globalchange  > 气候变化事实与影响
CSCD记录号: CSCD:5992697
论文题名:
大数据在生态环境领域的应用进展与展望
其他题名: Applications of eco-environmental big data: Progress and prospect
作者: 赵苗苗1; 赵师成2; 张丽云1; 赵芬1; 邵蕊1; 刘丽香1; 赵海凤1; 徐明1
刊名: 应用生态学报
ISSN: 1001-9332
出版年: 2017
卷: 28, 期:5, 页码:439-448
语种: 中文
中文关键词: 大数据 ; 生态环境 ; 气候变化 ; 生态网络 ; 大气污染
英文关键词: big data ; ecological environment ; climate change ; ecological network ; air pollution
WOS学科分类: BIOLOGY
WOS研究方向: Life Sciences & Biomedicine - Other Topics
中文摘要: 随着互联网和移动通讯技术的发展,生态环境领域从信息采集到加工处理也进入信息化和数字化时代,数据量呈现爆发式增长,生态环境大数据受到越来越多的关注.生态环境大数据是在对生态环境要素空天地一体化连续观测的基础上,集成海量的多源多尺度信息,借助云计算、人工智能及模型模拟等大数据分析技术,实现生态环境大数据的集成分析和信息挖掘.生态环境大数据存在数据来源多样、涉及部门广; 数据采集方式不统一; 服务对象众多、对专业化服务要求高等特点.大数据已在生态环境领域得到了初步应用,如在全球气候变化预测、生态网络观测与模拟和区域大气污染治理等方面作用明显.目前我国生态环境大数据的发展还存在诸多问题,包括数据共享难、监测技术落后、传感器等监测设备严重依赖进口、数据集成和深度分析能力不足等.随着大数据技术的进步,未来大数据在解决生态环境健康问题、提高重大生态环境风险预警预报水平、提高生态环境领域科学研究水平等方面都将发挥巨大作用.大数据将最终实现生态环境管理决策定量化、精细化,生态环境信息服务多样化、专业化和智能化,为中国社会经济可持续发展和生态文明建设提供技术保障.
英文摘要: With the advance of internet and wireless communication technology,the fields of ecology and environment have entered a new digital era with the amount of data growing explosively and big data technologies attracting more and more attention. The eco-environmental big data is based airborne and space-/land-based observations of ecological and environmental factors and its ultimate goal is to integrate multi-source and multi-scale data for information mining by taking advantages of cloud computation,artificial intelligence,and modeling technologies. In comparison with other fields,the eco-environmental big data has its own characteristics,such as diverse data formats and sources,data collected with various protocols and standards,and serving different clients and organizations with special requirements. Big data technology has been applied worldwide in ecological and environmental fields including global climate prediction,ecological network observation and modeling,and regional air pollution control. The development of eco-environmental big data in China is facing many problems,such as data sharing issues,outdated monitoring facilities and technologies, and insufficient data mining capacity. Despite all this,big data technology is critical to solving eco-environmental problems,improving prediction and warning accuracy on eco-environmental catastrophes,and boosting scientific research in the field in China. We expected that the ecoenvironmental big data would contribute significantly to policy making and environmental services and management,and thus the sustainable development and eco-civilization construction in China in the coming decades.
资源类型: 期刊论文
标识符: http://119.78.100.158/handle/2HF3EXSE/153320
Appears in Collections:气候变化事实与影响

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作者单位: 1.中国科学院地理科学与资源研究所, 中国科学院生态系统网络观测与模拟重点实验室, 北京 100101, 中国
2.信阳农林学院, 信阳, 河南 464000, 中国

Recommended Citation:
赵苗苗,赵师成,张丽云,等. 大数据在生态环境领域的应用进展与展望[J]. 应用生态学报,2017-01-01,28(5):439-448
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