SOLA: Stream OLAP-based Analytical Framework for Roadway Maintenance

被引:3
|
作者
Komamizu, Takahiro [1 ]
Amagasa, Toshiyuki [1 ]
Shaikh, Salman Ahmed [1 ]
Shiokawa, Hiroaki [1 ]
Kitagawa, Hiroyuki [1 ]
机构
[1] Univ Tsukuba, Tsukuba, Ibaraki, Japan
关键词
Real-time OLAP; Stream OLAP; Spatio-temporal OLAP; Data integration; Roadway management; ARCHITECTURE;
D O I
10.1145/3167020.3167026
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Maintaining infrastructures (e. g., roadway) is a critical issue for local governments. Data from physical devices and reports from citizens through social networks are helpful to observe conditions of infrastructures. This paper proposes a framework called SOLA for integrating and analysing data from multiple sources including streaming data and static data for roadway management. The framework integrates data from multiple sources in the way of stream OLAP architecture, and analyses the integrated data in terms of OLAP analysis. This paper applies the framework to support roadway managements of local governments, and develops the application called SOLAR. SOLAR aims at providing historical views of roadway patrols as well as roadway statuses for assisting in determining roadway patrolling schedules. The real-world use case on a city exhibits the applicability of SOLAR with positive feedbacks from city officers. SOLA is a promising framework for big data analysis and smart city applications, as the number, amount, and speed of generating data increase in the era of big data and smart city.
引用
下载
收藏
页码:35 / 41
页数:7
相关论文
共 50 条
  • [21] An analytical framework for evaluating channel maintenance flows in Colorado
    Leaf, CF
    JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION, 1998, 34 (04): : 865 - 876
  • [22] Analytical workbench: a framework to support predictive maintenance of industrial systems
    Chrysostomo, Giovanni G. C.
    Vallim, Marco V. B. A.
    Silva, Leandro A.
    Vallim Filho, Arnaldo R. A.
    2020 XLVI LATIN AMERICAN COMPUTING CONFERENCE (CLEI 2020), 2021, : 275 - 283
  • [23] A Resilience-Based Priority-Setting Framework for Improvement of Roadway Performance in Consideration of Roadway Layout
    Khaghani, Farnaz
    Jazizadeh, Farrokh
    CONSTRUCTION RESEARCH CONGRESS 2020: INFRASTRUCTURE SYSTEMS AND SUSTAINABILITY, 2020, : 684 - 692
  • [24] A Decision Framework of IT-Based Stream Selection Using Analytical Hierarchy Process (AHP) for Admission in Technical Institutions
    Saha, Oindreela
    Chakraborty, Arpita
    Banerjee, Jyoti Sekhar
    2017 4TH INTERNATIONAL CONFERENCE ON OPTO-ELECTRONICS AND APPLIED OPTICS (OPTRONIX), 2017,
  • [25] A dataspace-based framework for OLAP analyses in a high-variety multistore
    Forresi, Chiara
    Gallinucci, Enrico
    Golfarelli, Matteo
    Ben Hamadou, Hamdi
    VLDB JOURNAL, 2021, 30 (06): : 1017 - 1040
  • [26] A dataspace-based framework for OLAP analyses in a high-variety multistore
    Chiara Forresi
    Enrico Gallinucci
    Matteo Golfarelli
    Hamdi Ben Hamadou
    The VLDB Journal, 2021, 30 : 1017 - 1040
  • [27] An Innovative Lambda-Architecture-Based Data Warehouse Maintenance Framework for Effective and Efficient Near-Real-Time OLAP over Big Data
    Cuzzocrea, Alfredo
    Moussa, Rim
    Vercelli, Gianni
    BIG DATA - BIGDATA 2018, 2018, 10968 : 149 - 165
  • [28] A Stream-Based Hierarchical Anchoring Framework
    Heintz, Fredrik
    Kvarnstrom, Jonas
    Doherty, Patrick
    2009 IEEE-RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, 2009, : 5254 - 5260
  • [29] Analytical and experimental evaluation of stream-based join
    Kostowski, Henry
    Claypool, Kajal T.
    ENTERPRISE INFORMATION SYSTEMS VII, 2006, : 77 - +
  • [30] ANALYTICAL DESCRIPTION OF VEHICLE-ROADWAY MODELS BASED ON AN OSCILLATOR TRAVELING ON A CORD
    RIEMER, M
    ZEITSCHRIFT FUR ANGEWANDTE MATHEMATIK UND MECHANIK, 1987, 67 (04): : T136 - T138