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 TSCH 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.

FIRST: A Framework for Optimizing Information Quality in Mobile Crowdsensing Systems

Mobile crowdsensing allows data collection at a scale and rate that was once impossible. One of the biggest challenges in mobile crowdsensing is to accurately classify between reliable and unreliable sensing reports. To this end, we propose a novel Framework for optimizing Information Reliability in Smartphone-based participaTory sensing (FIRST), that leverages the collective action of mobile trusted participants (MTPs) to securely assess the reliability of sensing reports. FIRST models and solves the challenging problem of determining before deployment the minimum number of MTPs to be used in order to achieve desired classification accuracy. We extensively validate FIRST with real-world mobility traces and through an implementation in iOS and Android of a system leveraging human participants. Experimental results demonstrate that FIRST is effective in optimizing information reliability by reducing the impact of three security attacks (i.e., corruption, on/off, and collusion), while outperforming prior work by achieving on the average a classification accuracy of almost 80% in the considered scenarios. We conclude the paper by discussing our ongoing research efforts in cooperation with the U.S. Department of Geological Survey (USGS) to develop a smartphone-based system to test the performance of FIRST as part of the USGS National Map Corps project.

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 4054
Available for Download 498
Downloads (6 weeks) 1673
Downloads (12 Months) 18631
Downloads (cumulative) 321615
Average downloads per article 646
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
Yunhao Liu 4
Radu Stoleru 4
Xiaohua Jia 4
Luca Mottola 4
Anurag Kumar 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
Radha Poovendran 4
Jeonggil Ko 4
Marimuthu Palaniswami 4
Deborah Estrin 4
Raja Jurdak 4
Nageswara Rao 4
Xiaodong Wang 4
Jiannong Cao 4
Lance Kaplan 4
Alberto Cerpa 4
Jiangchuan Liu 3
Yu Wang 3
Bhaskaran Raman 3
Mo Li 3
Jinzhu Chen 3
Rajesh Gupta 3
Hongbo Jiang 3
Guiling Wang 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
David Smith 3
Liqian Luo 3
Ryo Sugihara 3
Utz Roedig 3
Yunhuai Liu 3
Affan Syed 3
Yu Gu 3
Thomas La Porta 3
Wade Trappe 3
Sanjay Jha 3
Bhaskar Krishnamachari 3
Chenyang Lu 3
Andrew Campbell 3
Jennifer Hou 3
Rik Sarkar 3
Cormac Sreenan 3
Wendi Heinzelman 3
Jiming Chen 3
Sutharshan Rajasegarar 3
Li Xiao 3
Mark Hansen 3
Anne Kermarrec 3
Shane Eisenman 3
Anish Arora 3
Loukas Lazos 3
Xiaobing Wu 3
Francesco Restuccia 3
Neal Patwari 2
Christos Anagnostopoulos 2
Yeewei Law 2
Prabal Dutta 2
Gian Picco 2
Thomas La Porta 2
Hairong Qi 2
Deepak Ganesan 2
Carlo Fischione 2
Md Razzaque 2
Gul Agha 2
Robert Pless 2
Michael Segal 2
Diethelm Ostry 2
Wilfried Philips 2
Jianxun Wang 2
Thomas Kunz 2
Wen Hu 2
Chuntung Chou 2
Paul Havinga 2
Rong Zheng 2
Sajal Das 2
Wenyuan Xu 2
Mohamed Younis 2
Dheeraj Kumar 2
Kevin Ni 2
Claude Castelluccia 2
Mahmut Karakaya 2
Wenzhan Song 2
Muhammad Alizai 2
Sanjeev Setia 2
Kofi Adu-Manu 2
Cristiano Tapparello 2
Pankaj Agarwal 2
Chen Wang 2
Ilker Demirkol 2
Maura Paterson 2
Andreas Savvides 2
Habib Ammari 2
Jie Dong 2
Faramarz Fekri 2
Pieter Hartel 2
Ting Yan 2
Nithya Ramanathan 2
Mallikarjun Shankar 2
Steven Gortler 2
Lui Sha 2
Marc Geilen 2
Pedro Marrón 2
Philip Levis 2
Chatschik Bisdikian 2
Xianjin Zhu 2
Falko Dressler 2
Pascal Vicaire 2
Mehul Motani 2
Yong Yang 2
Wendi Heinzelman 2
Frank Mokaya 2
Yafeng Wu 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
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
Rong Zheng 2
Yanyong Zhang 2
Matthew Johnson 2
Alex Rogers 2
Aldar Chan 2
Abu Kamal 2
Mihail Sichitiu 2
Gregory O'Hare 2
Indranil Gupta 2
Guihai Chen 2
Lu Su 2
Saurabh Bagchi 2
Guohong Cao 2
James Brown 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
Wolf Pöttner 2
Miguel Carreira-Perpiñán 2
Gregory Pottie 2
Xiaobo Tan 2
Abbas Jamalipour 2
Shusen Yang 2
Stathes Hadjiefthymiades 2
Md Bhuiyan 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
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
Rui Tan 2
Hengchang Liu 2
Keith Martin 2
Michele Rossi 2
Xue Liu 2
Guang Tan 2
Edward Coyle 2
Prabal Dutta 2
Felix Büsching 2
Daniele Midi 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
Dariush Ebrahimi 1
Jeremy Warner 1
Carlos Pomalaza-Ráez 1
Xiuchao Wu 1
Michelle Kendall 1
Jie Li 1
Borja Martinez 1
John Lui 1
Myungsup Lee 1
Yao Liang 1
Muen Wu 1
Xusheng Sun 1
Archan Misra 1
Andrew Taylor 1
Lodewijk Van Hoesel 1
Anxiao(Andrew) Jiang 1
Lewis Girod 1
Jrenchit Chin 1
Cesim Erten 1
Ozan Kilic 1
Khuong Vu 1
Gangbing Song 1
Md Bhotto 1
Yang Li 1
Mário Alves 1
Andrew Markham 1
Xiaopei Wu 1
Pavan Kumar 1
Stephen Dawson-Haggerty 1
Tingrui Han 1
Kostas Kolomvatsos 1
Xiaola Lin 1
Chienchung Shen 1
Peter Farrell 1
Rahul Sehgal 1
Lei Xie 1
Yuanyuan Fan 1
Ala Shaabana 1
Aveek Purohit 1
Jun Han 1
Jie Yin 1
Vikram Srinivasan 1
Matt Welsh 1
Hui Song 1
Xixi Liran 1
Deokwoo Jung 1
Jacob Sorber 1
Xuan Liu 1
M Banks 1
Xi Xu 1
Lloyd Chua 1
George Cybenko 1
Ananth Krishnamurthy 1
Lei Zhang 1
Ligang Liu 1
Krishna Venkatasubramanian 1
Sandeep Gupta 1
Zijian Wang 1
Fei Miao 1
Christopher Eibel 1
Timo Hönig 1
Mohamed Chehade 1
Sadaf Zahedi 1
Vasanth Rajamani 1
Stephen Wicker 1
György Balogh 1
Gyula Simon 1
Peng Ning 1
Tiziana Calamoneri 1
Sudip Misra 1
Jonathan Hui 1
Wentsuen Chen 1
Iyappan Ramachandran 1
Sumit Roy 1
TzuChen Lian 1
Wei Ye 1
Yanjun Yao 1
Edgar Lobaton 1
Parvez Ahammad 1
Lungchung Chang 1
Rajesh Kumar 1
Dennis Phillips 1
Xiaohan Yu 1
Avishek Ghosh 1
Arpan Chattopadhyay 1
Mutatah Hira 1
Isaac Amundson 1
Sameer Sundresh 1
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Pai Chou 1
Amitabha Bagchi 1
Hungyun Hsieh 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
Heemin Park 1
Carl Larsen 1
Kolar Naveen 1
Ou Liu 1
Kurt Ackermann 1
Boleslaw Szymanski 1
Jingbin Zhang 1
Pei Huang 1
Volkan Cevher 1
Michael Ward 1
Xin Zhang 1
Sweta Singh 1
Chai Wu 1
Johannes Gehrke 1
LiChu Lo 1
Baltasar Beferull-Lozano 1
Ming Li 1
Leonidas Guibas 1
Kai Bu 1
Zhijun Wang 1
Lirong Jian 1
Wenzhan Song 1
Songhwai Oh 1
Allenyang Yang 1
Guillaume Salagnac 1
Klara Nahrstedt 1
Ethan Dereszynski 1
Mario Di Francesco 1
Punit Rathore 1
WooYoung Kim 1
Andreas Krause 1
Michael O'Grady 1
Olaf Landsiedel 1
Jianguo Yao 1
Jing Feng 1
Yuan Yao 1
Bimal Roy 1
Apoorva Jindal 1
Laurence Riddle 1
Himanshu Gupta 1
Umakishore Ramachandran 1
Ulrich Meyer 1
Jing Deng 1
Suman Nath 1
Chen Wang 1
Poliang Lin 1
Jordi Casademont 1
Masayuki Murata 1
Takaaki Hatauchi 1
Jorge Silva 1
Diep Nguyen 1
Yabo Dong 1
Wenyuan Xu 1
Steven Lavalle 1
Jeff Burke 1
Jinfeng Ni 1
Chinya Ravishankar 1
Arsalan Tavakoli 1
Carla Chiasserini 1
Jonghoon Kim 1
Guobin Shen 1
Mohammadmaifi Khan 1
Olga Saukh 1
Robert Sauter 1
Kirk Martinez 1
Liu Liu 1
Nael Abu-Ghazaleh 1
Jing(Selena) He 1
Raheem Beyah 1
Lapo Balucanti 1
Izhak Rubin 1
YoungMin Kwon 1
Artemis Voulkidis 1
Haeyoung Noh 1
Megha Chaudhary 1
Divya Bansal 1
Lukas Esterle 1
Bernhard Rinner 1
Vedran JelačA 1
Dimitri Van Cauwelaert 1
Mohammad Khan 1
Christian Richter 1
Li Liu 1
Linda Tessens 1
Zaihong Shuai 1
Songhwai Oh 1
Roberto Pietro 1
Nicholas Jennings 1
Nicholas Boers 1
William Kaiser 1
Sandeep Kulkarni 1
Limin Wang 1
Heena Rathore 1
Supratim Shit 1
Fan Wu 1
Xin Gao 1

Affiliation Paper Counts
Berlin Museum of Natural Sciences 1
Indian Institute of Technology Bhubaneswar 1
Tianjin University 1
Free University of Berlin 1
University of Exeter 1
University of Technology Sydney 1
The University of British Columbia 1
Qualcomm Incorporated 1
Technion - Israel Institute of Technology 1
University of Texas at Dallas 1
Hanyang University 1
Southeast University China, Nanjing 1
National University of Computer and Emerging Sciences Islamabad 1
University of Sciences and Technology Houari Boumediene 1
University of Missouri-St. Louis 1
IBM United Kingdom Limited 1
University of Calabria 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
Fuji Electric Co., Ltd. 1
Gwangju Institute of Science and Technology 1
University of Greenwich 1
Nanjing University of Post and TeleCommunications 1
Zhejiang University of Technology 1
Jiangsu University of Science and Technology 1
South China University of Technology 1
Lafayette College 1
Qufu Normal University 1
Weizmann Institute of Science Israel 1
University of Western Macedonia 1
South China Normal University 1
Curtin University of Technology, Perth 1
Singapore Management University 1
Chalmers University of Technology 1
University of Connecticut 1
Los Alamos National Laboratory 1
Isik University 1
Teledyne Technologies 1
University of Dublin, Trinity College 1
Koc University 1
Robert Bosch GmbH 1
Shenzhen University 1
Bar-Ilan University 1
University of Southern California, Information Sciences Institute 1
Community Based Medical College, Bangladesh 1
The University of Warwick 1
Sun Yat-Sen University 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
Horia Hulubei National Institute of Physics and Nuclear Engineering 1
Sandia National Laboratories, New Mexico 1
Portland State University 1
Philips Research 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
Zhejiang Gongshang University 1
University of Pannonia 1
VMware, Inc 1
Universite de Technologie de Compiegne 1
Northwestern University 1
Frostburg State University 1
The University of North Carolina at Greensboro 1
Czech Technical University in Prague 1
University of Bedfordshire 1
Santa Clara University 1
Donghua University 1
Ruhr University of Bochum 1
Howard Hughes Medical Institute 1
Academia Sinica Taiwan 1
Universite de Nantes 1
University of Patras 1
University of Innsbruck 1
University of Perugia 1
Texas Instruments 1
MIT Computer Science and Artificial Intelligence Laboratory 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
Osaka Prefecture University 1
Brown University 1
University of Tokyo 1
Sichuan University 1
University of Delaware 1
Karlsruhe Institute of Technology 1
Lawrence Livermore National Laboratory 1
Graz University of Technology 1
TOBB University of Economics and Technology 1
New York Institute of Technology 1
Cyprus University of Technology 1
INRIA Saclay 1
Northwestern Polytechnical University China 1
Broadcom Limited, San Jose 1
Technical University of Berlin 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
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
Southwest Jiaotong University 1
University of Thessaly 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
Toyon Research Corporation 1
Southern Illinois University at Carbondale 1
University of Louisville 1
University of Paderborn 1
Communications Research Centre 1
Hongik University 1
University of Missouri-Kansas City 1
McGill University 1
University of Kuwait 1
IMDEA Networks Institute 1
INSA Lyon 2
Indian Statistical Institute, Kolkata 2
Deakin University 2
Delft University of Technology 2
Oregon State University 2
The University of North Carolina at Chapel Hill 2
University of Windsor 2
Osaka University 2
University College London 2
Federal University of Rio de Janeiro 2
University of Arkansas at Little Rock 2
Worcester Polytechnic Institute 2
Vrije Universiteit Amsterdam 2
Federal University of Minas Gerais 2
University of Texas at San Antonio 2
National University of Kaohsiung 2
University of Glasgow 2
Queensland University of Technology 2
Indiana University-Purdue University Indianapolis 2
Jozef Stefan Institute 2
Cisco Systems 2
Universidad Carlos III de Madrid 2
SK Telecom Co., Ltd. 2
The University of North Carolina at Charlotte 2
Lebanese University 2
University of Michigan-Dearborn 2
IBM Austin Research Laboratory 2
University of Insubria 2
University of Science and Technology of China 2
Universite Bourgogne Franche-Comte 2
University of Stuttgart 2
University of Ghana 2
University of Bologna 2
Brunel University London 2
University of Athens 2
Concordia University, Montreal 2
Lubeck University 2
University of Duisburg-Essen 2
Samsung Electronics Co. Ltd. 2
University of Iowa 2
University of Alberta 2
Washington State University Vancouver 2
Indian Institute of Technology, Kharagpur 2
Federal University of Alagoas 2
University of Tsukuba 2
Polytechnic Institute of Turin 2
Nokia Corporation 2
University of Birmingham 2
University of Porto 2
Shenzhen Institute of Advanced Technology 2
RMIT University 2
Ozyegin University 2
University of Oslo 2
Technical University of Hamburg-Harburg 2
Intel Research Laboratories 2
Max Planck Institute for Informatics 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
Kent State University 3
Nokia Bell Labs 3
Carleton University 3
Korea University 3
National Technical University of Athens 3
Swedish Institute of Computer Science 3
Intel Corporation 3
University at Buffalo, State University of New York 3
Microsoft Research Asia 3
Lahore University of Management Sciences 3
University of South Carolina 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
University of Siena 3
National Chung Cheng University 3
Institute for Research in IT and Random Systems 3
Universiti Teknologi Malaysia 3
University of Waterloo 3
University of Padua 3
McMaster University 3
Binghamton University State University of New York 3
Bogazici University 3
Indian Institute of Technology Rajasthan 3
Princeton University 3
Guangxi University 3
Wichita State University 3
University of Nebraska - Lincoln 3
University of Queensland 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
INRIA Institut National de Rechereche en Informatique et en Automatique 4
Iowa State University 4
University of Maryland, Baltimore County 4
Ben-Gurion University of the Negev 4
Yale University 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
RWTH Aachen University 4
Vrije Universiteit Brussel 4
University of Texas at Austin 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
Hebrew University of Jerusalem 5
Technical University of Darmstadt 5
Stevens Institute of Technology 5
Rice University 5
University of Cantabria 5
University of Wisconsin Madison 5
Simon Fraser University 5
The University of Sydney 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
Centre de Recherche sur l'Information Scientifique et Technique (CERIST) 5
Central South University China 5
University of Pisa 5
Harbin Institute of Technology 5
University of Tennessee, Knoxville 5
Beihang University 5
University of Cambridge 5
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
Cornell University 6
New Jersey Institute of Technology 6
IBM Thomas J. Watson Research Center 6
Swiss Federal Institute of Technology, Zurich 6
Swiss Federal Institute of Technology, Lausanne 6
Institute for Infocomm Research, A-Star, Singapore 6
University Michigan Ann Arbor 6
National University of Singapore 6
George Mason University 6
Harvard 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
University of Trento 7
Chinese Academy of Sciences 7
University of California, Riverside 7
Korea Advanced Institute of Science & Technology 7
CSIRO Ict Centre 7
University of Oxford 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
Arizona State University 8
Illinois Institute of Technology 8
Microsoft Corporation 8
University of Arizona 8
Georgia State University 8
Politecnico di Milano 8
City University of New York 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
Australian National University 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
Indian Institute of Science, Bangalore 12
University of Twente 12
Washington University in St. Louis 12
University of California, Merced 12
Huazhong University of Science and Technology 12
University College Dublin 13
University of Texas at Arlington 13
Ghent University 13
Nanjing University 13
Commonwealth Scientific and Industrial Research Organization 13
University of New South Wales 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
Indian Institute of Technology, Bombay 20
Zhejiang University 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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