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A scalable distributed spatial index for the internet-of-things

Anand Padmanabha Iyer, Ion Stoica
2017 Proceedings of the 2017 Symposium on Cloud Computing - SoCC '17  
The increasing interest in the Internet-of-Things (IoT) suggests that a new source of big data is imminent-the machines and sensors in the IoT ecosystem.  ...  Spatial indexing is well explored area of research in literature, but little attention has been given to the topic of efficient distributed spatial indexing.  ...  ACKNOWLEDGMENTS We would like to thank the SoCC reviewers and our shepherd, Siddhartha Sen, for their valuable feedback.  ... 
doi:10.1145/3127479.3132254 dblp:conf/cloud/IyerS17 fatcat:sp3os3crzzethd3apo5qbcotrm

Special issue on recent advancements in machine learning algorithms for internet of things

Gunasekaran Manogaran, Naveen Chilamkurti, Ching-Hsien Hsu
2018 Design automation for embedded systems  
Hence, there is a need for scalable machine learning algorithms to process such massive amount of data.  ...  (Spatial Net) framework for the detection of salient and abnormal areas in images.  ... 
doi:10.1007/s10617-018-9213-4 fatcat:2cnarguv3jhb5lhsblhhnv3fv4

Enhancing the Semantic Web of Things: A fog-centric Architecture and a Geospatial Indexing Method

2020 International Journal of Emerging Trends in Engineering Research  
Besides, we propose a distributed indexing structure constructed by encoding the loT resource locations in form of geohashes that we use in conjunction to the Prefix Hash Tree (PHT) structure to index  ...  The deployment of interoperability, mobility, security and scalability mechanisms is essential for IoT. While, these mechanisms are resources consumers, IoT devices are resources constrained.  ...  As a result, the number of devices connected to the Internet increased significantly, which contributed in forming the Internet of Things (IoT) [1] .  ... 
doi:10.30534/ijeter/2020/243892020 fatcat:ho7romk5kbdvbdfphivzloy55i

An experimental study on geospatial indexing for sensor service discovery

Wei Wang, Suparna De, Gilbert Cassar, Klaus Moessner
2015 Expert systems with applications  
Based on the distinctive characteristics of the sensor services, we develop a scalable discovery architecture using geospatial indexing techniques and semantic service technologies.  ...  The Internet of Things enables human beings to better interact with and understand their surrounding environments by extending computational capabilities to the physical world.  ...  Acknowledgement The work reported in this paper is funded by the EU FP7 Programme 600 IoT.est project: Internet of Things Environment for Service Creation and Testing (http://ictiotest.eu/iotest/), contract  ... 
doi:10.1016/j.eswa.2014.11.058 fatcat:xutoyojhsjgtln7yrkg7g4wm5a

A multi-layer Internet of things database schema for online-to-offline systems

Hongming Cai, Shuai Luan, Lihong Jiang, Nazaraf Shah, Ray Farmer, Kuo-Ming Chao, Boyi Xu
2016 International Journal of Distributed Sensor Networks  
of the Internet of things networks.  ...  In this article, first, we design a multi-layer Internet of things database schema to meet the diverse requirements through fusing spatial data with texts, images, and videos transferred from the sensors  ...  Funding The author(s) disclosed receipt of the following financial support for the research, authorship, and/or publication of this article: This research was supported by the National Natural Science  ... 
doi:10.1177/1550147716664248 fatcat:5auhm2urrbc4rlfrdsrtidvpvu

Distributed spatial indexing for the Internet of Things data management

Yasmin Fathy, Payam Barnaghi, Rahim Tafazolli
2017 2017 IFIP/IEEE Symposium on Integrated Network and Service Management (IM)  
The Internet of Things (IoT) has become a new enabler for collecting real-world observation and measurement data from the physical world.  ...  The IoT demands distributed, scalable, and efficient indexing solutions for large-scale distributed IoT networks.  ...  H2020 for the FIESTA-IoT project (http://fiesta-iot.eu/) under contract number: 643943.  ... 
doi:10.23919/inm.2017.7987467 dblp:conf/im/FathyBT17 fatcat:b3pcgfsxnref7nftpswz74eh6m

Towards a semantic web of things framework

Ismail Nadim, Yassine El ghayam, Abdelalim Sadiq
2019 IAES International Journal of Artificial Intelligence (IJ-AI)  
This advancement enables the interconnection of a large number of physical objects namely using the Internet, forming what is called the Internet of Things (IoT).  ...  However, the development of SWOT-based systems on a large scale faces many challenges especially due to the large number of devices and services, their geographical distribution as well as their mobility  ...  INTRODUCTION The world is building a promising digital world through the Internet of things (IoT) [1] .  ... 
doi:10.11591/ijai.v8.i4.pp443-450 fatcat:hlooro25dvdkndedbpzrl33zby

Thoughts on Human Emotions, Breakthroughs in Communication, and the Next Generation of Data Mining [chapter]

Hillol Kargupta
2008 Chapman & Hall/CRC Data Mining and Knowledge Discovery Series  
The paper also argues the currently popular centralized client-server model for the Internet applications may not work well in doing so.  ...  We need technology for dealing with the new world of attention-economics.  ...  Section 5 makes a note of some lessons from the nature and discusses them on the ground of scalable local distributed algorithms.  ... 
doi:10.1201/9781420085877.pt2 fatcat:t66tuespxbbpdbu5evkzlxj6xi

Editorial for the special issue on heterogeneous sensors-based object identification and information fusion

Huansheng Ning, Didier El Baz, Laurence T. Yang, Rui Wang
2017 International Journal of Communication Systems  
The first paper, 'A novel distributed air index for efficient spatial query processing in road sensor networks on the air' by Yanhong Li et al., explores the problem of spatial query processing in road  ...  ., presents an approach for distributing and processing heterogeneous data based on a representation with fuzzy linguistic terms, to solve the problems of the data fusion of sensors and the design of processing  ...  He authored 2 books on Internet of Things.  ... 
doi:10.1002/dac.3298 fatcat:7q2lzesii5ectn74ej4yyrjzou

Scalability in Participatory Planning: A comparison of online PPGIS methods with faceto- face meetings

Piotr Jankowski, Michał Czepkiewicz, Marek Młodkowski, Michał Wójcicki, Zbigniew Zwolinski
2016 International Conference on GIScience Short Paper Proceedings  
A preliminary spatial analysis of participant distribution based on Average Nearest Neighbor Index shows statistically significant clustered patterns with higher clustering of participants observed in  ...  Three main differences in the distribution and the overall spatial extent of participation are noteworthy: 1) the rates of participation in the online modes were on average four times higher than for the  ... 
doi:10.21433/b3118nh5943s fatcat:ynwif2yihvepxg5nyxgbxth4jm

Multiple Spatial Model Fusion in Heterogeneous Sensor Networks

Jiangfan Feng, Wei Wei
2014 International Journal of Multimedia and Ubiquitous Engineering  
It is a major challenge facing the spatial information service in Internet of Things environment.  ...  Secondly, transparent resource accessing characteristic of the Internet of things back-ends offers a unified platform with computing, storage and access for the spatial information application.  ...  Acknowledgements The work is supported by the National Nature Science Foundation of China (41101432, 41201378), the Natural Science Foundation Project of Chongqing (cstc2012jjA40014), scientific and Technological  ... 
doi:10.14257/ijmue.2014.9.2.01 fatcat:v46gqhokerhl5p5j2zfvzna5ni

Large-Scale Indexing, Discovery, and Ranking for the Internet of Things (IoT)

Yasmin Fathy, Payam Barnaghi, Rahim Tafazolli
2018 ACM Computing Surveys  
The Internet of Things (IoT) consists of the network-enabled devices and communication technologies that allow connectivity and integration of physical objects (Things) into the digital world (Internet  ...  The primary objective of this paper is to provide a holistic overview of the state-of-the-art on indexing, discovery and ranking of IoT data.  ...  2020 (EU H2020) for the FIESTA-IoT projectnder Grant No.: 643943 (http:// esta-iot.eu/).  ... 
doi:10.1145/3154525 fatcat:g6h4h6ezorhkda6qmgibgn4dtm

LocWeb 2010

Erik Wilde, Susanne Boll, Johannes Schöning
2010 Proceedings of the 3rd International Workshop on Location and the Web - LocWeb '10  
The rapid rise of multi-sensory mobile devices and Internet-enabled "things" equipped with sensors and ubiquitous connectivity opens new possibilities and provides the foundations to capture, share and  ...  The Third International Workshop on Location and the Web (LocWeb 2010) focuses on research and development that targets the intersection of Internet-enabled location-aware and/or located devices, and services  ...  LOCATION AND THE WEB With simple global connectivity and a constantly dropping price for services and hardware, the "Internet of Things"the Internet connectivity of everyday objects -has become a reality  ... 
doi:10.1145/1899662.1899663 dblp:conf/locweb/WildeBS10 fatcat:xk23sx4ysnfy5h3rj27hytiap4

A Comprehensive Study of HBase Storage Architecture—A Systematic Literature Review

Muhammad Umair Hassan, Irfan Yaqoob, Sidra Zulfiqar, Ibrahim A. Hameed
2021 Symmetry  
HBase has been selected for several purposes, including its scalability, efficiency, strong consistency support, and the capacity to support a broad range of data models.  ...  The amount of data is increasing immensely. There is a fight to use and store this tremendous information effectively. HBase is the top option for storing huge data.  ...  We are also thankful to the Norwegian University of Science and Technology (NTNU), Norway, to support open access. Conflicts of Interest: The authors declare no conflict of interest.  ... 
doi:10.3390/sym13010109 fatcat:6jqnicyw55fgrdjxrjxsl3bozm

Search Techniques for the Web of Things: A Taxonomy and Survey

Yuchao Zhou, Suparna De, Wei Wang, Klaus Moessner
2016 Sensors  
Due to the amount and heterogeneity of the data, it is challenging to perform data analysis directly; especially when the data is captured from a large number of distributed sources.  ...  Search is fundamental to the Web of Things while challenging by nature in this context, e.g., mobility of the objects, opportunistic presence and sensing, continuous data streams with changing spatial  ...  The Web of Things provides an Application Layer that simplifies the creation of Internet of Things applications.  ... 
doi:10.3390/s16050600 pmid:27128918 pmcid:PMC4883291 fatcat:z3bigpprj5ho3jespbwib6fjju
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