Please wait, while we are loading the content...
Please wait, while we are loading the content...
| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Jiaxing Zhang Hanjiao Qiu Shamsabadi, S.S. Birken, R. Schirner, G. |
| Copyright Year | 2014 |
| Description | Author affiliation: CIV, Northeastern Univ., Boston, MA, USA (Shamsabadi, S.S.; Birken, R.) || Dept. of ECE, Northeastern Univ., Boston, MA, USA (Jiaxing Zhang; Hanjiao Qiu; Schirner, G.) |
| Abstract | Heterogeneous roaming sensor systems have gained significant importance in many domains of civil infrastructure performance inspection as they accelerate data collection and analysis. However, designing such systems is challenging due to the immense complexity in the heterogeneity and processing demands of the involved sensors. Unifying frameworks are needed to simplify development, deployment and operation of roaming sensors and computing units. To address the sensing needs, we propose $SIROM^{3},$ a Scalable Intelligent Roaming Multi-Modal Multi-Sensor framework. $SIROM^{3}$ incorporates a CPS approach for infrastructure performance monitoring to address the following challenges: 1. Scalability and expandability. It offers a scalable and expandable solution enabling diversity in sensing and the growth in processing platforms from sensors to control centers. 2. Fusion foundations. $SIROM^{3}$ enables fusion of data collected by logically and geo-spatially distributed sensors. 3. Big data handling. Automatic collection, categorization, storage and manipulation of heterogeneous large volume of data streams. 4. Automation. $SIROM^{3}$ minimizes human interaction through full automation from data acquisition to visualization of the fused results. Illustrated in Fig. 1, $SIROM^{3}$ realizes scalability and expandability in a system-level design approach encapsulating common functionality across hierarchical components in a Run-Time Environment (RTE). The RTE deploys a layered design paradigm defining services in both software and hardware architectures. Equipped with multiple RTE-enabled Multi-Sensor Aggregators (MSA), an array of Roaming Sensor Systems (RSS) operate as mobile agents attached to vehicles to provide distributed computing services regulated by Fleet Control and Management (FCM) center via communication network. A series of foundational services including the Precise Timing Protocol (PTP), GPS timing systems, Distance Measurement Instruments (DMI) through middleware services (CORBA) embedded in the RTE build the fusion foundations for data correlation and analysis. A Heterogeneous Stream File-system Overlay (HSFO) alleviates the big data challenge. It facilitates storing, processing, categorizing and fusing large heterogeneous data stream collected by versatile sensors. A GIS visualization module is integrated for visual analysis and monitoring. $SIROM^{3}$ enables coordination and collaboration across sensors, MSAs and RSSes, which produce high volume of heterogeneous data stored in HSFO. To fuse the data efficiently, $SIROM^{3}$ contains an expandable plugin system (part of RTE) for rapid algorithm prototyping using data streams in the architectural hierarchy (i.e. from MSAs to FCM) via the HSFO API. This makes an ideal test-bed to develop new algorithms and methodologies expanding CPS principles to civil infrastructure performance monitoring. In result, $SIROM^{3}$ simplifies the development, construction and operation of roaming multi-modal multi-sensor systems. We demonstrate the efficiency of $SIROM^{3}$ by automating the assessment of road surface conditions at the city scale. We realized an RSS with 6 MSAs and 30 heterogeneous sensors, including radars, microphones, GPS and cameras, all deployed onto a van sponsored by the VOTERS (Versatile Onboard Traffic Embedded Roaming Sensors) project. Over 20 terabytes of data have been collected, aggregated, fused, analyzed and geo-spatially visualized using $SIROM^{3}$ for studying the pavement conditions of the city of Brockton, MA covering 300 miles. The expandability of $SIROM^{3}$ is shown by adding a millimeter-wave radar needing less than 50 lines of C++ code for system integration. $SIROM^{3}$ offers a unified solution for comprehensive roadway assessment and evaluation. The integrated management of big data (from collection to automated processing) is an ideal research platform for automated assessment of civil infrastructure performance. |
| Sponsorship | IEEE Comput. Soc. |
| Starting Page | 227 |
| Ending Page | 227 |
| File Size | 192437 |
| Page Count | 1 |
| File Format | |
| ISBN | 9781479949311 |
| e-ISBN | 9781479949304 |
| DOI | 10.1109/ICCPS.2014.6843740 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2014-04-14 |
| Publisher Place | Germany |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Data visualization Abstracts Big data Sensor systems Monitoring Vehicles |
| Content Type | Text |
| Resource Type | Article |
National Digital Library of India (NDLI) is a virtual repository of learning resources which is not just a repository with search/browse facilities but provides a host of services for the learner community. It is sponsored and mentored by Ministry of Education, Government of India, through its National Mission on Education through Information and Communication Technology (NMEICT). Filtered and federated searching is employed to facilitate focused searching so that learners can find the right resource with least effort and in minimum time. NDLI provides user group-specific services such as Examination Preparatory for School and College students and job aspirants. Services for Researchers and general learners are also provided. NDLI is designed to hold content of any language and provides interface support for 10 most widely used Indian languages. It is built to provide support for all academic levels including researchers and life-long learners, all disciplines, all popular forms of access devices and differently-abled learners. It is designed to enable people to learn and prepare from best practices from all over the world and to facilitate researchers to perform inter-linked exploration from multiple sources. It is developed, operated and maintained from Indian Institute of Technology Kharagpur.
Learn more about this project from here.
NDLI is a conglomeration of freely available or institutionally contributed or donated or publisher managed contents. Almost all these contents are hosted and accessed from respective sources. The responsibility for authenticity, relevance, completeness, accuracy, reliability and suitability of these contents rests with the respective organization and NDLI has no responsibility or liability for these. Every effort is made to keep the NDLI portal up and running smoothly unless there are some unavoidable technical issues.
Ministry of Education, through its National Mission on Education through Information and Communication Technology (NMEICT), has sponsored and funded the National Digital Library of India (NDLI) project.
| Sl. | Authority | Responsibilities | Communication Details |
|---|---|---|---|
| 1 | Ministry of Education (GoI), Department of Higher Education |
Sanctioning Authority | https://www.education.gov.in/ict-initiatives |
| 2 | Indian Institute of Technology Kharagpur | Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project | https://www.iitkgp.ac.in |
| 3 | National Digital Library of India Office, Indian Institute of Technology Kharagpur | The administrative and infrastructural headquarters of the project | Dr. B. Sutradhar bsutra@ndl.gov.in |
| 4 | Project PI / Joint PI | Principal Investigator and Joint Principal Investigators of the project |
Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon |
| 5 | Website/Portal (Helpdesk) | Queries regarding NDLI and its services | support@ndl.gov.in |
| 6 | Contents and Copyright Issues | Queries related to content curation and copyright issues | content@ndl.gov.in |
| 7 | National Digital Library of India Club (NDLI Club) | Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach | clubsupport@ndl.gov.in |
| 8 | Digital Preservation Centre (DPC) | Assistance with digitizing and archiving copyright-free printed books | dpc@ndl.gov.in |
| 9 | IDR Setup or Support | Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops | idr@ndl.gov.in |
|
Loading...
|