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11.
参对光照变化非常敏感,研究刺参对光照的分子响应非常重要。本研究应用RNA测序获取了刺参暴露于强光(“强光”)、正常光照(“对照”)和完全黑暗(“黑暗”)环境下体壁的基因表达谱情况,通过“对照”与“黑暗”,“对照”与“强光”和“黑暗”与“强光”的比较,在|log2 ratio|≥1和FDR≤0.001的标准下分别发现了1161、113和1705个差异表达基因(DEGs)。基因本体分析表明,“cellular process”和“binding”在“生物过程”和“分子功能”类别中的DEGs富集最多,而“cell”和“cell part”在“细胞组分”类别中的DEGs富集最多。将DEGs与Kyoto Encyclopedia基因和基因组数据库上的于214、41和229条通路进行比对,发现了51、2和57条通路分别显著富集。本研究发现的光特异性DEGs可作为深入研究刺参对光照变化的生化适应机制的重要目标基因。 相似文献
12.
以2014年广州市中产阶层聚居区24个街道、50个社区进行的问卷调查和深度访谈资料为数据源,从住房需求意愿与区位选择方面分析了广州中产阶层住房选择,并运用多元Logistic回归分析法对其影响因素进行研究。研究发现:1)广州市中产阶层住房区位选择表现出明显的“向中心城区”性;2)现居住现状(人均住房面积、现小区区位、现小区建成年代、现居住时间)、家庭生命周期(年龄、家庭规模、子女数量)和经济水平(家庭年总收入、个人年总收入、私家车拥有量)等因素对中产阶层住房需求意愿具有显著影响;3)家庭生命周期(年龄、家庭规模)、个体因素(教育程度、户籍地)等要素对中产阶层住房区位选择具有显著影响。4)制度因素、区位因素和个体因素共同影响着广州市中产阶层住房区位选择。 相似文献
13.
创新型企业作为塑造创新地理格局的重要力量,其区位选择的外部特征及内在机理亟须予以系统化研究。基于对安徽省创新型企业的细分行业与空间建库,采用核密度估计和地理探测器等方法,对细分行业下的创新型企业空间集聚特征及影响因素进行研究。结果表明:(1)安徽省创新型企业类型以先进制造和自动化为主,并以生物与新医药、新材料、电子信息为辅;(2)创新型企业空间集聚的不均衡特征显著,呈现出“一核一带多节点”的集聚分布特征,且合肥、芜湖是两个重要集聚区;不同细分行业视角下创新型企业的空间分布形态各异,可归纳为点-轴式、极核式、双核式及多核分散式等4种空间组织形态。(3)创新型因子对于创新型企业的空间集聚最为重要,但传统型和政策型因子的重要性仍不容忽视。其中,产业基础、人力资本、创新投入是最核心的因素,但各行业创新型企业的影响因素作用力则表现出一定的异质性。 相似文献
14.
Peng Yue Fan Gao Boyi Shangguan Zheren Yan 《International journal of geographical information science》2020,34(11):2243-2274
ABSTRACT High performance computing is required for fast geoprocessing of geospatial big data. Using spatial domains to represent computational intensity (CIT) and domain decomposition for parallelism are prominent strategies when designing parallel geoprocessing applications. Traditional domain decomposition is limited in evaluating the computational intensity, which often results in load imbalance and poor parallel performance. From the data science perspective, machine learning from Artificial Intelligence (AI) shows promise for better CIT evaluation. This paper proposes a machine learning approach for predicting computational intensity, followed by an optimized domain decomposition, which divides the spatial domain into balanced subdivisions based on the predicted CIT to achieve better parallel performance. The approach provides a reference framework on how various machine learning methods including feature selection and model training can be used in predicting computational intensity and optimizing parallel geoprocessing against different cases. Some comparative experiments between the approach and traditional methods were performed using the two cases, DEM generation from point clouds and spatial intersection on vector data. The results not only demonstrate the advantage of the approach, but also provide hints on how traditional GIS computation can be improved by the AI machine learning. 相似文献
15.
以武汉市蔡甸区为例,结合多源、多时段的村级农地流转数据,采用探索性空间分析和多元线性回归分析方法,揭示大城市近郊农地流转的时空特征及影响因素。研究发现:① 流转规模呈跨越式增长,经历快速增长和短期减速增长两个阶段,流转速度受土地政策影响较大;农地流转的空间分布由随机转向集聚,高高集聚区由主干道沿线转移至以农业为主的平原街镇,低低集聚区由不显著到集中于城镇化水平较高的街镇;② 控制自然、区位、社会经济等因素后,发现流转主体、流转用途对农地流转具有显著影响。建议清楚把握农地流转时空演化特征,合理选择流转主体和流转用途,以优化大城市近郊的人地关系,促进城乡统筹和乡村振兴。 相似文献
16.
开展干旱预测是有效应对干旱风险的前提基础。利用1958—2017年青海省38个气象站点逐日降水量数据计算多尺度标准化降水指数(SPI),并建立了SPI序列自回归移动平均模型(ARIMA)、长短时记忆神经网络模型(LSTM)和基于二者优点提出的ARIMA-LSTM组合模型;对模型参数进行率定和验证后,利用所建立的模型,以西宁站点为例,对多尺度SPI值进行预测,借助均方根误差(RMSE)、平均绝对百分比误差(MAPE)和决定系数R2对所有预测模型的有效性进行判定。结果表明:ARIMA-LSTM组合模型在SPI1和SPI12的RMSE值分别为0.159 7和0.181 0,均低于ARIMA模型的1.265 4和0.293 3,说明ARIMA模型与ARIMA-LSTM组合模型对SPI的预测精度都与时间尺度有关,ARIMA模型的预测精度随着时间尺度的增加而逐渐提高;结合GIS并利用实测数据与模型的预测数据相比较说明ARIMA-LSTM组合模型相比于单一ARIMA模型的预测精度更高,且能够很好拟合不同时间尺度的SPI值。 相似文献
17.
Food security is the primary prerequisite for achieving other Millennium Development Goals(MDGs).Given that the MDG of“halving the proportion of hungers by 2015”was not realized as scheduled,it will be more pressing and challenging to reach the goal of zero hunger by 2030.So there is high urgency to find the pattern and mechanism of global food security from the perspective of spatio-temporal evolution.In this paper,based on the analysis of database by using a multi-index evaluation method and radar map area model,the global food security level for 172 countries from 2000 to 2014 were assessed;and then spatial autocorrelation analysis was conducted to depict the spatial patterns and changing characteristics of global food security;then,multi-nonlinear regression methods were employed to identify the factors affecting the food security patterns.The results show:1)The global food security pattern can be summarized as“high-high aggregation,low-low aggregation”.The most secure countries are mainly distributed in Western Europe,North America,Oceania and parts of East Asia.The least secure countries are mainly distributed in sub-Saharan Africa,South Asia and West Asia,and parts of Southeast Asia.2)Europe and sub-Saharan Africa are hot and cold spots of the global food security pattern respectively,while in non-aggregation areas,Haiti,North Korea,Tajikistan and Afghanistan have long-historical food insecurity problems.3)The pattern of global food security is generally stable,but the internal fluctuations in the extremely insecure groups were significant.The countries with the highest food insecurity are also the countries with the most fluctuated levels of food security.4)The annual average temperature,per capita GDP,proportion of people accessible to clean water,political stability and non-violence levels are the main factors influencing the global food security pattern.Research shows that the status of global food security has improved since the year 2000,yet there are still many challenges such as unstable global food security and acute regional food security issues.It will be difficult to understand these differences from a single factor,especially the annual average temperature and annual precipitation.The abnormal performance of the above factors indicates that appropriate natural conditions alone do not absolutely guarantee food security,while the levels of agricultural development,the purchasing power of residents,regional accessibility,as well as political and economic stability have more direct influence. 相似文献
18.
Journal of Geographical Sciences - In recent years, flows of many rivers and lakes have become reduced in arid and semi-arid regions around the world. The most typical examples of this phenomenon... 相似文献
19.
Yingwei Yan Chen-Chieh Feng Wei Huang Hongchao Fan Yi-Chen Wang Alexander Zipf 《International journal of geographical information science》2020,34(9):1765-1791
ABSTRACT More than 10 years have passed since the coining of the term volunteered geographic information (VGI) in 2007. This article presents the results of a review of the literature concerning VGI. A total of 346 articles published in 24 international refereed journals in GIScience between 2007 and 2017 have been reviewed. The review has uncovered varying levels of popularity of VGI research over space and time, and varying interests in various sources of VGI (e.g. OpenStreetMap) and VGI-related terms (e.g. user-generated content) that point to the multi-perspective nature of VGI. Content-wise, using latent Dirichlet allocation (LDA), this study has extracted 50 specific research topics pertinent to VGI. The 50 topics have been subsequently clustered into 13 intermediate topics and three overarching themes to allow a hierarchical topic review. The overarching VGI research themes include (1) VGI contributions and contributors, (2) main fields applying VGI, and (3) conceptions and envisions. The review of the articles under the three themes has revealed the progress and the points that demand attention regarding the individual topics. This article also discusses the areas that the existing research has not yet adequately explored and proposes an agenda for potential future research endeavors. 相似文献
20.
研究BDS/GPS组合载波相位动态差分定位算法,讨论加入BDS后对模糊度固定的影响,针对部分区域有较严重信号遮挡的实测动态数据,分别进行单GPS和BDS/GPS组合解算。结果表明,相比单GPS,加入BDS后增加了共视卫星数目,改善了卫星几何结构,模糊度解算成功率和可靠性得到明显提高。多遮挡环境下测试数据显示,BDS/GPS组合的定位精度远高于单GPS,东向和北向精度优于8 mm、天向为16 mm,而单GPS东向仅为3 cm、北向和天向约8 cm。 相似文献