地球信息科学学报
地毬信息科學學報
지구신식과학학보
GEO-INFORMATION SCIENCE
2013年
6期
862-870
,共9页
信息应用基础设施%大数据%地理格网%格网分析
信息應用基礎設施%大數據%地理格網%格網分析
신식응용기출설시%대수거%지리격망%격망분석
information application infrastructure%big data%array analytics
格网分析操作建模,包括地理格网索引域、值域及其之间的函数定义;基于该定义的操作函数、输入与输出的形式化表达;界定了相应的格网分析技术及其应用。随着物联网和空间对地观测的发展,多维大数据的涌现,对现有2维格网分析基础设施的发展提出了挑战。本文对业界主流的各种格网操作模型进行了系统回顾和比较:首先,介绍地球科学各个领域的多维地理格网及分析需求;然后,抽象了多维格网的形式化定义元素;在此基础上,比较了国内外主要多维格网操作模型,讨论了相应格网操作的输入与输出特征,并总结了不同操作模型的表达能力,论述了格网分析操作建模的方法和需要注意的问题;最后,总结了国内外主流的格网分析语言和系统实现,并展望了其发展趋势和研究方向。
格網分析操作建模,包括地理格網索引域、值域及其之間的函數定義;基于該定義的操作函數、輸入與輸齣的形式化錶達;界定瞭相應的格網分析技術及其應用。隨著物聯網和空間對地觀測的髮展,多維大數據的湧現,對現有2維格網分析基礎設施的髮展提齣瞭挑戰。本文對業界主流的各種格網操作模型進行瞭繫統迴顧和比較:首先,介紹地毬科學各箇領域的多維地理格網及分析需求;然後,抽象瞭多維格網的形式化定義元素;在此基礎上,比較瞭國內外主要多維格網操作模型,討論瞭相應格網操作的輸入與輸齣特徵,併總結瞭不同操作模型的錶達能力,論述瞭格網分析操作建模的方法和需要註意的問題;最後,總結瞭國內外主流的格網分析語言和繫統實現,併展望瞭其髮展趨勢和研究方嚮。
격망분석조작건모,포괄지리격망색인역、치역급기지간적함수정의;기우해정의적조작함수、수입여수출적형식화표체;계정료상응적격망분석기술급기응용。수착물련망화공간대지관측적발전,다유대수거적용현,대현유2유격망분석기출설시적발전제출료도전。본문대업계주류적각충격망조작모형진행료계통회고화비교:수선,개소지구과학각개영역적다유지리격망급분석수구;연후,추상료다유격망적형식화정의원소;재차기출상,비교료국내외주요다유격망조작모형,토론료상응격망조작적수입여수출특정,병총결료불동조작모형적표체능력,논술료격망분석조작건모적방법화수요주의적문제;최후,총결료국내외주류적격망분석어언화계통실현,병전망료기발전추세화연구방향。
The development of Internet of Things and Earth Observation brings big observation array data and big array analytics. This paradigm shift challenges the development of current GIS infrastructure which needs in-novative proof and design. Array Analytics is considered as one of potential solutions to address today’s data tsu-nami challenge. Formal definitions, such as array domain, range, the mapping function between domain and range, operators, the corresponding input and output are basic building blocks of Array Analytics theory. This pa-per focuses on the world-wide research progress of Array Analytics towards Big Data. Main Array Analytics models are reviewed and discussed by considering different array definition, operation functions, input and out-put, making it possible to explore character differentiation and summarize model expressiveness. Then, main ar-ray analytics technologies and implementations are discussed and compared by considering different models. Ac-cordingly, array analytics modeling patterns, principle issues and directions for future research are concluded as guidance for further exploration on array analytics theory research, technology improvement and domain applica-tions. National Digital Information Infrastructure Initiatives need effective array storage and analytics platforms. The research is conducted as input of further enhancement on Information Application Infrastructure, which is key backbone of GIS analytics services in terms of earth science system monitoring and forecasting, existing dig-ital construction consolidation, and GIS infrastructure improvement, so as to provide effective support to digital region construction.