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71.
Rapid flood mapping is critical for local authorities and emergency responders to identify areas in need of immediate attention. However, traditional data collection practices such as remote sensing and field surveying often fail to offer timely information during or right after a flooding event. Social media such as Twitter have emerged as a new data source for disaster management and flood mapping. Using the 2015 South Carolina floods as the study case, this paper introduces a novel approach to mapping the flood in near real time by leveraging Twitter data in geospatial processes. Specifically, in this study, we first analyzed the spatiotemporal patterns of flood-related tweets using quantitative methods to better understand how Twitter activity is related to flood phenomena. Then, a kernel-based flood mapping model was developed to map the flooding possibility for the study area based on the water height points derived from tweets and stream gauges. The identified patterns of Twitter activity were used to assign the weights of flood model parameters. The feasibility and accuracy of the model was evaluated by comparing the model output with official inundation maps. Results show that the proposed approach could provide a consistent and comparable estimation of the flood situation in near real time, which is essential for improving the situational awareness during a flooding event to support decision-making. 相似文献
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为研究震后九寨沟钙华景区的溶洞、裂隙、暗流等地质特性,丰富钙华景区岩溶洞穴无损探测技术,探讨了多物探技术在多孔疏松钙华地区作业的可靠性。首次运用地质雷达法及高密度电法相结合的无损探测技术,在九寨沟景区火花海特定区域进行了现场勘查和无损探测试验。结合对比两种无损探测成果与测区内出露地质剖面3组勘探数据,结果发现:高密度电法与地质雷达法相结合,两者能优劣互补,相互佐证,在解决钙华区域浅部溶洞、暗流、裂隙等工作中,对探测目标体具有极高的识别度。两种方法探测数据与震后出露剖面地质特征保持极高的一致性,验证了两种无损检测方法在多孔疏松介质条件下数据的真实可靠性,解决了多物探技术在多孔疏松介质地区施工的疑点和难点,丰富了工程物探领域技术。 相似文献
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A simple analytical model of wave propagation has been developed in order to study the potential sediment transport patterns due to the action of currents and waves in the neighborhood of cylindrical structures as well inside a group of these structures. The attention is focused on the study of Trafalgar offshore windfarm, a case in which it has been necessary to analyze the flow trough porous structures in order to model fish growing-cages planned to be installed at each aerogenerator structure. The results are obtained by averaging over one period of wave in order to evaluate the net potential sediment transport. The analysis of the results reveals how the processes of wave diffraction and reflection give rise to periodic patterns of sediment transport around and between the structures. 相似文献
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When travelling, people are accustomed to taking and uploading photos on social media websites, which has led to the accumulation of huge numbers of geotagged photos. Combined with multisource information (e.g. weather, transportation, or textual information), these geotagged photos could help us in constructing user preference profiles at a high level of detail. Therefore, using these geotagged photos, we built a personalised recommendation system to provide attraction recommendations that match a user's preferences. Specifically, we retrieved a geotagged photo collection from the public API for Flickr (Flickr.com) and fetched a large amount of other contextual information to rebuild a user's travel history. We then created a model-based recommendation method with a two-stage architecture that consists of candidate generation (the matching process) and candidate ranking. In the matching process, we used a support vector machine model that was modified for multiclass classification to generate the candidate list. In addition, we used a gradient boosting regression tree to score each candidate and rerank the list. Finally, we evaluated our recommendation results with respect to accuracy and ranking ability. Compared with widely used memory-based methods, our proposed method performs significantly better in the cold-start situation and when mining ‘long-tail’ data. 相似文献
78.
自2000年以来开始出现的大量仿制景观,从经济、社会、文化和政治方面重塑了中国的城市空间,但却没有引起学者的普遍关注。以新兴出现的微型仿制景观——佛山日本街为例,运用实地调查和话语分析方法,首先理清佛山日本街的仿制要素及其特征,以及佛山日本街的兴起原因,其次利用社交平台的文本数据分析新媒体影响下佛山日本街的形象塑造,进而探讨佛山日本街不同形象的产生根源。研究发现,佛山日本街的仿制要素虽受到日本城市街道形态以及ACGN亚文化的启发,但本质上是一种文化借用式的网红打卡地;资本竞争和新型社交方式是佛山日本街兴起的主要动力要素,而新冠肺炎疫情影响下的旅游环境变化进一步刺激和提升了佛山日本街的打卡热度和知名度;在新媒体的影响下,社交平台用户对佛山日本街的讨论主要聚焦于文化原真性和抄袭侵权两个方面,导致其塑造的形象正面、负面并存。 相似文献
79.
粘质沙雷氏菌(Serratia marcescens)发酵培养基优化的研究 总被引：6，自引：0，他引：6
采用单因素试验和正交试验,对从山东东营海岸湿地盐碱滩地土壤中筛选出的一株海洋菌种———粘质沙雷氏菌(Serratia marcescens)的发酵培养基进行优化,并进行100 L发酵罐中试放大试验的研究。确定粘质沙雷氏菌的最佳培养基配方为葡萄糖10 g/L,硫酸铵5 g/L,麸皮50 g/L,柠檬酸三钠1.0 g/L,K2HPO4.3H2O 0.3 g/L,FeSO4.7H2O 0.05 g/L,MgSO4.7H2O 0.5 g/L,pH 7.2~7.7。发酵最适温度为30℃。通过测定粘质沙雷氏菌在发酵罐中培养的生长曲线,确定发酵时间以28~30 h为宜,发酵结束后发酵液中的活菌数约为50×108个/mL。将所筛选到的粘质沙雷氏菌应用于农作物的病害防治,效果非常显著,表明是一株高活性的生物防治拮抗菌。此研究结果为高效率、低成本和工业化生产具有生物防治作用的海洋菌种制剂提供了科学依据,也为海岸湿地盐碱土的可持续开发利用提供了技术支撑。 相似文献
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