P > 0.05). However, the severity of DPN had no additional effect on MN CSA 5 cm proximal to and at the CATL. There was no significant association between MN CSA and duration of DM and glycemic control.CONCLUSION Thickening of the MN CSA at 5 cmCATL and CATL is seen in DM. Presence of DPN is associated with worse thickening of the MN CSA at the CATL but not at5 cmCATL. Severity of DPN, duration of DM, and glycemic control had no additional effect on the MN CSA. 展开更多
关键词 MEDIAN nerve cross-sectionAL area SONOGRAPHY DIABETICS Peripheral NEUROPATHY
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Ultrasonographic measurement of median nerve cross-sectional area reference values in a healthy Han population from Guiyang,China 被引量:3
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作者 Jun Chen Shan Wu Jun Ren 《Neural Regeneration Research》 SCIE CAS CSCD 2011年第24期1883-1887,共5页
High-resolution ultrasonography was used to analyze the nerve cross-sectional area (CSA) of the median nerve at 7 sites: the wrist crease, pisiform bone, hamate bone, 6 cm proximal to the tip of the wrist crease, p... High-resolution ultrasonography was used to analyze the nerve cross-sectional area (CSA) of the median nerve at 7 sites: the wrist crease, pisiform bone, hamate bone, 6 cm proximal to the tip of the wrist crease, proximal forearm (where the nerve enters the pronator teres muscle), 4 cm proximal to the tip of the medial epicondyle, and mid-humerus (mid-point between elbow crease and axilla) in 200 healthy volunteers from Guiyang, China. Results showed similar CSA values between the left and right sides, but the CSA 6 cm proximal to the tip of the wrist crease, proximal forearm, 4 cm proximal to tip of the medial epicondyle, and mid-humerus in males was greater than that of females. Moreover, CSA values at the wrist crease, pisiform bone, and hamate bone were greater in the middle-aged and old groups when compared to the young group, and correlated with body mass and height. Thus, reference values of median nerve CSA of the upper limbs can facilitate the analysis of abnormal nerve conditions. 展开更多
关键词 ULTRASONOGRAPHY median nerve cross-sectional area Guiyang Han nationality
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Does the ratio of the carpal tunnel inlet and outlet cross-sectional areas in the median nerve reflect carpal tunnel syndrome severity? 被引量:6
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作者 Li Zhang Aierken Rehemutula +3 位作者 Feng Peng Cong Yu Tian-bin Wang Lin Chen 《Neural Regeneration Research》 SCIE CAS CSCD 2015年第7期1172-1176,共5页
Although ultrasound measurements have been used in previous studies on carpal tunnel syndrome to visualize injury to the median nerve, whether such ultrasound data can indicate the severity of carpal tunnel syndrome r... Although ultrasound measurements have been used in previous studies on carpal tunnel syndrome to visualize injury to the median nerve, whether such ultrasound data can indicate the severity of carpal tunnel syndrome remains controversial. The cross-sectional areas of the median nerve at the tunnel inlet and outlet can show swelling and compression of the nerve at the carpal. We hypothesized that the ratio of the cross-sectional areas of the median nerve at the carpal tunnel inlet to outlet accurately reflects the severity of carpal tunnel syndrome. To test this, high-resolution ultrasound with a linear array transducer at 5–17 MHz was used to assess 77 patients with carpal tunnel syndrome. The results showed that the cut-off point for the inlet-to-outlet ratio was 1.14. Significant differences in the inlet-to-outlet ratio were found among patients with mild, moderate, and severe carpal tunnel syndrome. The cut-off point in the ratio of cross-sectional areas of the median nerve was 1.29 between mild and more severe(moderate and severe) carpal tunnel syndrome patients with 64.7% sensitivity and 72.7% specificity. The cut-off point in the ratio of cross-sectional areas of the median nerve was 1.52 between the moderate and severe carpal tunnel syndrome patients with 80.0% sensitivity and 64.7% specificity. These results suggest that the inlet-to-outlet ratio reflected the severity of carpal tunnel syndrome. 展开更多
关键词 nerve regeneration peripheral nerve injury ultrasonography carpal tunnel syndrome diagnosis cross-sectional area classification clinical laboratory technique electrodiagnosis median nerve 973 Program neural regeneration
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Usefulness of the acromioclavicular joint cross-sectional area as a diagnostic image parameter of acromioclavicular osteoarthritis
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作者 Young Joo Jee Youn Moon +5 位作者 Jung Youn Han Yun-Sic Bang Keum Nae Kang Young Su Lim Young-SoonChoi Young-Uk Kim 《World Journal of Clinical Cases》 SCIE 2022年第7期2087-2094,共8页
BACKGROUND Acromioclavicular joint(ACJ)space narrowing has been considered to be an important diagnostic image parameter of ACJ osteoarthritis(ACJO).However,the morphology of the ACJ space is irregular because of oste... BACKGROUND Acromioclavicular joint(ACJ)space narrowing has been considered to be an important diagnostic image parameter of ACJ osteoarthritis(ACJO).However,the morphology of the ACJ space is irregular because of osteophyte formation,subchondral irregularity,capsular distention,sclerosis,and erosion.Therefore,we created the ACJ cross-sectional area(ACJCSA)as a new diagnostic image parameter to assess the irregular morphologic changes of the ACJ.AIM To hypothesize that the ACJCSA is a new diagnostic image parameter for ACJO.METHODS ACJ samples were obtained from 35 patients with ACJO and 30 healthy individuals who underwent shoulder magnetic resonance(S-MR)imaging that revealed no evidence of ACJO.Oblique coronal,T2-weighted,fat-suppressed SMR images were acquired at the ACJ level from the two groups.We measured the ACJCSA and the ACJ space width(ACJSW)at the ACJ on the S-MR images using our imaging analysis program.The ACJCSA was measured as the cross-sectional area of the ACJ.The ACJSW was measured as the narrowest point between the acromion and the clavicle.RESULTS The average ACJCSA was 39.88±10.60 mm;in the normal group and 18.80±5.13 mm;in the ACJO group.The mean ACJSW was 3.51±0.58 mm in the normal group and 2.02±0.48 mm in the ACJO group.ACJO individuals had significantly lower ACJCSA and ACJSW than the healthy individuals.Receiver operating characteristic curve analyses demonstrated that the most suitable ACJCSA cutoff score was 26.14 mm^(2),with 91.4%sensitivity and 90.0%specificity.CONCLUSION The optimal ACJSW cutoff score was 2.37 mm,with 88.6%sensitivity and 96.7%specificity.Even though both the ACJCSA and ACJSW were significantly associated with ACJO,the ACJCSA was a more sensitive diagnostic image parameter. 展开更多
关键词 Acromioclavicular joint OSTEOARTHRITIS cross-sectional area DIAGNOSIS
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Correlation between current and cross-sectional area of parallel fixed-movable dual electrodes in ESC
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作者 Li-ting Zhao Yun-long Xiong +2 位作者 Rui Chen Zeng-rui Wang An-guo Wang 《China Foundry》 SCIE 2020年第3期245-249,共5页
Electroslag casting with parallel fixed-movable dual electrodes is a new method for achieving better quality of castings in complex mold cavities.In this work,a mathematical model,y=kx^2+(k+1)x,was established to desc... Electroslag casting with parallel fixed-movable dual electrodes is a new method for achieving better quality of castings in complex mold cavities.In this work,a mathematical model,y=kx^2+(k+1)x,was established to describe the ideal correlation between the current ratio(y)and the cross-sectional area ratio(x)of the dual electrodes,where k is the filling ratio.Investigation was conducted on the electroslag casting process with dual electrodes of various cross-sectional areas,but at a constant k value.The experimental results indicated that the ideal correlation was obtained at the stable casting stage,and the fitting results were consistent with the experimental results at certain k values.The experimental findings show that better castings can be obtained when the current ratio is greater than 1.536 and the cross-sectional area ratio is greater than 0.5. 展开更多
关键词 electroslag casting fixed-movable dual electrode current ratio cross-sectional area ratio
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Exposed Cross-section of the Archaean Lower Crustin the Shanxi-Hebei-Inner Mongolia Border Region:Problems and Prospects
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作者 ZHAO Jing QIAN Xianglin 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 1998年第1期1-13,共13页
The Archaean lower crust represented by granulite facies rocks, which is rare in China, is found to be exposed in the Shanxi-Hebei-Inner Mongolia border region. Studies of the regional structure and deformation and me... The Archaean lower crust represented by granulite facies rocks, which is rare in China, is found to be exposed in the Shanxi-Hebei-Inner Mongolia border region. Studies of the regional structure and deformation and metamorphism of the region indicate that there occurred at least two phases of deformation and metamorphism in the region. Early-phase nearly E-W-directed deformational structure is well preserved in the Zhangjiakou-Xuanhua area. Observations of the features of the geological structure from north to south (in the Hengshan metamorphic terrain) have revealed a possible exposed cross-section through the Archaean lower crust. The structure was superimposed by a NE-SW-trending high-temperature ductile shear zone in the Datong area in the late phase, thus reworking the Archaean sequence. 展开更多
关键词 Archaean cross-section of the lower crust Datong area Zhangjiakou-Xuanhua area high-temperature ductile shear zone
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川西北高寒森林火烧迹地乡土树种凋落叶混合分解中难降解物质的动态特征
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作者 李勋 张艳 +2 位作者 彭彬 徐静怡 张丹桔 《应用生态学报》 北大核心 2026年第1期33-42,共10页
在川西北高寒森林火烧迹地生境下,凋落物分解对生态系统恢复至关重要。本研究以四川甘孜高寒地区乡土树种高山栎和冷杉为研究对象,设置单一高山栎凋落叶(Q)、单一冷杉凋落叶(A)和3组混合处理(两者按重量比3∶1、1∶1、1∶3混合,即QA3∶1... 在川西北高寒森林火烧迹地生境下,凋落物分解对生态系统恢复至关重要。本研究以四川甘孜高寒地区乡土树种高山栎和冷杉为研究对象,设置单一高山栎凋落叶(Q)、单一冷杉凋落叶(A)和3组混合处理(两者按重量比3∶1、1∶1、1∶3混合,即QA3∶1、QA1∶1、QA1∶3)共计5个处理,在森林火烧迹地开展600 d的野外分解试验,探究凋落叶混合分解过程中木质素、纤维素和总酚等难降解物质的分解特征。结果表明:混合凋落叶的木质素降解率普遍低于单一高山栎(除分解600 d的QA3∶1),但高于单一冷杉(除分解120 d)。混合凋落叶的纤维素和总酚降解率则普遍高于2种单一树种(除分解240 d的QA3∶1纤维素,分解120 d和240 d的QA1∶1和QA1∶3总酚)。在分解过程中,混合凋落叶分别有58.3%、77.8%和86.1%的样本中木质素、纤维素和总酚实测降解率高于预期值,表现出协同趋势。其中,QA1∶3的纤维素和总酚的降解率在600 d分解期内均表现出显著的协同效应。相关分析表明,木质素降解率在分解240 d时与初始木质素、纤维素含量呈显著相关,在分解480 d时则与初始总酚、全碳、全氮含量呈显著相关。综上,高山栎和冷杉凋落叶以1∶3混合时有利于难降解物质的分解,进而促进土壤有机碳积累。 展开更多
关键词 高寒森林 火烧迹地 凋落叶 非加性效应 难降解物质
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武陵山区生态系统服务动态演变及其驱动因素的交互效应
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作者 袁滈 汤弟伟 +3 位作者 刘恒 江源源 刘慧 刘澳 《环境科学》 北大核心 2026年第1期431-443,共13页
深入了解关键地区生态系统服务的时空演变特征及其驱动因素的交互效应,有助于制定精准的生态系统管理方案,促进区域生态系统服务的可持续供应.以重点生态功能区武陵山区为例,首先使用InVEST模型评估了该区4种关键生态系统服务并构建了ME... 深入了解关键地区生态系统服务的时空演变特征及其驱动因素的交互效应,有助于制定精准的生态系统管理方案,促进区域生态系统服务的可持续供应.以重点生态功能区武陵山区为例,首先使用InVEST模型评估了该区4种关键生态系统服务并构建了MESLI,然后采用XGBoost-SHAP分析了MESLI驱动因素的重要程度、交互效应,最后利用RCS明确驱动因素的影响阈值.结果表明:(1)2001~2020年武陵山区的各生态系统服务呈上升趋势,MESLI的均值由1.768上升至1.992,且具有显著的空间异质性,空间分布呈现东南部和西部低,北部和南部高.(2)影响MESLI的主要驱动因素是年降水量,贡献度为0.16,其次是耕地面积占比,贡献度为0.11.(3)驱动因素间存在显著的交互作用,在耕地面积占比高的地区,随着植被覆盖度和坡度的增加,对MESLI的负向影响减弱,并逐渐转变为正向影响;在人类活动足迹多的地区,随着坡度和植被覆盖度的增加,对MESLI的负向影响减弱,并逐渐转变为正向影响;在植被覆盖度低的地区,随着坡度的增加,对MESLI的影响由负向影响转变为正向影响.(4)驱动因素在交互作用影响下对MESLI的影响阈值分别为:耕地面积占比(22.91%)、年降水量(1 542.47 mm)、植被覆盖度(0.63)、坡度(15.17°)、潜在蒸散发(957.93 mm)、年平均气温(15.26℃)、高程(653.96 m)和人类活动足迹(11.56).研究结果可为武陵山区生态系统管理措施的制定提供方法参考与决策依据. 展开更多
关键词 生态系统服务(ESs) 驱动因素 交互效应 极限梯度提升(XGBoost) Shapely加性解释(SHAP) 武陵山区
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In-Situ Quality Intelligent Classification of Additively Manufactured Parts Using a Multi-Sensor Fusion Based Melt Pool Monitoring System 被引量:1
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作者 Qianru Wu Fan Yang +3 位作者 Cuimeng Lv Changmeng Liu Wenlai Tang Jiquan Yang 《Additive Manufacturing Frontiers》 2024年第3期74-86,共13页
Although laser powder bed fusion(LPBF)technology is considered one of the most promising additive man-ufacturing techniques,the fabricated parts still suffer from porosity defects,which can severely impact their mecha... Although laser powder bed fusion(LPBF)technology is considered one of the most promising additive man-ufacturing techniques,the fabricated parts still suffer from porosity defects,which can severely impact their mechanical performance.Monitoring the printing process using a variety of sensors to collect process signals can realize a comprehensive capture of the processing status;thus,the monitoring accuracy can be improved.However,existing multi-sensing signals are mainly optical and acoustic,and camera-based signals are mostly layer-wise images captured after printing,preventing real-time monitoring.This paper proposes a real-time melt-pool-based in-situ quality monitoring method for LPBF using multiple sensors.High-speed cameras,photodiodes,and microphones were used to collect signals during the experimental process.All three types of signals were transformed from one-dimensional time-domain signals into corresponding two-dimensional grayscale images,which enabled the capture of more localized features.Based on an improved LeNet-5 model and the weighted Dempster-Shafer evidence theory,single-sensor,dual-sensor and triple-sensor fusion monitoring models were in-vestigated with the three types of signals,and their performances were compared.The results showed that the triple-sensor fusion monitoring model achieved the highest recognition accuracy,with accuracy rates of 97.98%,92.63%,and 100%for high-,medium-,and low-quality samples,respectively.Hence,a multi-sensor fusion based melt pool monitoring system can improve the accuracy of quality monitoring in the LPBF process,which has the potential to reduce porosity defects.Finally,the experimental analysis demonstrates that the convolutional neural network proposed in this study has better classification accuracy compared to other machine learning models. 展开更多
关键词 additive manufacturing In-situ quality classification Multi-sensor fusion Melt pool area Deep convolutional neural network Selective laser melting
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Grouping tree species to estimate basal area increment in temperate multispecies forests in Durango,Mexico
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作者 Jaime Roberto Padilla-Martínez Carola Paul +2 位作者 Kai Husmann Jose Javier Corral-Rivas Klaus von Gadow 《Forest Ecosystems》 SCIE CSCD 2024年第1期1-13,共13页
Multispecies forests have received increased scientific attention,driven by the hypothesis that biodiversity improves ecological resilience.However,a greater species diversity presents challenges for forest management... Multispecies forests have received increased scientific attention,driven by the hypothesis that biodiversity improves ecological resilience.However,a greater species diversity presents challenges for forest management and research.Our study aims to develop basal area growth models for tree species cohorts.The analysis is based on a dataset of 423 permanent plots(2,500 m^(2))located in temperate forests in Durango,Mexico.First,we define tree species cohorts based on individual and neighborhood-based variables using a combination of principal component and cluster analyses.Then,we estimate the basal area increment of each cohort through the generalized additive model to describe the effect of tree size,competition,stand density and site quality.The principal component and cluster analyses assign a total of 37 tree species to eight cohorts that differed primarily with regard to the distribution of tree size and vertical position within the community.The generalized additive models provide satisfactory estimates of tree growth for the species cohorts,explaining between 19 and 53 percent of the total variation of basal area increment,and highlight the following results:i)most cohorts show a"rise-and-fall"effect of tree size on tree growth;ii)surprisingly,the competition index"basal area of larger trees"had showed a positive effect in four of the eight cohorts;iii)stand density had a negative effect on basal area increment,though the effect was minor in medium-and high-density stands,and iv)basal area growth was positively correlated with site quality except for an oak cohort.The developed species cohorts and growth models provide insight into their particular ecological features and growth patterns that may support the development of sustainable management strategies for temperate multispecies forests. 展开更多
关键词 Temperate multispecies forests Cluster analysis Basal area increment Generalized additive models
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Optimal Minimum Number of CT Slices Required to Measure Cross Sectional Areas of Small Pulmonary Vessels
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作者 Shingo Sakamoto Shoichiro Matsushita +8 位作者 Akiyuki Kotoku Hayato Tomita Yuki Saito Shinji Saruya Shin Matsuoka Tsuneo Yamashiro Atsuko Fujikawa Kunihiro Yagihashi Yasuo Nakajima 《Open Journal of Medical Imaging》 2015年第2期71-77,共7页
The cross-sectional area (CSA) of small pulmonary vessels can be quantified by CT, which is a reliable method of evaluating vascular alterations in such vessels. However, the optimal number of slices required for accu... The cross-sectional area (CSA) of small pulmonary vessels can be quantified by CT, which is a reliable method of evaluating vascular alterations in such vessels. However, the optimal number of slices required for accurate quantitation remains unknown. We evaluated relationships among all slices at 10-mm interval and all slices at 3-cm interval, 6-cm interval, and 3-slices and found the closest correlation (0.939) between all slices at 10-mm intervals and 3-cm intervals. Thus, all slices at 3-cm intervals are suitable for accurately measuring CSA. 展开更多
关键词 COMPUTED Tomography cross-sectionAL area PULMONARY VESSELS Quantitative Analysis
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煤炭开采有效隔水土层固结释水机理及矿井涌水量预测 被引量:1
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作者 李涛 高颖 +1 位作者 范立民 杨军伟 《煤田地质与勘探》 北大核心 2025年第10期56-67,共12页
【背景】榆神矿区煤炭开采逐渐向厚土层分布区转移,导水裂隙带以上饱和土持续释放水,导致矿井排水负担加重。为此,以陕北榆树湾煤矿为例,开展采动作用下有效隔水土层释水机理及矿井涌水预测研究。【方法】采用常规水化学、同位素水化学... 【背景】榆神矿区煤炭开采逐渐向厚土层分布区转移,导水裂隙带以上饱和土持续释放水,导致矿井排水负担加重。为此,以陕北榆树湾煤矿为例,开展采动作用下有效隔水土层释水机理及矿井涌水预测研究。【方法】采用常规水化学、同位素水化学和微生物高通量测序方法,定性和定量识别了矿井主要充水水源。通过压水试验研究了煤炭开采中有效隔水土层所在整体下沉带的附加应力场特征,并利用土层有效应力线图形分析法研究了基岩含水层疏放后有效隔水土层附加有效应力特征。在此基础上,构建了双重驱动力下有效隔水土层固结释水量计算模型,阐释了其释水过程。并提出了直接-间接矿井涌水量预测方法,与4种涌水量预测统计模型对比,验证了该方法可靠性。【结果和结论】(1)常规水化学、同位素水化学和微生物高通量测序对矿井充水含水层识别结果分别为:离石组+保德组黄土层占比50.71%、61.08%和57.00%,直罗组基岩含水层占比49.29%、38.92%和43.00%,其中同位素水化学和微生物识别结果更加可靠。(2)有效隔水土层固结释水的驱动力包括整体下沉带采动附加应力和下伏含水层疏放后附加有效应力2种类型,其中研究区采动附加应力为0.2MPa,下伏含水层疏放后附加有效应力受有效隔水层厚度和疏放水头高度影响。(3)基于一维固结理论,揭示了土层固结释水过程可分为3个阶段:缓慢增长阶段、稳定增长阶段和增长衰减阶段,研究区离石组黄土完成95%以上的固结需要329d,保德组红土完成95%以上固结需要17833d。(4)联合大井法涌水量计算公式和土层固结释水方程,提出了矿井直接-间接充水含水层综合涌水量预测公式,预测3a后矿井涌水量将达到1215.59m3/h,与统计预测方法结果1229.40m3/h相近。研究成果可为砂土基型保水采煤分区涌水量预测和水害防治提供借鉴。 展开更多
关键词 保水采煤 有效隔水土层 附加应力 固结释水 涌水量预测 榆神矿区
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基于可解释机器学习构建急性缺血性脑卒中静脉溶栓预后模型 被引量:3
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作者 李娟 祁冬 +1 位作者 庄雷 司峥 《实用临床医药杂志》 2025年第8期28-34,共7页
目的构建急性缺血性脑卒中(AIS)患者静脉溶栓(IVT)后发生早期神经功能恶化(END)机器学习(ML)模型,并利用沙普利加和解释(SHAP)分析发生END的风险因素。方法选取97例接受IVT治疗的AIS患者作为研究对象。根据患者IVT后24 h内是否出现END分... 目的构建急性缺血性脑卒中(AIS)患者静脉溶栓(IVT)后发生早期神经功能恶化(END)机器学习(ML)模型,并利用沙普利加和解释(SHAP)分析发生END的风险因素。方法选取97例接受IVT治疗的AIS患者作为研究对象。根据患者IVT后24 h内是否出现END分为END组(18例)和非END组(79例)。将所有患者按照7:3随机分为训练集(n=68)和验证集(n=29)。采用单因素及最小绝对收缩与选择算子(LASSO)分析患者的临床资料,筛选发生END的重要特征变量。分别应用随机森林、轻量级梯度提升机、决策树、支持向量机、K最近邻和极端梯度提升这6种ML算法构建预测模型。采用受试者工作特征(ROC)曲线、校准曲线及决策曲线分析(DCA)对各ML模型进行效能评估,并引入SHAP方法对最优ML模型进行解释。结果6种ML算法模型比较结果显示,随机森林为最佳预测模型,在训练集中的曲线下面积(AUC)为0.909,特异度、精确率、召回率及F1值分别为0.873、0.856、0.910及0.825;在验证集中的AUC为0.915,特异度、精确率、召回率及F1值分别为0.824、0.800、0.945和0.834。校准曲线和DCA曲线显示,随机森林模型具有更高的预测精准度和临床净获益率。SHAP变量重要性图显示对发生END贡献程度最大的前6位影像因素依次为大面积脑梗死、溶栓前美国国立卫生研究院卒中量表(NIHSS)评分、到院至溶栓时间(DNT)、心房颤动史、白细胞(WBC)水平及糖尿病史。结论ML模型能够有效预测IVT患者发生END的风险,其中随机森林模型预测效能最佳,结合SHAP进行模型可视化解释,能够帮助临床医师了解各特征变量对预测结果的贡献程度,从而实施针对性预防治疗方案。 展开更多
关键词 机器学习 沙普利加和解释 急性缺血性脑卒中 静脉溶栓 早期神经功能恶化 随机森林模型 大面积脑梗死 美国国立卫生研究院卒中量表
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华西雨屏区常绿与落叶阔叶混交林下凋落物分解特性研究 被引量:1
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作者 李玲 王玉杰 +4 位作者 张远彬 蒋豪 李平 补春兰 涂卫国 《四川林业科技》 2025年第1期105-112,共8页
为了探究华西雨屏带常绿落叶阔叶混交林下凋落物分解特性,在龙苍沟国家级森林公园布设了阔叶、柳杉、草本及其混合凋落物样品,分析了2.1 a内凋落物质量及营养元素随时间变化情况。研究结果显示:(1)柳杉、阔叶、草本和混合t95%分别为11.8... 为了探究华西雨屏带常绿落叶阔叶混交林下凋落物分解特性,在龙苍沟国家级森林公园布设了阔叶、柳杉、草本及其混合凋落物样品,分析了2.1 a内凋落物质量及营养元素随时间变化情况。研究结果显示:(1)柳杉、阔叶、草本和混合t95%分别为11.85、5.89、4.03、8.13 a,凋落物最终质量残留率在20%~60%之间;(2)草本、阔叶和混合分解速率在初期最大,并呈季节性变化,柳杉分解速率在后期最大,无季节性变化;(3)混合凋落物分解呈非加和效应,各组分在1.0 a之前表现为协同效应,1.0 a之后表现为拮抗效应,其分解速率在秋冬季降幅最大,出现了C、N、P、K的积累,对季节变化最敏感;(4)4种凋落物的分解具有质量与营养元素双重释放格局,C、N、P最终残留率在20%~60%之间,C、N、P浓度随着时间增加基本呈波动性变化;(5)凋落物初始分解速率与初始C/N不完全相关,但从总的分解过程来看,凋落物质量残留率与C/N呈极显著正相关,N在该区域凋落物分解过程中起着关键作用。 展开更多
关键词 华西雨屏 常绿与落叶阔叶混交林 凋落物分解 季节变化 非加和效应
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不同年限旱改水稻田土壤有机氮矿化对外源氮素的响应
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作者 赵满兴 王欣 +4 位作者 马文全 周韩冰 李硕 马丹妮 李祥东 《四川农业大学学报》 北大核心 2025年第2期332-340,共9页
【目的】为了探讨南泥湾不同年限旱改水稻田土壤有机氮矿化对外源氮素的响应,分析土壤供氮能力及其特征。【方法】以南泥湾水稻种植基地不同年限旱改水稻田(0 a、5 a、25 a、78 a)土壤为研究对象,采用室内49 d淹水密闭-间歇淋洗培养方法... 【目的】为了探讨南泥湾不同年限旱改水稻田土壤有机氮矿化对外源氮素的响应,分析土壤供氮能力及其特征。【方法】以南泥湾水稻种植基地不同年限旱改水稻田(0 a、5 a、25 a、78 a)土壤为研究对象,采用室内49 d淹水密闭-间歇淋洗培养方法,研究土壤有机氮矿化特征。【结果】在30℃培养条件下,不同氮添加水平下土壤氮累积矿化量表现为0 a>78 a>25 a>5 a,并随着氮添加量的增加而升高。0~20 cm土层土壤氮累积矿化量显著高于20~40 cm土层(P<0.05)。氮矿化速率呈现出培养前期快、后期慢的趋势,随培养时间的延续而下降,最终趋于平稳,其中N1、N2、N3氮添加条件下前7 d分别占矿化总量的32.50%、54.04%和65.68%,0~20 cm土层土壤矿化速率也高于20~40 cm土层。而土壤矿化率则表现为5 a、25 a高于78 a、0 a。N0(土壤氮素矿化势)则随着年限的增加而增加,随着氮添加量的增加而增加。0~20 cm土层N0高于20~40 cm土层(P<0.05)。N_(0)与全氮、碱解氮表现为极显著正相关关系(P<0.01),与土壤C/N呈极显著负相关关系(P<0.01)。【结论】外源氮素添加促进了不同旱改水年限稻田土壤氮素矿化,且氮添加水平越高增加越明显。 展开更多
关键词 水稻 半干旱区 旱改水 氮矿化 氮添加
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基于SHAP的可解释机器学习的滑坡易发性评价模型 被引量:13
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作者 崔婷婷 安雪莲 +2 位作者 孙德亮 陈东升 朱有晨 《成都理工大学学报(自然科学版)》 北大核心 2025年第1期153-172,共20页
机器学习在构建滑坡易发性评价模型中因其训练复杂且预测结果难以解释而发展受限。通过SHAP(SHapley Additive exPlanations)结合机器学习模型揭示各影响因子对滑坡发育的影响,增强模型可信度与可解释性。以三峡库区忠县为研究区,通过... 机器学习在构建滑坡易发性评价模型中因其训练复杂且预测结果难以解释而发展受限。通过SHAP(SHapley Additive exPlanations)结合机器学习模型揭示各影响因子对滑坡发育的影响,增强模型可信度与可解释性。以三峡库区忠县为研究区,通过随机森林、XGBoost(eXtreme Gradient Boosting)以及深度随机森林机器学习算法结合贝叶斯优化算法分别构建滑坡易发性评价模型;利用混淆矩阵及受试者工作特征曲线开展评价精度验证;基于4种分级方法得到滑坡易发性区划图;通过SHAP分析影响滑坡发育的主导因子。结果表明,优化后的XGBoost模型受试者工作特征曲线下面积(AUC)值(0.817)高于随机森林的AUC值(0.803)和深度随机森林的AUC值(0.806);不同分级方式下的易发性区划图分布差异很大,其中基于相等间隔法和XGBoost模型的分级效果相对更好,极高-高易发区主要集中在研究区的东南部和东北部,特别是长江及其支流两岸。SHAP图揭示各主导因子不同特征值对滑坡发育有明显差异,高程和距河流距离是研究区滑坡发育的主要影响因子,对滑坡发育贡献显著。本研究的XGBoost模型具有较高的预测精度,模型可解释性强,为滑坡灾害的精准防治提供科学依据。 展开更多
关键词 XGBoost 深度随机森林 SHAP 三峡库区 滑坡易发性评价
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施氮和牛粪添加对煤矿补播区植被恢复效果的研究 被引量:1
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作者 聂婷婷 董乙强 +3 位作者 苏清荷 张勇娟 杨合龙 安沙舟 《中国农业科技导报(中英文)》 北大核心 2025年第2期218-227,共10页
施肥是增加煤矿废弃地土壤营养、促进植被恢复的有效措施。为探究施氮和牛粪添加对煤矿补播区植物的影响,以煤矿补播草地为研究对象,采用裂区试验,设置0(CK)、5(N1)、10(N2)、20(N3)、30 g·m^(-2)(N4)5个氮肥(尿素)施用水平和2种... 施肥是增加煤矿废弃地土壤营养、促进植被恢复的有效措施。为探究施氮和牛粪添加对煤矿补播区植物的影响,以煤矿补播草地为研究对象,采用裂区试验,设置0(CK)、5(N1)、10(N2)、20(N3)、30 g·m^(-2)(N4)5个氮肥(尿素)施用水平和2种牛粪添加模式(0、300 g·m^(-2)),分析施氮和牛粪添加措施对煤矿补播草地植被高度、盖度、密度和生物量的影响,研究煤矿补播区草地植被在增施氮肥、牛粪措施下的恢复效果。结果表明,施氮对植被盖度、生物量影响较大,与CK比较,N1处理6、7、9月植被盖度分别增加1.14%、28.57%、63.64%,植物生物量分别增加14.45%、14.29%、24.46%;而N4处理6、7、9月植被盖度较CK分别减少44.32%、72.86%、13.64%,6、7月生物量减少36.11%、41.43%。添加牛粪对植被平均高度影响较大,N4处理使6、7月植被平均高度较CK分别降低16.40%、35.05%。从施肥对植物经济类群来看,施氮+牛粪的施肥模式更有利于禾本科植物的生长,增加了群落中禾本科植物生物量和密度。综上,添加牛粪可提升植物平均高度,施用氮肥5 g·m^(-2)有利于该类煤矿补播草地植被盖度、生物量的恢复,而施用氮肥30 g·m^(-2)会对植物产生不利影响。以上研究结果为该类废弃矿山开展生态修复工作提供科学依据。 展开更多
关键词 煤矿补播区 施氮 牛粪添加 植被恢复
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西北灌漠土区长期有机无机配施协同提升玉米产量和品质 被引量:4
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作者 郑浩飞 杨楠 +8 位作者 杜健 贾改秀 邹悦 麻文浩 王彦婷 索东让 赵建华 孙宁科 张建文 《作物学报》 北大核心 2025年第6期1618-1628,共11页
基于1982年布设在西北灌漠土区的长期定位试验,探究长期有机无机配施对玉米产量和籽粒品质的影响。长期定位试验在甘肃省张掖市农业科学院试验站进行,采用二因素裂区试验设计,主因素为施用有机肥(M)和不施用有机肥(NM),副因素为不同化... 基于1982年布设在西北灌漠土区的长期定位试验,探究长期有机无机配施对玉米产量和籽粒品质的影响。长期定位试验在甘肃省张掖市农业科学院试验站进行,采用二因素裂区试验设计,主因素为施用有机肥(M)和不施用有机肥(NM),副因素为不同化肥施用,包括不施化肥(CK)、施氮肥(N)、施氮磷肥(NP)和施氮磷钾肥(NPK),共8个处理。2022和2023年收获期考察农艺性状并测定玉米籽粒蛋白、淀粉和脂肪含量,计算籽粒粗蛋白产量。结果表明,M处理中玉米籽粒产量较NM显著提高11.51%~18.26%,粗蛋白产量显著提高17.02%。在施用有机肥条件下,NP、NPK处理获得较高产量,分别平均达到12.85 t hm^(-2)和13.29 t hm^(-2),二者间无显著差异。无论是否施用有机肥,与CK相比,N、NP和NPK处理中产量分别平均增加17.89%、49.86%和54.44%,NP处理产量较N处理显著增加27.12%;与CK相比,N处理中籽粒蛋白含量显著增加了12.83%,而NP和NPK处理中籽粒蛋白含量与CK相比无显著差异;M处理中蛋白含量和淀粉含量较NM分别增加了21.88%和0.56%;与CK相比,N、NP和NPK处理中蛋白含量分别增加29.08%、52.31%和61.84%,玉米籽粒脂肪含量变化不显著。因此,施用有机肥能够增加产量,配施化学肥料(特别是氮磷肥)能在此基础上进一步提高玉米产量和籽粒品质,促进玉米高产优质可持续发展。 展开更多
关键词 粗蛋白产量 增施有机肥 籽粒品质 玉米 绿洲灌区
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剖分式等基圆锥齿轮的加工变形计算模型研究 被引量:1
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作者 房建垒 王斌 +4 位作者 赵贺龙 卫雨强 张云祥 李喜燕 李天兴 《机电工程》 北大核心 2025年第6期1102-1109,共8页
针对剖分式等基圆锥齿轮加工过程中的变形问题,从齿轮毛坯材料、残余内应力和齿轮毛坯设计等方面,对齿轮毛坯加工过程中附加应力的变化情况进行了研究,提出了一种力矩面积法,推导了弯曲变形时齿轮毛坯的计算公式,建立了轮坯拼合齿轮毛... 针对剖分式等基圆锥齿轮加工过程中的变形问题,从齿轮毛坯材料、残余内应力和齿轮毛坯设计等方面,对齿轮毛坯加工过程中附加应力的变化情况进行了研究,提出了一种力矩面积法,推导了弯曲变形时齿轮毛坯的计算公式,建立了轮坯拼合齿轮毛坯整体变形的计算模型。首先,建立了齿轮切削内部附加应力和附加扭矩的数学模型,并依据力矩面积法,推导了弯曲变形时齿轮毛坯的计算公式;然后,结合时变刚度,得到了齿轮毛坯变形的数学模型,并对齿轮毛坯变形进行了投影分析;最后,基于齿轮毛坯变形投影的累积效应,建立了拼合齿轮毛坯整体变形的计算模型,并通过有限元模拟、变形计算和实际加工测量实验,对变形计算模型的正确性进行了验证。研究结果表明:在等基圆锥齿轮的轮坯切齿加工过程中,轮坯底平面的平面度由未切齿前的0.035 mm增长为0.053 mm,证明轮坯发生了弯曲变形;完成切齿后的轮坯两端面的夹角比未加工前减小了0.006°,证明轮坯发生了开口变形;完成切齿后的轮坯左端面的垂直度由未切齿前的0.003 mm增长为0.026 mm,而右端面的垂直度从0.029 mm减小为0.017 mm,证明轮坯发生了扭转变形。该变形计算模型可以为后续剖分式齿轮加工方面的研究提供借鉴和参考。 展开更多
关键词 轮坯拼合齿轮 内应力 附加力矩 齿轮毛坯变形 轮坯弯曲变形 力矩面积法
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