Convergence of Array DBMS and Cellular Automata: A Road Traffic Simulation Case

被引:6
|
作者
Zalipynis, Ramon Antonio Rodriges [1 ]
机构
[1] HSE Univ, Moscow, Russia
来源
SIGMOD '21: PROCEEDINGS OF THE 2021 INTERNATIONAL CONFERENCE ON MANAGEMENT OF DATA | 2021年
关键词
Array DBMS; cellular automata; urban traffic; physical simulation; MODEL; ANALYTICS; CHRONOSDB;
D O I
10.1145/3448016.3458457
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Array DBMSs manage big N-d arrays, are not yet widely known, but are experiencing an R&D surge due to the rapid growth of array volumes. Cellular automata (CA) operate on a discrete lattice of cells that can be modeled by an N-d array. CA are successfully applied to model fire spread, land cover change, road traffic, and other processes. We made traffic CA simulations possible by array DBMS due to novel components: native UDF language, proactive exec plans, convolution operator, retiling strategy, array versioning, locks, virtual axes, etc. A database approach to CA brings powerful parallelization, data fusion, array processing, and interoperability to name a few. To our best knowledge, our work is the first to run end-to-end CA simulations completely inside array DBMS: we enable array DBMS to simulate the physical world for the first time. Paper homepage: http:Jsigmod2021.gis.gg/
引用
收藏
页码:2399 / 2403
页数:5
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