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Balancing energy, latency and accuracy for mobile sensor data classification

David Chu, Nicholas D. Lane, Ted Tsung-Te Lai, Cong Pang, Xiangying Meng, Qing Guo, Fan Li, Feng Zhao
2011 Proceedings of the 9th ACM Conference on Embedded Networked Sensor Systems - SenSys '11  
For example, GPS readings can be classified as running, walking or biking.  ...  For comparable levels of accuracy traditional classifiers, which do not account for resources, suffer between 66% and 176% longer latencies and use between 31% and 330% more energy.  ...  However, this is not scalable as manual measurement is required for every candidate combination of pipeline configuration and different phone hardware when searching for Pareto optimal pipelines.  ... 
doi:10.1145/2070942.2070949 dblp:conf/sensys/ChuLLPMGLZ11 fatcat:6tkg2es4yrcnhfufmffmbrcxl4

WuKong: Secure Run-Time environment and data-driven IoT applications for Smart Cities and Smart Buildings

Chi-Sheng Shih, Jyun-Jhe Chou, Kwei-Jay Lin
2018 Journal of Internet Services and Information Security  
in the scale of building without heavy hardware cost.  ...  To reduce the complexity of inter-connecting large numbers of devices, three message exchange models supported at WuKong, an intelligent virtual middleware for IoT applications, are studied in this paper  ...  The reasons for this are two-folds.  ... 
doi:10.22667/jisis.2018.05.31.001 dblp:journals/jisis/ShihCL18 fatcat:cnhhgkd7nbd3jnwfgqtkszcfwq

Context-Awareness for Mobile Sensing: A Survey and Future Directions

Ozgur Yurur, Chi Harold Liu, Zhengguo Sheng, Victor C. M. Leung, Wilfrido Moreno, Kin K. Leung
2016 IEEE Communications Surveys and Tutorials  
The existence and awareness of the context provides the capability of being conscious of physical environments or situations around mobile device users.  ...  However, many open challenges remain, which are mostly arisen due to the middleware services provided in mobile devices have limited resources in terms of power, memory and bandwidth.  ...  This scenario can also be applied into biking [152] , [153] , thereby bikers can share their routes and let noisiness of the bike trails be known, and also they can take ride statistics for fitness documentation  ... 
doi:10.1109/comst.2014.2381246 fatcat:tzbqt6k23va3tltwxwg5jgvel4

The Future Internet convergence of IMS and ubiquitous smart environments: An IMS-based solution for energy efficiency

Paolo Bellavista, Giuseppe Cardone, Antonio Corradi, Luca Foschini
2012 Journal of Network and Computer Applications  
The capabilities necessary for Pervasive Sensing are nowadays available on a plethora of devices, from embedded devices to PCs and smartphones.  ...  The validity of the proposed model is tested in five different scenarios that present peculiar and different requirements, and different hardware and sensors.  ...  Sleep Classifier Performances We trained and tested the sleep classifier using ten-fold cross-validation as implemented by Weka.  ... 
doi:10.1016/j.jnca.2011.05.003 fatcat:3iprgfdvmjfxxey67qtflilnri

Engineering Resilient Space Systems

John C. Day, Michel D. Ingham, Richard M. Murray, Leonard J. Reder, Brian C. Williams
2015 Insight  
., device drivers, device managers, etc.).  ...  However, it was not designed for the level of evolvability it has achieved (i.e., ability to reconfigure [e.g., plug-n-play] enabled it to incorporate new hardware and software).  ...  CASPER is designed for embedded online applications whereas ASPEN is designed for offline use. c.  ... 
doi:10.1002/inst.12006 fatcat:y5j67eywl5edlc5xj5246aqomy

D1.1 Requirements Definition & Analysis from Participant Vertical Industries

Silivia Canale, Marco Tognaccini, Lourdes Maria De Pedro, Jaime Jesus Ruiz Alonso, Kostas Trichia, Despina Meridou, Andreas Georgakopoulos, Ioannis Maistros, George Loukas, Vincent Audebert, Tilemachos Doukoglou, Maria Kitra (+4 others)
2018 Zenodo  
The analysis compares the capabilities of existing 4G/LTE networks as well as those promised by 5G network technologies with the requirements for proper operation for each of the Use Cases above and each  ...  For each use case two types of requirements are used, general requirements and more specific requirements.  ...  flexible and reconfigurable factory.  ... 
doi:10.5281/zenodo.3530390 fatcat:7miv65kwnbaolivtjkwukba5de

CSITSS Proceedings 2020

2019 2019 4th International Conference on Computational Systems and Information Technology for Sustainable Solution (CSITSS)  
It is a highly scalable distributed computing system based on commodity hardware.  ...  In future directions, we attempt to implement our methods on real-time hardware for edge computing applications.  ...  The Octave plugin is implemented and tested by executing an use case of fuzzy inference system for traffic control.  ... 
doi:10.1109/csitss47250.2019.9031039 fatcat:yehi3bfgbva7xm74vp3a3i54pu

Empowering Vertical Industries through 5G Networks - Current Status and Future Trends

Alexandros Kaloxylos, Anastasius Gavras, Raffaele De Peppe
2020 Zenodo  
This white paper summarizes the progress and key findings produced by 5G PPP projects to provide 5G network services for vertical industries.  ...  Manipulation of OEM hardware or adding unauthorized devices may enable a remote attack afterwards.  ...  For smart cities based on IoT, the 5G mMTC capabilities are typically required, demanding highly scalable solutions to meet the 5G PPP KPI in terms of supporting 1 million devices per square kilo meters  ... 
doi:10.5281/zenodo.3698113 fatcat:mkjzdvjnqfehxply655s7mdqam

Study on the Concept of Ideal Systems, Ideal Technology and their Realization Opportunities using ICCT & Nanotechnology

Dr P. Sreeramana Aithal
2021 Zenodo  
instead of using an electronic fold-up display.  ...  This also causes a number of implementation issues for the cloud providers.  ...  ., 8 Bone Joints Regeneration bio-nanomaterials the emerging prospect for therapy [29] Gangadoo, S., (2015) 9 Nerve Reconstruction bio-functionalized nanomaterials [30] Sedaghati, T., (2015) [  ... 
doi:10.5281/zenodo.5148343 fatcat:xupc6wlsabanjedtekzcqfpxla

5G for Vehicular Use Cases: Analysis of Technical Requirements, Value Propositions and Outlook

Faouzi Bouali, Jarno Pinola, Vasileios Karyotis, Bastiaan Wissingh, Michalis Mitrou, Prageeth Krishnan, Klaus Moessner
2021 IEEE Open Journal of Intelligent Transportation Systems  
For example, marked bike lanes in Europe are typically 1.2 -1.5 m wide at a minimum, but are recommended to be between 1.5-2.5m in width.  ...  . • Phase 3: Multi-site trial implementation ✓ Data exchange and fusion between wearable devices and other (on-board or online) automated driving support systems.  ...  He is responsible for implementing some of the Automotive scenarios of 5G-HEART project, funded by the EU Horizon 2020 Programme, as a member of Epitomical Ltd and had been associated with similar in-vehicle  ... 
doi:10.1109/ojits.2021.3072220 fatcat:xulbttmbi5fxneaguoslhaztqi

D7.3 Proceedings Of The Second Dream-Go Workshop: Real-Time Demand Response And Intelligent Direct Load Control

Zita Vale, Mahsa Khorrama, Pedro Faria, João Spínola, Bruno Canizes, Tiago Pinto, Joao Soares, Pablo Chamoso, Daniel Santos, Oscar Garcia, Jorge Catalina, Fabio Guevarra (+24 others)
2017 Zenodo  
In particular, the bike routes from Madrid, Barcelona, Gijon and a mountain bike trail in Castellón have been adapted to our simulations. a) b) c) d) e) f) For each of these maps, we ran a parameter sweep  ...  Also in the plot we show data points corresponding to simulations with 5 and 10 units for the bike routes for Madrid, Barcelona, Gijón and Castellón (Fig. 3) .  ... 
doi:10.5281/zenodo.1101001 fatcat:tberpnllevevpp5of3gvpqpnhq

Monitoring the Application [chapter]

Adam Shackelford
2015 Beginning Amazon Web Services with Node.js  
Finally, a frequent bike route map was created for UCLA ( Figure 2 ).  ...  These limitations can be addressed by leveraging the popularity of camera-equipped mobile devices (such as cell phones and PDAs) for inexpensive and scalable urban texture documentation with high spatiotemporal  ...  If sensor-based computing takes off, it will ignite fresh demand for a wide range of hardware and software to store, process and search the new oceans of data for nuggets of useful knowledge.  ... 
doi:10.1007/978-1-4842-0653-9_7 fatcat:b6s3wv3jcvf6xiniouokdhwtba

Conference Programme

2021 2020 17th European Radar Conference (EuRAD)  
, mass and cost for satellite applications.  ...  The need for research and development at both architectural and technological levels will also be discussed, in order to deliver increased efficiency and output power whilst at the same time reducing volume  ...  FOR MORE HOTEL OPTIONS AND TO With scalability in the genes, reconfigurability is the extension to deploy the benefits that multi-band radar sensor suites have to offer.  ... 
doi:10.1109/eurad48048.2021.9337387 fatcat:bljkno3izzac3kqwrgz3e7t5re

Portuguese SKA White Book [article]

Domingos Barbosa, Sonia Antón, João Paulo Barraca, Miguel Bergano, Alexandre C. M. Correia, Dalmiro Maia, Valério A. R. M. Ribeiro
2020 arXiv   pre-print
ACKNOWLEDGMENTS ACKNOWLEDGMENTS We warmly thank Francisco Colomer (JIVE -Joint Institute for VLBI in Europe ERIC) and Leonid Gurvitz (JIVE and Astrodynamics and Space Missions, TU Delft) for the long  ...  We warmly thank Arnold van Ardenne for invaluable comments and for the inspirational collaboration towards the "greening" of large scale science and the enhancement of its societal impact.  ...  Figure 1 presents a view of this approach and it is specified as follows:  Physical Resource Layerproviding a uniform hardware view for all software: SKA1 will include tens of thousands of devices for  ... 
arXiv:2005.01140v1 fatcat:gijmylrmvfcj3i7dt3wbsr6vhm

Understanding And Mapping Big Data In Transport Sector

Kim Hee, Naveed Mushtaq, Hevin Özmen, Marten Rosselli, Roberto V. Zicari, Minsung Hong, Rajendra Akerkar, Sophie Roizard, Rémy Russotto, Tharsis Teoh
2018 Zenodo  
It also indicates that the combination of different means and approaches will enhance the opportunities for successful big data services in the transport sector.  ...  The authors introduce a method based on a scalable fuzzy support vector, for detecting faults in transportation systems implemented in high-speed trains.  ...  In  Bahnhofsbox (picking up goods at the station)  Cargo Bike (sharing system for bikes)  Clever shuttle (provides door-to-door mobility using electro cars) Data characteristics Common characteristics  ... 
doi:10.5281/zenodo.1465516 fatcat:tqw6cz3uabd75pyuc5wbpxer6u
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