ACM Transactions on

Sensor Networks (TOSN)

Latest Articles

Opportunistic Spectrum Allocation for Interference Mitigation Amongst Coexisting Wireless Body Area Networks

Wireless Body Area Networks (WBANs) are seen as the enabling technology for developing new... (more)

Average Counting via Approximate Histograms

We propose a new algorithm for the classical averaging problem for distributed wireless sensors networks. This subject has been studied extensively and there are many clever algorithms in the literature. These algorithms are based on the idea of local exchange of information. They behave well in dense networks (e.g., in networks whose connections... (more)

Networking Wireless Energy in Embedded Networks

Wireless energy transfer has recently emerged as a promising alternative to realize the vision of perpetual embedded sensing. However, this technology transforms the notion of energy from merely a node’s local commodity to, similarly to data, a deployment-wide shareable resource. The challenges of managing a shareable energy resource are... (more)

Energy-Harvesting Wireless Sensor Networks (EH-WSNs): A Review

Wireless Sensor Networks (WSNs) are crucial in supporting continuous environmental monitoring, where sensor nodes are deployed and must remain... (more)

Harmonium: Ultra Wideband Pulse Generation with Bandstitched Recovery for Fast, Accurate, and Robust Indoor Localization

We introduce Harmonium, a novel ultra wideband (UWB) RF localization architecture that achieves decimeter-scale accuracy indoors. Harmonium strikes a balance between tag simplicity and processing complexity to provide fast and accurate indoor location estimates. Harmonium uses only commodity components and consists of a small, inexpensive,... (more)

Exploiting Electrical Grid for Accurate and Secure Clock Synchronization

Desynchronized clocks among network nodes in critical infrastructures can degrade system performance and even lead to safety incidents. Clock... (more)

Natural Timestamps in Powerline Electromagnetic Radiation

The continuous fluctuation of electric network frequency (ENF) presents a fingerprint indicative of time, which we call natural timestamp. This... (more)

Non-Bayesian Social Learning with Observation Reuse and Soft Switching

We propose a non-Bayesian social learning update rule for agents in a network, which minimizes the sum of the Kullback-Leibler divergence between the... (more)

Differentiating Clear Channel Assessment Using Transmit Power Variation

Clear Channel Assessment (CCA) is a core element of Wireless Sensor Network (WSN) Medium Access Control (MAC) protocols which is used on the... (more)


About TOSN

TOSN publishes original research papers (approximately 30-40 printed pages each in ACM Transaction style) and tutorial and survey papers (approximately 30-50 printed pages each). We also accept short technical notes that focus on industrial technologies and practical experience.
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Forthcoming Articles
DISH: DIstributed SHuffling against selective jamming attack in IEEE 802.15.4e networks

The MAC standard amendment IEEE 802.15.4e is designed to meet the requirements of industrial and critical applications. In particular, the Time Slotted Channel Hopping (TSCH) mode divides time into periodic, equally-sized, slotframes composed of transmission timeslots. Then, it combines time slotted access with multi-channel and channel hopping capabilities, providing large network capacity, high reliability and predictable latency, while ensuring energy efficiency. Since every network node considers the same timeslots at each sloframe and selects physical channels according to a periodic function, TSCH produces a steady channel utilization pattern. This can be exploited by a selective jammer to entirely thwart communications of a victim node, in a way which is stealthy, effective and extremely energy efficient. This paper shows how a selective jamming attack can be successfully performed even though TSCH uses the IEEE 802.15.4e security services. Furthermore, we propose DISH, a countermeasure which randomly permutes the timeslot and channel utilization patterns at every slotframe in a consistent and completely distributed way, without requiring any additional message exchange. We have implemented DISH for the Contiki OS and tested its effectiveness on TelosB sensor nodes. Quantitative analysis for different network configurations shows that DISH effectively contrasts selective jamming with negligible performance penalty.

Mechanisms and Policies for Controlling Distributed Solar Capacity

The rapid expansion of intermittent grid-tied solar capacity is making the job of balancing electricity's real-time supply and demand increasingly challenging. Recent work proposes mechanisms for actively controlling solar power in the grid at individual sites by enabling software to cap it as a fraction of its time-varying maximum output. However, while enforcing an equal fraction of each solar site's time-varying maximum output results in ``fair'' short-term contributions of solar power across all sites, it does not result in ``fair'' long-term contributions of solar energy. Enforcing fair long-term energy access is important when controlling distributed solar capacity, since limits on solar output impact the compensation users receive for net metering and the battery capacity required to store excess solar energy. This discrepancy arises from fundamental differences in enforcing ``fair'' access to the grid to contribute solar energy, compared to analogous fair-sharing in networks and processors. To address the problem, we first present both a centralized and distributed algorithm to enable control of distributed solar capacity that enforces fair grid energy access. We then present multiple policies that show how utilities can leverage this new distributed rate-limiting mechanism to reduce variations in grid demand from intermittent solar generation.

CloudNavi: Towards Ubiquitous Indoor Navigation Service with 3D Point Clouds

The rapid development of mobile computing has prompted indoor navigation to be one of the most attractive and promising applications. Conventional designs of indoor navigation systems depend on either infrastructures or indoor floor maps. This paper presents CloudNavi, a ubiquitous indoor navigation solution, which only relies on the point clouds acquired by 3D camera embedded in a mobile device. It pushes the design of indoor navigation to the extreme on five dimensions: accurate, easy-to-deploy, infrastructure-free, robust to environment, and universal. CloudNavi conducts a significant step towards realizing this vision by fully exploiting the advantages of point clouds. Particularly, CloudNavi first efficiently infers the walking trace of each user from captured point clouds. Many shared walking traces and associated point clouds are combined to generate the point cloud traces, which are then used to generate a 3D path-map. Accordingly, CloudNavi can accurately estimate the location of a user using a limited number of point clouds, and then guide the user to its destination from its current location. Extensive experiments are conducted on office building and shopping mall datasets. Experimental results indicate that CloudNavi exhibits outstanding navigation performance in both office building and shopping mall.

Maintenance of Smart Buildings using Fault Trees

Timely maintenance is an important means of increasing system dependability and life span. Fault Maintenance trees (FMTs) are an innovative framework incorporating both maintenance strategies and degradation models and serve as a good planning platform for balancing total costs (operational and maintenance) with dependability of a system. In this work, we apply the FMT formalism to a Smart Building application and propose a framework that efficiently encodes the FMT into Continuous Time Markov Chains. This allows us to obtain system dependability metrics such as system reliability and mean time to failure, as well as costs of maintenance and failures over time, for different maintenance policies. We illustrate the pertinence of our approach by evaluating various dependability metrics and maintenance strategies of a Heating, Ventilation and Air-Conditioning system.

Optimal Discrete Net-Load Balancing in Smart Grids with High PV Penetration

Mitigating Supply-Demand mismatch is critical for smooth power grid operation. Traditionally, load curtailment techniques such as Demand Response have been used for this purpose. However, these cannot be the only component of a net-load balancing framework for Smart Grids with high PV penetration. These grids sometimes exhibit supply surplus causing over-voltages. Currently, these are mitigated using voltage manipulation techniques such as Volt-Var Optimizations which are computationally expensive, thereby increasing the complexity of grid operations. Taking advantage of recent technological developments that enable rapid selective connection of PV modules of an installation to the grid, we develop a unified net-load balancing framework which performs both load and solar curtailment. We show that when the available curtailment values are discrete, this problem is NP-hard and develop bounded approximation algorithms. Our algorithms produce fast solutions, given the tight timing constraints required for grid operation while ensuring that practical constraints such as fairness, network capacity limits, etc. are satisfied. We also develop an online algorithm which performs net-load balancing using only data available for the current interval. Using both theoretical analysis and practical evaluations, we show that our net-load balancing algorithms provide solutions which are close to optimal in a small amount of time.

A Scalable System for Apportionment and Tracking of Energy Footprints in Commercial Buildings

We propose a system that tracks each occupants personal share of energy use, or energy footprint, inside commercial building environments, and provides insights to occupants on the real-time energy impact of their actions. We propose a new space-centric policy for fair apportionment of energy in shared environments and demonstrate a method for automatically determining space-centric energy zones. We design and implement ePrints  a system for tracking personalized energy usage in real-time. ePrints supports different apportionment policies, with ¼s-level footprint computation time and graceful scaling with size of building, frequency of energy updates, and rate of occupant location changes. Finally, we present applications enabled by our system, such as mobile and wearable applications to provide users timely feedback on the energy impacts of their actions, as well as applications to provide energy saving suggestions and inform building-level policies.

SonicDoor: A Person Identification System Based on Modeling of Shape, Behavior and Walking Patterns

Non-intrusive occupant identification enables numerous applications in Smart Buildings such as personalization of climate and lighting. Current techniques do not scale beyond 20 people whereas commercial buildings have 100 or more people. This paper proposes a new method to identify occupants by sensing their body shape, movement and walking patterns as they walk through a SonicDoor, a door instrumented with three ultrasonic sensors. The proposed method infers contextual information such as paths and historical walks through different doors of the building. Each SonicDoor is instrumented with ultrasonic ping sensors, one on top sensing height and two on the sides of the door sensing width of the person walking through the door. SonicDoor detects a walking event and analyzes it to infer whether the Walker is using a phone, holding a handbag, or wearing a backpack. It extracts a set of features from the walking event and corrects them using a set of transformation functions to mitigate the bias. We deployed five SonicDoors in a real building for two months and collected data consisting of over 9000 walking events spanning over 170 people. The proposed method identifies 100 occupants with an accuracy of 90.2\%, which makes it suitable for commercial buildings.

Democratizing Authority in the Built Environment

Operating systems and applications in the built environment have relied upon central authorization and management mechanisms which restrict their scalability, especially with respect to administrative overhead. We propose a new set of primitives encompassing syndication, security, and service execution that unifies the management of applications and services across the built environment, while enabling participants to individually delegate privilege across multiple administrative domains with no loss of security or manageability. We show how to leverage a decentralized authorization syndication platform to extend the design of building operating systems beyond the single administrative domain of a building. The authorization system leveraged is based on blockchain smart contracts to permit decentralized and democratized delegation of authorization without central trust. Upon this, a publish/subscribe syndication tier and a containerized service execution environment are constructed. Combined, these mechanisms solve problems of delegation, federation, device protection and service execution that arise throughout the built environment. We leverage a high-fidelity city-scale emulation to verify the scalability of the authorization tier, and briefly describe a prototypical democratized operating system for the built environment using this foundation.

Smart Home Occupant Identification via Sensor Fusion Across On-Object Devices

Occupant identification proves crucial in many smart home applications such as automated home control and activity recognition. Previous solutions are limited in terms of deployment costs, identification accuracy, or usability. We propose SenseTribute, a novel occupant identification solution that makes use of existing and prevalent on-object sensors that are originally designed to monitor the status of objects they are attached to. SenseTribute extracts richer information content from such on-object sensor

AutoCalib: Automatic Traffic Camera Calibration at Scale

Emerging smart cities are typically equipped with thousands of outdoor cameras. However, these cameras are typically not calibrated, i.e., information such as their precise mounting height and orientation is not available. Calibrating these cameras allows measurement of real-world distances from the video, thereby, enabling a wide range of novel applications such as identifying speeding vehicles, city road planning, etc. Unfortunately, robust camera calibration is a manual process today and is not scalable. In this paper, we propose AutoCalib, a system for scalable, automatic calibration of traffic cameras. AutoCalib exploits deep learning to extract selected key-point features from car images in the video and uses a novel filtering and aggregation algorithm to automatically produce a robust estimate of the camera calibration parameters from just hundreds of samples.We have implemented AutoCalib as a service on Azure that takes in a video segment and outputs the camera calibration parameters. Using video from real-world traffic cameras, we show that AutoCalib is able to estimate real-world distances with an error of less than 12%

Design and Analysis of a Query Processor for Brick

Brick is a recently proposed metadata schema and ontology for describing building components and the relationships between them. It represents buildings as directed labeled graphs using the RDF data model. Using the SPARQL query language, building-agnostic applications query a Brick graph to discover the set of resources and relationships they require to operate. Latency-sensitive applications, such as user interfaces, demand response and model-predictive control, require fast queries --- conventionally less than 100ms. We benchmark a set of popular open-source and commercial SPARQL databases against three real Brick models using seven application queries and find that none of them meet this performance target. This lack of performance can be attributed to design decisions that optimize for queries over large graphs consisting of billions of triples, but give poor spatial locality and join performance on the small dense graphs typical of Brick. We present the design and evaluation of HodDB, a RDF/SPARQL database for Brick built over a node-based index structure. HodDB performs Brick queries 3-700x faster than leading SPARQL databases and consistently meets the 100ms threshold, enabling the portability of important latency-sensitive building applications. This paper is an extension of a previously published work (same title, published BuildSys 2017).

Inverted HVAC: Greenifying Older Buildings, One Room at a Time

Emerging countries predominantly rely on room-level air conditioning units (window ACs, space heaters, ceiling fans) for thermal comfort. These distributed units have manual, decentralized control leading to sub-optimal energy usage for two reasons: excessive setpoints by individuals, and inability to interleave different conditioning units for maximal energy savings. We propose a novel inverted HVAC approach: cheaply retrofitting these distributed units with on-off control and providing centralized control augmented with room and environmental sensors. Our binary control approach exploits an understanding of device consumption characteristics at on/off and factors this into the control algorithms to minimize consumption. We implement this approach as HAWADAAR in a prototype 180 square-feet room to evaluate its efficacy over a 7-month period experiencing both hot and cold climates. Through a post analysis, we show that our on-off algorithms are not far from a theoretically-optimal approach based on a priori information that precisely knows the optimal control points to minimize consumption. We collect enough evidence to plausibly scale our empirical evaluation, demonstrating countrywide benefits: with just 20% market penetration, Hawadaar can save up to 6% of electricity per capita in residential and commercial sectors --- resulting in a substantial countrywide impact

A Scalable Room Occupancy Prediction with Transferable Time Series Decomposition of CO2 Sensor Data

Human occupancy counting is crucial for both space utilisation and building energy optimisation. In the current article, we present a semi-supervised domain adaptation method for carbon dioxide - Human Occupancy Counter Double Plus (DA-HOC++), a robust way to estimate the number of people within in one room by using data from a carbon dioxide sensor. In our previous work, the proposed Seasonal Decomposition for Human Occupancy Counting (SD-HOC) model can accurately predict the number of individuals when the training and labelled data are adequately available. DA-HOC++ is able to predict the number of occupancy with minimal training data, as little as one-day data. DA-HOC++ accurately predicts indoor human occupancy for five different rooms across different countries using a model trained from a small room and adapted to the other rooms. We evaluate DA-HOC++ with two baseline methods - support vector regression technique and SD-HOC model. The results demonstrate that DA-HOC++'s performance on average is better by 10.87% in comparison to SVR and 8.65% in comparison to SD-HOC.

Flux: a platform for dynamically reconfigurable mobile crowd-sensing

Flux is a platform for dynamically reconfigurable crowd-sensing using mobile devices, programmed under a notion of region-based sensing. Each region is defined by a set of physical constraints that determine the sensing scope, e.g., based on device position or other environmental variables, plus a set of periodic tasks that perform the actual sensing. The resulting behavior is inherently dynamic: as a device's state changes, e.g. moves in space, it enters and/or leaves different regions, thereby changing the set of active tasks; moreover, regions can be added, deleted, and reprogrammed on-the-fly. Flux makes use of a domain-specific language for sensing tasks that is compiled into abstract bytecode, later executed by a low-footprint virtual machine within a device, guaranteeing runtime safety by construction. For region dissemination, Flux employs a broker which holds a centralised (but changeable) region configuration plus gateways that mirror the configuration throughout different network access points to which devices connect. Sensing data is streamed by devices to gateways and then back to the broker. Live or archived data streams are in turn fed by the broker to data processing clients, that interface with the broker using a publish/subscribe API. Two case-study experiments illustrate \flux{} at work.

Dynamic Enhanced Field Division: an Advanced Localizing and Tracking Middleware

Tracking moving objects is always a critical challenge in cyber-physical systems. Researchers have proposed many tracking algorithms. However, most of the proposed algorithms cannot be used for on-demand deployment because of the unavailable preset fingerprints(prior landmark or context information) in their assumption. Another issue is that the algorithms with models built in an interference-free environment cannot work in interference- rich environments. To address those issues, we propose a localizing and tracking algorithm called Enhanced Field Division (EFD), which dynamically divides the field into areas with unique signatures and tracks the target without any fingerprints. We also implemented a proof-of-concept localization platform to demonstrate the tracking accuracy and the algorithm performance in practical, interference-rich environment.

Integrated coverage and connectivity configuration for energy conservation in sensor networks

VigilNet: An integrated sensor network system for energy-efficient surveillance

Distributed weighted-multidimensional scaling for node localization in sensor networks

Models and solutions for radio irregularity in wireless sensor networks

LEAP+: Efficient security mechanisms for large-scale distributed sensor networks

An analysis of unreliability and asymmetry in low-power wireless links

Reputation-based framework for high integrity sensor networks

On the lifetime of wireless sensor networks

Using mobile phones to determine transportation modes

Radio link quality estimation in wireless sensor networks: A survey


Publication Years 2005-2018
Publication Count 498
Citation Count 3888
Available for Download 498
Downloads (6 weeks) 1768
Downloads (12 Months) 18933
Downloads (cumulative) 472324
Average downloads per article 948
Average citations per article 8
First Name Last Name Award
Pankaj Agarwal ACM Fellows (2002)
Saurabh Bagchi ACM Distinguished Member (2013)
ACM Senior Member (2009)
Stefano Basagni ACM Distinguished Member (2015)
ACM Senior Member (2006)
Elisa Bertino ACM Fellows (2003)
Nirupama Bulusu ACM Senior Member (2014)
Jiannong Cao ACM Distinguished Member (2017)
Shigang Chen ACM Distinguished Member (2016)
Jon Crowcroft ACM Fellows (2002)
David Culler ACM Fellows (2002)
Djamel Djenouri ACM Senior Member (2016)
Falko Dressler ACM Senior Member (2009)
Deborah Estrin ACM Athena Lecturer Award (2006)
ACM Fellows (2000)
Johannes Gehrke ACM Fellows (2014)
Erol Gelenbe ACM Fellows (2001)
Phillip B Gibbons ACM Fellows (2006)
Ramesh Govindan ACM Fellows (2011)
Leonidas Guibas ACM AAAI Allen Newell Award (2007)
ACM Fellows (1999)
Rajesh Gupta ACM Fellows (2016)
Jiawei Han ACM Fellows (2003)
Wendi Beth Heinzelman ACM Distinguished Member (2012)
ACM Senior Member (2009)
Ahmed A Helmy ACM Distinguished Member (2014)
ACM Senior Member (2012)
Mary Jane Irwin ACM Athena Lecturer Award (2010)
ACM Distinguished Service Award (2005)
ACM Fellows (1996)
Sitharama Iyengar ACM Fellows (2001)
Michael I. Jordan ACM Fellows (2010)
ACM AAAI Allen Newell Award (2009)
Anne-Marie Kermarrec ACM Fellows (2016)
Jon Kleinberg ACM AAAI Allen Newell Award (2014)
ACM Fellows (2013)
ACM Prize in Computing (2008)
Ajay Kshemkalyani ACM Distinguished Member (2009)
ACM Senior Member (2009)
Ming Li ACM Fellows (2006)
Xiang-Yang Li ACM Distinguished Member (2014)
Yingshu Li ACM Senior Member (2017)
Yunhao Liu ACM Fellows (2015)
Yunhao Liu ACM Presidential Award (2013)
Prasant Misra ACM Senior Member (2017)
Klara Nahrstedt ACM Fellows (2012)
Peng Ning ACM Senior Member (2007)
David Peleg ACM Fellows (2016)
Gian Pietro Picco ACM Senior Member (2014)
K. K. Ramakrishnan ACM Fellows (2017)
Krithivasan Ramamritham ACM Fellows (2001)
Daniela Rus ACM Fellows (2014)
Sartaj K Sahni ACM Karl V. Karlstrom Outstanding Educator Award (2003)
ACM Fellows (1996)
Alberto Luigi Sangiovanni Vincentelli ACM Fellows (2014)
Rijurekha Sen ACM India Doctoral Dissertation Award (2014)
Lui Sha ACM Fellows (2005)
Cyrus Shahabi ACM Distinguished Member (2009)
Prashant J Shenoy ACM Distinguished Member (2009)
ACM Senior Member (2006)
Prasun Sinha ACM Distinguished Member (2016)
John A Stankovic ACM Fellows (1996)
Subhash Suri ACM Fellows (2010)
ACM Distinguished Member (2007)
Gene Tsudik ACM Fellows (2014)
ACM Senior Member (2013)
Martin Vetterli ACM Fellows (2009)
Isabel Wagner ACM Senior Member (2017)
Yu Wang ACM Senior Member (2011)
Matt Welsh ACM Senior Member (2009)
Emmerich Welzl ACM Fellows (1998)
Jie Wu ACM Senior Member (2006)
Qiang Yang ACM Fellows (2017)
ACM Distinguished Member (2011)
HongJiang Zhang ACM Fellows (2007)
Ying Zhang ACM Senior Member (2009)
Gang Zhou ACM Senior Member (2013)
Albert Zomaya ACM Distinguished Member (2006)

First Name Last Name Paper Counts
Guoliang Xing 15
Tian He 14
Tarek Abdelzaher 10
Rui Tan 7
John Stankovic 7
Mani Srivastava 7
Gang Zhou 6
Jie Gao 5
David Yau 5
Peng Ning 5
Ramesh Govindan 5
Xiaorui Wang 5
Lance Kaplan 4
Xiaodong Wang 4
Jiannong Cao 4
Radu Stoleru 4
Alberto Cerpa 4
Xiaohua Jia 4
Anurag Kumar 4
Luca Mottola 4
Sencun Zhu 4
Sajal Das 4
Wenliang Du 4
Subhash Suri 4
Dan Wang 4
Shan Lin 4
Kamin Whitehouse 4
Qing Cao 4
Ioannis Paschalidis 4
Utz Roedig 4
Radha Poovendran 4
Jeonggil Ko 4
Marimuthu Palaniswami 4
Deborah Estrin 4
Raja Jurdak 4
Nageswara Rao 4
Yunhao Liu 4
Jiangchuan Liu 3
Bhaskaran Raman 3
Yu Wang 3
Mo Li 3
Jinzhu Chen 3
Rajesh Gupta 3
Guiling Wang 3
Hongbo Jiang 3
Jeongyeup Paek 3
Yuchee Tseng 3
Omprakash Gnawali 3
Branislav Kusy 3
Simon Dobson 3
Upamanyu Madhow 3
Qian Zhang 3
Lin Gu 3
Wensheng Zhang 3
Elisa Bertino 3
Chris Bleakley 3
Twan Basten 3
Daniela Rus 3
Liqian Luo 3
Ryo Sugihara 3
Yunhuai Liu 3
Yu Gu 3
Thomas La Porta 3
Affan Syed 3
Wade Trappe 3
Sanjay Jha 3
Bhaskar Krishnamachari 3
Chenyang Lu 3
Andrew Campbell 3
Wendi Heinzelman 3
Cormac Sreenan 3
Jennifer Hou 3
Rik Sarkar 3
Jiming Chen 3
Sutharshan Rajasegarar 3
Li Xiao 3
Mark Hansen 3
Anne Kermarrec 3
Shane Eisenman 3
Xiaobing Wu 3
Loukas Lazos 3
Anish Arora 3
Francesco Restuccia 3
Jie Dong 2
Faramarz Fekri 2
Pieter Hartel 2
Ting Yan 2
Nithya Ramanathan 2
Behnam Dezfouli 2
Marjan Radi 2
Douglas Stinson 2
Deokwoo Jung 2
Jeroen Doumen 2
Anis Koubâa 2
Andreas Meier 2
Nadjib Badache 2
Fred Cohen 2
Yanyong Zhang 2
Rong Zheng 2
Matthew Johnson 2
Alex Rogers 2
Aldar Chan 2
Abu Kamal 2
Mihail Sichitiu 2
Gregory O'Hare 2
Indranil Gupta 2
Lu Su 2
Guihai Chen 2
Neal Patwari 2
Christos Anagnostopoulos 2
David Smith 2
Yeewei Law 2
Pascal Vicaire 2
Falko Dressler 2
Mehul Motani 2
Xianjin Zhu 2
Yong Yang 2
Wendi Heinzelman 2
Yafeng Wu 2
Frank Mokaya 2
Laura Balzano 2
Neeraj Jaggi 2
Russell Costa 2
Hongjiang ZHANG 2
Qingfeng Huang 2
Donggang Liu 2
Ronghua Wang 2
Chiara Petrioli 2
Konrad Iwanicki 2
Shucheng Yu 2
Sehang Cheong 2
David Brady 2
Desheng Zhang 2
Julie McCann 2
Sudha Krishnamurthy 2
Peter Corke 2
Rajesh Panta 2
Marwan Krunz 2
Dong Xuan 2
Nisheeth Shrivastava 2
Lars Wolf 2
Hamid Aghajan 2
Patrick Tague 2
Chiehyih Wan 2
Hengchang Liu 2
Keith Martin 2
Michele Rossi 2
Guang Tan 2
Edward Coyle 2
Rui Tan 2
Prabal Dutta 2
Daniele Midi 2
Felix Büsching 2
Pei Zhang 2
Yong Liu 2
Thomas Wettergren 2
Péter Völgyesi 2
Bogdan Carbunar 2
Wenbo He 2
Pangun Park 2
Suyoung Yoon 2
Dong Guo 2
Antonio Ruzzelli 2
Yainwhar Si 2
Zhenjiang Li 2
Tao Liu 2
Muhammad Alizai 2
Sanjeev Setia 2
Kofi Adu-Manu 2
Cristiano Tapparello 2
Pankaj Agarwal 2
Ilker Demirkol 2
Maura Paterson 2
Andreas Savvides 2
Habib Ammari 2
Chen Wang 2
Gian Picco 2
Thomas La Porta 2
Hairong Qi 2
Deepak Ganesan 2
Carlo Fischione 2
Gul Agha 2
Md Razzaque 2
Robert Pless 2
Michael Segal 2
Diethelm Ostry 2
Wilfried Philips 2
Jianxun Wang 2
Paul Havinga 2
Thomas Kunz 2
Wen Hu 2
Chuntung Chou 2
Rong Zheng 2
Sajal Das 2
Wenyuan Xu 2
Mohamed Younis 2
Dheeraj Kumar 2
Kevin Ni 2
Claude Castelluccia 2
Wenzhan Song 2
Mahmut Karakaya 2
Xue Liu 2
Saurabh Bagchi 2
Guohong Cao 2
James Brown 2
Prabal Dutta 2
Yingshu Li 2
Marco Zamalloa 2
Theodore Brown 2
Eddie Kohler 2
Nicholas Jennings 2
Chifu Huang 2
Christina Fragouli 2
Majid Nabi 2
Miguel Carreira-Perpiñán 2
Wolf Pöttner 2
Gregory Pottie 2
Shusen Yang 2
Stathes Hadjiefthymiades 2
Md Bhuiyan 2
Xiaobo Tan 2
Samir Das 2
Sushil Jajodia 2
Sitharama Iyengar 2
Koen Langendoen 2
Mingyan Liu 2
Djamel Djenouri 2
Sol Lederer 2
Ashutosh Sabharwal 2
John Hicks 2
Gene Tsudik 2
János Sallai 2
Ákos Lédeczi 2
Mallikarjun Shankar 2
Steven Gortler 2
Lui Sha 2
Marc Geilen 2
Pedro Marrón 2
Philip Levis 2
Chatschik Bisdikian 2
Amitabha Bagchi 1
Xiaochun Xu 1
Sasank Reddy 1
Alessandro Nordio 1
Lifeng Sang 1
Mohammad Rahimi 1
Abtin Keshavarzian 1
Shanhung Wu 1
Yenting Chen 1
Ali Eslami 1
Cesare Alippi 1
Kees Goossens 1
Kadangode Ramakrishnan 1
Nisha Moond 1
Aneesh Bansal 1
Dirk Van Haerenborgh 1
Mehmet Donmez 1
Johnny Park 1
Abdelsalam Helal 1
Shuo Guo 1
Lloyd Emokpae 1
Tien Pham 1
Guang Tan 1
Hui Wang 1
Heemin Park 1
Carl Larsen 1
Hossein Ahmadi 1
Cem Ersoy 1
Cong Huynh 1
Wen Hu 1
Michael Brünig 1
Ravi Tiwari 1
Raja Bose 1
Marleen Morbée 1
Srikanth Hariharan 1
Hongbo Liu 1
Dayong Jia 1
Claudio Soriente 1
Aman Kansal 1
Silvana Rossetto 1
Lijie Xu 1
Saber Jafarizadeh 1
Chadi Assi 1
Li Chen 1
Stefano Basagni 1
Heikki Karvonen 1
Xiaojun Zhu 1
Sriram Premnath 1
Bugong Xu 1
David Nguyen 1
Bo Xie 1
Hongzhi Lin 1
Congduc Pham 1
Hyungsin Kim 1
Hungmin Sun 1
Babak Shirmohammadi 1
Hayder Radha 1
Ivan Minakov 1
Uichin Lee 1
Junehwa Song 1
Richard Martin 1
Renjie Huang 1
Nikhil Naikal 1
Hoang Nguyen 1
Roberto Baldoni 1
Branislav Kusý 1
YoungMin Kwon 1
Wenchan Shih 1
Alvaro Díaz 1
Héctor Posadas 1
Holger Keeler 1
Piotr Berman 1
Matthew Holland 1
Huan Li 1
Limin Sun 1
Miloš Blagojević 1
Declan Delaney 1
Guojun Wang 1
Baris Tas 1
Michalis Michaelides 1
Hyogon Kim 1
Ferdinand Katsriku 1
Jamal Abdulai 1
Petri Mähönen 1
Luciano Bononi 1
Girish Revadigar 1
Chengwen Luo 1
Sriram Venkateswaran 1
Bracha Hod 1
Danny Dolev 1
Dimitrios Peroulis 1
Christopher Gill 1
Mark Krasniewski 1
Vishal Chowdhary 1
Dhanya Devarajan 1
Junsuk Shin 1
Prashant Shenoy 1
Yi Wang 1
Maria Kazandjieva 1
Dawei Pan 1
XiaoHua Xu 1
Joaquim Oller 1
Masashi Sugano 1
Tony O'Donovan 1
Thiemo Voigt 1
Jose O 1
Majid Sarrafzadeh 1
Yu Wang 1
Deniz Sariöz 1
Ankit Tiwari 1
Frank Lewis 1
Joshua Guttman 1
Abbas Gamal 1
Qingjun Xiao 1
Frédéric Loiret 1
Haijie Wu 1
Polly Huang 1
Leon Lin 1
Alban Cotillon 1
Leonardo Querzoni 1
Alexander Dean 1
Heejung Yoon 1
Carlos Guestrin 1
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Stefan Gun&acaron; 1
Petr Jurčík 1
Stephen Ellwood 1
Ricklef Wohlers 1
José Barceló-Ordinas 1
Xiaojiang Ren 1
Zengfu Wang 1
Stephen Howard 1
Pavan Edara 1
Wei Lai 1
Manjunath Doddavenkatappa 1
Munchoon Chan 1
Xiaolei Zhou 1
Zhicheng Yang 1
Chaokun Wang 1
Hamid Al-Hamadi 1
Weijiao Gong 1
Tommaso Melodia 1
Zhipeng Xu 1
David Laiymani 1
Hassan Peyravi 1
Guofei Jiang 1
Ahmed Helmy 1
Radu Sion 1
George Pappas 1
Gokarna Sharma 1
Einar Mykletun 1
András Nádas 1
Gábor Pap 1
Xiangyang Li 1
Bruce Krogh 1
Gregory Pottie 1
Amotz Bar-Noy 1
Alan Demers 1
Rajmohan Rajaraman 1
Răzvan Cristescu 1
Pratik Biswas 1
Emre Atsan 1
Bin Xiao 1
Frank Eliassen 1
Shigang Chen 1
Roy Shea 1
Jonathan Friedman 1
Jacek Cichoń 1
Benjamin Kempke 1
Weepeng Tay 1
Renita Machado 1
Chris Ma 1
Eduardo Tovar 1
Bhagavathy Krishna 1
Marco Zúñiga 1
Sajal Das 1
Salvatore Scellato 1
Vijay Gabale 1
Kameswari Chebrolu 1
Hsiuchi Hsu 1
Zenian Li 1
Gang Li 1
Yulan Guo 1
Zhong Liu 1
Eisa Zarepour 1
Zhipeng Cai 1
Jie Liu 1
Ingray Chen 1
Nicholas Roy 1
Satish Vedantam 1
Brett Bavar 1
Cristina Nita-Rotaru 1
Eyuphan Bulut 1
Margit Mutschlechner 1
Pradip De 1
Gerhard Maierbacher 1
Károly Molnár 1

Affiliation Paper Counts
Robert Bosch GmbH 1
Community Based Medical College, Bangladesh 1
Shenzhen University 1
Gwangju Institute of Science and Technology 1
Cyprus University of Technology 1
Koc University 1
INRIA Saclay 1
University of Dublin, Trinity College 1
Broadcom Limited, San Jose 1
Northwestern Polytechnical University China 1
Washington State University Pullman 1
University of the Pacific, California 1
National Institute of Science and Technology 1
University of Edinburgh 1
Naval University of Engineering 1
Jiangsu University 1
Catholic University of America 1
South National University 1
Technical University of Berlin 1
Oklahoma Baptist University 1
City College of New York 1
University of Sousse 1
Sookmyung Women's University 1
University of Szeged Bolyai Institute 1
Indraprastha Institute of Information Technology Delhi 1
Norfolk State University 1
Fordham University 1
Universite de Pau et des Pays de L'Adour 1
University of Thessaly 1
Communications Research Centre 1
Hongik University 1
Toyon Research Corporation 1
Southern Illinois University at Carbondale 1
University of Louisville 1
University of Paderborn 1
University of Missouri-Kansas City 1
Hanyang University 1
Southwest Jiaotong University 1
McGill University 1
University of Kuwait 1
IMDEA Networks Institute 1
The University of British Columbia 1
Qualcomm Incorporated 1
University of Missouri-St. Louis 1
Technion - Israel Institute of Technology 1
University of Texas at Dallas 1
Southeast University China, Nanjing 1
University of Sciences and Technology Houari Boumediene 1
IBM United Kingdom Limited 1
National University of Computer and Emerging Sciences Islamabad 1
Lafayette College 1
University of Calabria 1
Qufu Normal University 1
Fuji Electric Co., Ltd. 1
Weizmann Institute of Science Israel 1
University of Western Macedonia 1
Institute of High Performance Computing, Singapore 1
IBM Research 1
University of Applied Sciences and Arts of Southern Switzerland 1
Roma Tre University 1
Nanjing University of Post and TeleCommunications 1
South China University of Technology 1
South China Normal University 1
Curtin University of Technology, Perth 1
Singapore Management University 1
University of Greenwich 1
University of Connecticut 1
Chalmers University of Technology 1
University of Tokyo 1
Los Alamos National Laboratory 1
Isik University 1
Teledyne Technologies 1
Bar-Ilan University 1
University of Southern California, Information Sciences Institute 1
Zhejiang University of Technology 1
Jiangsu University of Science and Technology 1
Horia Hulubei National Institute of Physics and Nuclear Engineering 1
Ministry of Public Security of the People's Republic of China 1
Utah State University 1
Rochester Institute of Technology 1
Fujian Normal University 1
Sun Yat-Sen University 1
Sandia National Laboratories, New Mexico 1
The University of Warwick 1
Portland State University 1
Philips Research 1
Zhejiang Gongshang University 1
Kadir Has University 1
Charles University 1
NEC Laboratories America, Inc. 1
King Fahd University of Petroleum and Minerals 1
University of Electronic Science and Technology of China 1
University of Pannonia 1
Universite de Technologie de Compiegne 1
Frostburg State University 1
The University of North Carolina at Greensboro 1
Indian Institute of Technology Bhubaneswar 1
Berlin Museum of Natural Sciences 1
Tianjin University 1
Santa Clara University 1
VMware, Inc 1
Free University of Berlin 1
University of Exeter 1
Northwestern University 1
Czech Technical University in Prague 1
University of Bedfordshire 1
Donghua University 1
Howard Hughes Medical Institute 1
Academia Sinica Taiwan 1
University of Perugia 1
Universite de Nantes 1
University of Patras 1
University of Innsbruck 1
Texas Instruments 1
MIT Computer Science and Artificial Intelligence Laboratory 1
Brown University 1
Osaka Prefecture University 1
Ruhr University of Bochum 1
King Saud University 1
Kennesaw State University 1
California State University Los Angeles 1
Shanghai Normal University 1
Technical University of Madrid 1
Huawei Technologies Co., Ltd. 1
Karlsruhe Institute of Technology 1
Lawrence Livermore National Laboratory 1
Graz University of Technology 1
TOBB University of Economics and Technology 1
Sichuan University 1
University of Delaware 1
New York Institute of Technology 1
INSA Lyon 2
Indian Statistical Institute, Kolkata 2
Deakin University 2
Oregon State University 2
University College London 2
Osaka University 2
Delft University of Technology 2
The University of North Carolina at Chapel Hill 2
University of Windsor 2
Federal University of Rio de Janeiro 2
University of Arkansas at Little Rock 2
Worcester Polytechnic Institute 2
Vrije Universiteit Amsterdam 2
University of Texas at San Antonio 2
National University of Kaohsiung 2
Federal University of Minas Gerais 2
Queensland University of Technology 2
University of Glasgow 2
Indiana University-Purdue University Indianapolis 2
Jozef Stefan Institute 2
Universidad Carlos III de Madrid 2
Cisco Systems 2
The University of North Carolina at Charlotte 2
SK Telecom Co., Ltd. 2
University of Michigan-Dearborn 2
Lebanese University 2
University of Science and Technology of China 2
IBM Austin Research Laboratory 2
University of Insubria 2
University of Stuttgart 2
University of Ghana 2
University of Bologna 2
Universite Bourgogne Franche-Comte 2
Brunel University London 2
Concordia University, Montreal 2
Lubeck University 2
University of Athens 2
University of Duisburg-Essen 2
University of Iowa 2
Samsung Electronics Co. Ltd. 2
University of Alberta 2
Washington State University Vancouver 2
Indian Institute of Technology, Kharagpur 2
University of Tsukuba 2
Polytechnic Institute of Turin 2
Nokia Corporation 2
University of Birmingham 2
University of Porto 2
Federal University of Alagoas 2
Ozyegin University 2
University of Oslo 2
Technical University of Hamburg-Harburg 2
Intel Research Laboratories 2
Max Planck Institute for Informatics 2
RMIT University 2
Shenzhen Institute of Advanced Technology 2
Adam Mickiewicz University in Poznan 2
Tongji University 2
Centre for Wireless Communications Finland 2
Industrial Technology Research Institute of Taiwan 3
Google Inc. 3
University of Pittsburgh 3
Palo Alto Research Center Incorporated 3
University of St Andrews 3
Birkbeck University of London 3
Chinese University of Hong Kong 3
Nokia Bell Labs 3
Carleton University 3
Kent State University 3
Swedish Institute of Computer Science 3
Korea University 3
National Technical University of Athens 3
Intel Corporation 3
University at Buffalo, State University of New York 3
University of South Carolina 3
Lahore University of Management Sciences 3
Microsoft Research Asia 3
University of Illinois 3
University of Notre Dame 3
Instituto Superior de Engenharia do Porto 3
Telcordia Technologies, Inc. 3
Indian Institute of Technology, Delhi 3
National Chung Cheng University 3
University of Siena 3
Universiti Teknologi Malaysia 3
University of Waterloo 3
Binghamton University State University of New York 3
University of Padua 3
Institute for Research in IT and Random Systems 3
McMaster University 3
Bogazici University 3
Princeton University 3
Guangxi University 3
Indian Institute of Technology Rajasthan 3
Wichita State University 3
University of Queensland 3
University of Nebraska - Lincoln 3
Shanghai Jiaotong University 3
Temple University 3
Huaqiao University 3
University of Massachusetts System 3
Royal Holloway University of London 4
University of Macau 4
Polytechnic Institute of Porto 4
Wroclaw University of Science and Technology 4
University of Bonn 4
U.S. Army Research Laboratory 4
Pontifical Catholic University of Rio de Janeiro 4
The University of Sydney 4
INRIA Institut National de Rechereche en Informatique et en Automatique 4
Iowa State University 4
Ben-Gurion University of the Negev 4
Yale University 4
University of Maryland, Baltimore County 4
Virginia Tech 4
University of Utah 4
University of Ottawa, Canada 4
Peking University 4
Naval Undersea Warfare Center Newport Beach 4
California Institute of Technology 4
University of California, Davis 4
University of Texas at Austin 4
RWTH Aachen University 4
Vrije Universiteit Brussel 4
Ajou University 4
University of Pennsylvania 4
University of California, Irvine 4
Electronics Telecommunication Research Institute 4
Microsoft Research 5
University of Cyprus 5
Technical University of Darmstadt 5
Rice University 5
Stevens Institute of Technology 5
University of Cantabria 5
Hebrew University of Jerusalem 5
University of Wisconsin Madison 5
Simon Fraser University 5
Clemson University 5
University of Massachusetts Amherst 5
Johns Hopkins University 5
Duke University 5
Daegu Gyeongbuk Institute of Science and Technology 5
Motorola 5
Wayne State University 5
University of Warsaw 5
Central South University China 5
University of Pisa 5
Centre de Recherche sur l'Information Scientifique et Technique (CERIST) 5
Harbin Institute of Technology 5
University of Tennessee, Knoxville 5
Beihang University 5
University of Cambridge 5
Swiss Federal Institute of Technology, Zurich 6
Cornell University 6
IBM Thomas J. Watson Research Center 6
New Jersey Institute of Technology 6
Swiss Federal Institute of Technology, Lausanne 6
University Michigan Ann Arbor 6
Institute for Infocomm Research, A-Star, Singapore 6
National University of Singapore 6
George Mason University 6
Harvard University 6
University College Cork 6
University of Illinois at Chicago 6
Singapore University of Technology and Design 6
Missouri University of Science and Technology 6
Syracuse University 6
University of Erlangen-Nuremberg 6
University of Coimbra 6
University of Minnesota System 6
University of Michigan 6
Seoul National University 6
Royal Institute of Technology 7
University of Maryland 7
Universitat Politecnica de Catalunya 7
National Tsing Hua University 7
University of Memphis 7
Dartmouth College 7
Chinese Academy of Sciences 7
University of Trento 7
University of California, Riverside 7
Korea Advanced Institute of Science & Technology 7
CSIRO Ict Centre 7
University of Oxford 7
Australian National University 7
Oak Ridge National Laboratory 7
Louisiana State University 7
The College of William and Mary 7
University of Roma La Sapienza 8
National University of Defense Technology China 8
University of California, San Diego 8
City University of New York 8
Politecnico di Milano 8
Microsoft Corporation 8
University of Arizona 8
Georgia State University 8
Illinois Institute of Technology 8
Arizona State University 8
Hong Kong University of Science and Technology 9
Rutgers, The State University of New Jersey 9
University of Southampton 9
City University of Hong Kong 9
University of Houston 9
Imperial College London 9
Lancaster University 9
Northeastern University 9
Rensselaer Polytechnic Institute 9
Massachusetts Institute of Technology 9
National Chiao Tung University Taiwan 9
Texas A and M University 10
National Taiwan University 11
University of Washington, Seattle 11
Technische Universitat Braunschweig 11
University of Minnesota Twin Cities 11
Eindhoven University of Technology 11
Boston University 12
Tsinghua University 12
University of Florida 12
University of California, Merced 12
Huazhong University of Science and Technology 12
Washington University in St. Louis 12
Indian Institute of Science, Bangalore 12
University of Twente 12
University College Dublin 13
University of New South Wales 13
Ghent University 13
Nanjing University 13
Commonwealth Scientific and Industrial Research Organization 13
University of Texas at Arlington 13
Vanderbilt University 14
Hong Kong Polytechnic University 15
Pennsylvania State University 15
University of Melbourne 15
North Carolina State University 16
Columbia University 17
Carnegie Mellon University 18
Nanyang Technological University 19
Georgia Institute of Technology 19
Stanford University 19
University of California, Berkeley 20
Zhejiang University 20
Indian Institute of Technology, Bombay 20
University of Rochester 21
University of California, Santa Barbara 24
University of Southern California 24
Ohio State University 25
Stony Brook University 27
Purdue University 40
University of Virginia 44
University of Illinois at Urbana-Champaign 44
Michigan State University 45
University of California, Los Angeles 60
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