Extracting geochemical anomalies from geochemical exploration data is one of the most important activities in mineral exploration. Geochemical anomaly detection can be regarded as a binary classification problem. The similarity between geochemical samples can be measured by their distance. The key issue of this classification is to find the intrinsic relationship and distance between geochemical samples to separate geochemical anomalies from background. In this paper, a hybrid method that integrates random forest and metric learning (RFML) is used to identify geochemical anomalies related to Fe-polymetallic mineralization in Southwest Fujian Province of China. RFML does not require any specific statistical assumption on geochemical data, nor does it depend on sufficient known mineral occurrences as the prior knowledge. The geochemical anomaly map obtained by the RFML method showed that the known Fe deposits and the generated geochemical anomaly area have strong spatial association. Meanwhile, the receiver operating characteristic curves for the results of RFML and another method, namely maximum margin metric learning, indicated that the RFML method exhibited better performance, suggesting that RFML can be effectively applied to recognize geochemical anomalies.
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为探究世界遗产丝绸之路沿线遗址点遗产诠释与重游意愿的影响关系，研究将遗产诠释分为现场遗产解说与非现场遗产传播两部分，并以旅游体验为中介变量，游客特征为调节变量，构建“遗产诠释-旅游体验-重游意愿”的结构关系模型。研究表明：（1）非现场遗产传播正向影响现场遗产解说；（2）遗产诠释需要通过深刻的旅游体验才能更好地影响重游意愿；（3）遗产诠释与重游意愿的影响关系部分受游客性别和文化程度的调节，其中非现场遗产传播更能在高文化程度的游客中发挥其对重游意愿的影响作用，同时更能在男性游客中发挥其对旅游体验的影响作用。 相似文献
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鄂尔多斯盆地三叠系延长组7段(长7段)半深湖—深湖相优质油源岩是油气的重要来源,包括黑色页岩和暗色泥岩,作为盆地重要的供烃源岩一直是研究的热点。为了明确不同烃源岩的贡献及油气来源,通过对庆城地区长7段致密油特征进行分析,对原油进行精细划分,并对源岩有效性进行分析,进一步明确油源对应关系,研究表明,庆城地区长7段黑色页岩和暗色泥岩均对油气成藏有贡献,其中黑色页岩贡献最大,长73段暗色泥岩次之,长72和长71段暗色泥岩贡献较小;原油为低密度、中—低黏度和低凝固点的轻质油。根据生标物特征将原油划分为3类,A类原油具有低C30重排藿烷/C29藿烷、低C29Ts/C29藿烷、低Ts/Tm的特征,由黑色页岩贡献,主要分布于长71段;C类原油具有高C30重排藿烷/C29藿烷、高C29Ts/C29藿烷、高Ts/Tm的特征,主要由暗色泥岩贡献,... 相似文献
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A bounding surface model is formulated to simulate the behavior of clays that are subject to an anisotropic consolidation stress history. Conventional rotational hardening is revisited from the perspective of thermodynamics. As the free energy cannot be accumulated infinitely upon critical state failure, the deviatoric back stress must vanish. This requires the rotated yield surface to be turned back to eventually align on the hydrostatic axis in the stress plane. Noting that most of the previous propositions violate this restriction, an innovative rotational hardening rule is formulated that is thermodynamically admissible. The bounding surface framework that employs the modified yield surface is applied to simulate elastoplastic deformations for overconsolidated clays, with which the overprediction of strength on the “dry” side can be greatly improved with reasonable results. Other important features, including contractive or dilative response and hardening or softening behavior, can also be well-captured. It has been shown that the model can simulate three types of reconstituted clays that are sheared with initial conditions over a wide range of anisotropic consolidation stress ratios and overconsolidation ratios under both triaxial undrained and drained conditions. Limitations and potential improvement of the model regarding the fabric anisotropy at critical state have been discussed. 相似文献
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Changes in soil organic carbon stocks as affected by cropping systems and cropping duration in China’s paddy fields: a meta-analysis 总被引：4，自引：0，他引：4
Great uncertainties remain in the impact of cropping systems on soil organic carbon (SOC) stocks in paddy fields that hold a large potential for carbon (C) sequestration. In this study, a meta-analysis was performed to examine trends on SOC stocks in unfertilized and fertilized fields from three of the most common rice cropping systems in China. Results showed that rice cropping without any nutrient application (Control) significantly increased SOC stocks by 9% compared to the initial level in double rice cropping systems (DR), whereas no significant effects were observed in single rice cropping systems (SR) and rice-upland crop rotation systems (RU). Paddy soils sequestered C in all the three cropping systems under inorganic NPK fertilization, and the magnitude of the increase in SOC stocks was in the order DR > RU > SR. Soil C stocks increased with the increasing cropping duration. Continuous rice cropping for more than 20?years led to average SOC gains of 15% and 23% in the control and NPK treatments, respectively. Furthermore, it seems that C sequestration was still occurring in the longest fields from the included studies. Thus, no SOC saturation trend was found over the investigated cropping duration. However, the negative relationship between SOC changes and their initial C stocks suggests indirectly the possibility of SOC saturation in paddy fields. 相似文献
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全面识别和发现地质灾害隐患,已成为我国地质灾害防治的重大实际需求。目前,基于InSAR技术和深度学习相结合用于广域尺度下地质灾害隐患智能识别应用效果与适用性还需要进一步探索与研究。本文基于Stacking InSAR技术获得地表形变相位数据,利用深度学习检测识别正在变形的滑坡隐患位置与分布,确定显著性形变区边界,探索将上述技术方法推广到一定的广域范围和动态更新数据集。结果显示,测试数据集显著性形变区平均识别精度为0.69,召回率为0.67,F1 score为0.67,动态更新数据集识别精度为0.85,召回率为0.58,F1 score为0.68。研究表明,本文方法在广域地灾隐患识别中具有应用可行性,可为地质灾害监测预警提供理论基础与技术支撑。 相似文献
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