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

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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
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.

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.

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

We introduce Harmonium, a novel ultra-wideband 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, lightweight, and FCC-compliant ultra-wideband transmitter or tag, fixed infrastructure anchors with known locations, and centralized processing that calculates the tags position. Anchors employ a new frequency-stepped narrowband receiver architecture that rejects narrowband interferers and extracts high-resolution timing information without the cost or complexity of traditional ultra-wideband approaches. In a complex environment, 90% of position estimates obtained with Harmonium exhibit less than 31cm of error with an average 9cm of inter-sample noise. In non-line-of-sight conditions (i.e. through-wall), 90% of position error is less than 42cm. The tag draws 75mW when actively transmitting, or 3.9mJ per location fix at the 19Hz update rate. Furthermore, VLSI-based design concepts are identified for a simple, low-power realization of the Harmonium tag to offer a roadmap for the realization of Harmonium concepts in future integrated systems. Harmonium introduces a new design point for indoor localization and enables localization of small, fast objects such as micro quadrotors, devices previously restricted to expensive optical systems.

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).

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 true distribution generating the agents' local observations and the agents' beliefs (parametrized by a hypothesis set), and a weighted varentropy term. The varentropy term allows our update rule to directly control the rate of convergence of our update rule, which also reuses some of the most recent observations of each agent to speed up the convergence. Under mild technical conditions, we show that the belief of each agent concentrates on the optimal hypothesis set, and we derive a bound for the convergence rate. Furthermore, in order to overcome the performance degradation due to misinforming agents, who use a corrupted likelihood functions in their belief updates, we propose to use multiple social networks that update their beliefs independently using our update rule, and a convex combination mechanism among the beliefs of all the networks. Simulation results demonstrate that our proposed algorithms offer significant improvements over two other current state-of-the art non-Bayesian social learning algorithms.

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 synchronization protocols based on network message exchanges, though widely used in current network systems, are susceptible to delay attacks against the packet transmission. This vulnerability cannot be solved by conventional security measures such as encryption, and remains an open problem. This paper proposes to use the sine voltage waveform of a utility power grid to synchronize network nodes connected to the same grid. Our experiments demonstrate that minute fluctuations of the voltage's cycle length encode fine-grained global time information in a city-scale utility grid. Based on this key result, we develop a clock synchronization approach that achieves sub-ms accuracy and is provably secure against packet delay attacks. Implementation results show that our approach achieves microsecond accuracy within a building floor and achieves an average synchronization error of 0.1ms between two network nodes that are 10km apart. When the proposed system is deployed within the same floor of a building, the error reduces to 10us.

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 paper studies the time accuracy of these natural timestamps obtained from powerline electromagnetic radiation (EMR), which is mainly excited by powerline voltage oscillations at the rate of the ENF. However, since the EMR signal is often weak and noisy, extracting the ENF is challenging, especially on resource-limited sensor platforms. We design an efficient EMR conditioning algorithm and evaluate the time accuracy of EMR natural timestamps on two representative classes of IoT platforms  a high-end single-board computer with a customized EMR antenna and a low-end mote with a normal conductor wire acting as EMR antenna. Extensive measurements at six sites in a city, which are away from each other for up to 24 km, show that the high-end and low-end nodes achieve median time errors of about 50 ms and 150 ms, respectively. To demonstrate the use of the EMR natural timestamps, we discuss three applications, namely, time recovery, run-time clock verification, and secure clock synchronization.

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.

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 transmitter and receiver side. Current CCA implementations cannot determine the device type occupying the media, leaving nodes unable to differentiate between WSN traffic and interference. However, this would be valuable as MAC protocols benefit from reacting differently depending on the channel occupier. In this paper we describe a method called Power Differentiating Clear Channel Assessment (P-DCCA). Transmitters vary the output power of the radio while the packet is being sent. Receivers are able to identify signals with this characteristic, enabling a Differentiating Clear Channel Assessment (DCCA) check to reveal if the medium is currently occupied by WSN traffic or other interference. We present an implementation and thorough evaluation of P-DCCA. Using ContikiMAC as example we describe how P-DCCA can be integrated within Medium Access Control (MAC) protocols. We show via large-scale testbed experiments and deployments that P-DCCA enabled networks have a significant improved performance. For example, we show that a P-DCCA enabled network can improve Packet Reception Rate (PRR) by up to a factor of 10 while reducing energy usage by over 80% under heavy interference.

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

Reputation-based framework for high integrity sensor networks

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

Using mobile phones to determine transportation modes

Radio link quality estimation in wireless sensor networks: A survey

On the lifetime of wireless sensor networks

Bibliometrics

Publication Years 2005-2018
Publication Count 492
Citation Count 3874
Available for Download 492
Downloads (6 weeks) 2206
Downloads (12 Months) 19944
Downloads (cumulative) 317943
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
John Stankovic 7
Mani Srivastava 7
Gang Zhou 6
Rui Tan 5
Jie Gao 5
Ramesh Govindan 5
Peng Ning 5
Xiaorui Wang 5
Radha Poovendran 4
Deborah Estrin 4
Marimuthu Palaniswami 4
Jeonggil Ko 4
Nageswara Rao 4
Xiaodong Wang 4
Alberto Cerpa 4
Jiannong Cao 4
Radu Stoleru 4
Xiaohua Jia 4
Lance Kaplan 4
Yunhao Liu 4
Sencun Zhu 4
Sajal Das 4
Wenliang Du 4
Subhash Suri 4
Anurag Kumar 4
Luca Mottola 4
Dan Wang 4
Qing Cao 4
Shan Lin 4
Ioannis Paschalidis 4
Kamin Whitehouse 4
Raja Jurdak 4
Sutharshan Rajasegarar 3
Andrew Campbell 3
Rik Sarkar 3
Mark Hansen 3
Shane Eisenman 3
Anish Arora 3
Loukas Lazos 3
Xiaobing Wu 3
Jiangchuan Liu 3
Rajesh Gupta 3
Francesco Restuccia 3
Jinzhu Chen 3
Bhaskaran Raman 3
Mo Li 3
Yu Wang 3
Branislav Kusy 3
Omprakash Gnawali 3
Hongbo Jiang 3
Simon Dobson 3
Guiling Wang 3
Yuchee Tseng 3
Jeongyeup Paek 3
Upamanyu Madhow 3
Chris Bleakley 3
Qian Zhang 3
Wensheng Zhang 3
Lin Gu 3
Twan Basten 3
Elisa Bertino 3
Ryo Sugihara 3
Liqian Luo 3
Daniela Rus 3
Utz Roedig 3
David Yau 3
Yu Gu 3
Sanjay Jha 3
Thomas La Porta 3
Yunhuai Liu 3
Bhaskar Krishnamachari 3
Chenyang Lu 3
Wade Trappe 3
Affan Syed 3
Jiming Chen 3
Anne Kermarrec 3
Cormac Sreenan 3
Wendi Heinzelman 3
Li Xiao 3
Jennifer Hou 3
Marwan Krunz 2
Sol Lederer 2
Djamel Djenouri 2
Stathes Hadjiefthymiades 2
Xiaobo Tan 2
Mingyan Liu 2
Yong Liu 2
Pangun Park 2
Guang Tan 2
Felix Büsching 2
Péter Völgyesi 2
Suyoung Yoon 2
Chiehyih Wan 2
Patrick Tague 2
Antonio Ruzzelli 2
Bogdan Carbunar 2
Pei Zhang 2
Yainwhar Si 2
Hengchang Liu 2
Daniele Midi 2
Edward Coyle 2
Tao Liu 2
Thomas Wettergren 2
Zhenjiang Li 2
Keith Martin 2
Michele Rossi 2
Rui Tan 2
Dong Guo 2
Diethelm Ostry 2
Carlo Fischione 2
Md Razzaque 2
Gul Agha 2
Pedro Marrón 2
Nithya Ramanathan 2
Habib Ammari 2
Philip Levis 2
Ilker Demirkol 2
Pankaj Agarwal 2
Steven Gortler 2
Pieter Hartel 2
Ting Yan 2
Chen Wang 2
Jie Dong 2
Mallikarjun Shankar 2
Chatschik Bisdikian 2
Maura Paterson 2
Faramarz Fekri 2
Andreas Savvides 2
Lui Sha 2
Marc Geilen 2
Mehul Motani 2
Ronghua Wang 2
Pascal Vicaire 2
Donggang Liu 2
Frank Mokaya 2
Sehang Cheong 2
Wendi Heinzelman 2
Xianjin Zhu 2
Yong Yang 2
Laura Balzano 2
Neeraj Jaggi 2
Russell Costa 2
Qingfeng Huang 2
Yafeng Wu 2
Falko Dressler 2
Shucheng Yu 2
Chiara Petrioli 2
Konrad Iwanicki 2
Hongjiang ZHANG 2
Andreas Meier 2
Mihail Sichitiu 2
David Brady 2
Gregory O'Hare 2
John Hicks 2
Sushil Jajodia 2
Hamid Aghajan 2
Lars Wolf 2
János Sallai 2
Ákos Lédeczi 2
Koen Langendoen 2
Peter Corke 2
Rajesh Panta 2
Samir Das 2
Gregory Pottie 2
Dong Xuan 2
Sudha Krishnamurthy 2
Nisheeth Shrivastava 2
Md Bhuiyan 2
Shusen Yang 2
Ashutosh Sabharwal 2
Sitharama Iyengar 2
Gene Tsudik 2
Aldar Chan 2
Jeroen Doumen 2
Indranil Gupta 2
Julie McCann 2
Behnam Dezfouli 2
Marjan Radi 2
Desheng Zhang 2
Abu Kamal 2
Alex Rogers 2
Fred Cohen 2
Matthew Johnson 2
Douglas Stinson 2
Anis Koubâa 2
Rong Zheng 2
Nadjib Badache 2
Yanyong Zhang 2
Deokwoo Jung 2
Yingshu Li 2
Nicholas Jennings 2
Miguel Carreira-Perpiñán 2
Wolf Pöttner 2
Neal Patwari 2
Yeewei Law 2
Michael Segal 2
Kofi Adu-Manu 2
Cristiano Tapparello 2
Wilfried Philips 2
Hairong Qi 2
Gian Picco 2
Robert Pless 2
Muhammad Alizai 2
Deepak Ganesan 2
Thomas La Porta 2
Chuntung Chou 2
Guohong Cao 2
James Brown 2
Wen Hu 2
Saurabh Bagchi 2
Claude Castelluccia 2
Wenzhan Song 2
Dheeraj Kumar 2
Rong Zheng 2
Kevin Ni 2
Mahmut Karakaya 2
Mohamed Younis 2
Sajal Das 2
Paul Havinga 2
Wenyuan Xu 2
Jianxun Wang 2
Thomas Kunz 2
Xue Liu 2
David Smith 2
Majid Nabi 2
Christina Fragouli 2
Lu Su 2
Guihai Chen 2
Chifu Huang 2
Marco Zamalloa 2
Eddie Kohler 2
Theodore Brown 2
Christos Anagnostopoulos 2
Prabal Dutta 2
Wenbo He 2
Sanjeev Setia 2
Jonathan Hui 1
Cigdem Sengul 1
Sanjay Ranka 1
Csaba TóTh 1
John Lui 1
Myungsup Lee 1
Yao Liang 1
Xiaohan Yu 1
Avishek Ghosh 1
Arpan Chattopadhyay 1
Mutatah Hira 1
Dennis Phillips 1
Rasool Tavakoli 1
Vittorio Illiano 1
Andrea Paudice 1
Emil Lupu 1
Roland Lucas 1
Ioannis Koukoutsidis 1
Ravi Bhandari 1
Matthew Wolenetz 1
Xin Gao 1
Fan Wu 1
Dariush Ebrahimi 1
Abbas Jamalipour 1
Jeremy Warner 1
Luca Bedogni 1
Shuai Wang 1
Wen Hu 1
Chitra Javali 1
Sandeep Kulkarni 1
Limin Wang 1
Iyappan Ramachandran 1
Sumit Roy 1
Jrenchit Chin 1
Cesim Erten 1
Ozan Kilic 1
Khuong Vu 1
Gangbing Song 1
Flávia Delicato 1
Canfeng Chen 1
George Cybenko 1
Ananth Krishnamurthy 1
Peter Lewis 1
Paul Shin 1
Avinash Kak 1
Hieukhac Le 1
Jiuqing Wan 1
Bitsch 1
Bin He 1
Parth Pathak 1
Timothy Scott 1
Ji Li 1
Mohammad Rahimi 1
Abtin Keshavarzian 1
Prasant Misra 1
Shibo He 1
Alberto Sangiovanni-Vincentelli 1
Ou Yang 1
Paulo Gil 1
Rensong Ko 1
Pengjun Wan 1
Yu Peng 1
Jun Zhang 1
Konstantinos Kalpakis 1
William Chappell 1
An Liu 1
Emiliano Miluzzo 1
Xiaogang Liu 1
Emo Welzl 1
Anupam Gupta 1
Srinivasan Seshan 1
Junbin Liang 1
Sheng Wen 1
Yu Ge 1
Leif Hanlen 1
Pericle Perazzo 1
Can Basaran 1
Octav Chipara 1
Kees Goossens 1
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Siyao Cheng 1
Mobashir Mohammad 1
Christos Cassandras 1
Shuvra Bhattacharyya 1
Neil Goldsman 1
Paritosh Padhy 1
Huangchen Lee 1
Thanos Stathopoulos 1
Vasos Vassiliou 1
Alberto Cardoso 1
Shengkai Zhang 1
Pedro Furtado 1
Peiyu Chiang 1
Yi Yuan 1
Xiyuan Peng 1
Albert Zomaya 1
Yi Yang 1
Saurabh Ganeriwal 1
Xin Yao 1
Peter Schelkens 1
Christian Poellabauer 1
Kewal Saluja 1
JunBum Lim 1
Srikanth Krishnamurthy 1
Vishnu Navda 1
Russell Higgs 1
Sushmita Ruj 1
Peter Taylor 1
Haiyan Cai 1
Matthew Miller 1
Alin Dobra 1
Yinyu Ye 1
Jie Wu 1
Jianping Yin 1
Wei Wei 1
Yiqiao Cai 1
Saewoong Bahk 1
Antonio D'Amico 1
Sokratis Kartakis 1
Taejoon Park 1
Mohammad Moazzami 1
Behnaam Aazhang 1
Arnab Chakrabarti 1
Alex Kesselman 1
Azad Ali 1
Shaohan Hu 1
Ioannis Kymissis 1
Baradwaj Vigraham 1
Roberto Ierusalimschy 1
Kaushik Chowdhury 1
Jihun Ha 1
Mo Li 1
Mukundan Sridharan 1
Yucel Altunbasak 1
D Manjunath 1
Tarik Arici 1
Konstantinos Psounis 1
Cyrus Shahabi 1
Sunhee Yoon 1
David Forrester 1
Zhaohui Yuan 1
Tal Anker 1
Mo Li 1
Vishal Chowdhary 1
Jon Crowcroft 1
Holger Keeler 1
Piotr Berman 1
Matthew Holland 1
Bruce Krogh 1
Zachary Anderson 1
Xiangyang Li 1
Mingjie Gao 1
Mingming Lu 1
Pin Lv 1
Alvaro Díaz 1
Héctor Posadas 1
Deepthi Chander 1
Dhanya Devarajan 1
Junsuk Shin 1
Mohammadreza Mahmudimanesh 1
Abdelmajid Khelil 1
Gil Zussman 1
Marcin Szczodrak 1
Francisco Sant’anna 1
Ufuk Muncuk 1
Dan Feldman 1
Cynthia Sung 1
Hyogon Kim 1
Petri Mähönen 1
Luciano Bononi 1
Ferdinand Katsriku 1
Jamal Abdulai 1
Girish Revadigar 1
Chengwen Luo 1
Murat Demirbas 1
Sudha Ram 1
Alan Demers 1
Rajmohan Rajaraman 1
Hristo Djidjev 1
David Peleg 1
Bracha Hod 1
Danny Dolev 1
Dimitrios Peroulis 1
Sriram Venkateswaran 1
Ahmed Helmy 1
Guofei Jiang 1
Nikos Deligiannis 1
Rik Van De Walle 1
Jiawei Han 1
My Thai 1

Affiliation Paper Counts
INRIA Saclay 1
IBM United Kingdom Limited 1
IMDEA Networks Institute 1
Ministry of Public Security of the People's Republic of China 1
Fujian Normal University 1
Singapore Management University 1
Tianjin University 1
Graz University of Technology 1
Kennesaw State University 1
University of Paderborn 1
University of Calabria 1
Catholic University of America 1
University of Louisville 1
Sun Yat-Sen University 1
University of Greenwich 1
The University of Warwick 1
Shanghai Normal University 1
Technion - Israel Institute of Technology 1
Frostburg State University 1
University of Connecticut 1
University of Delaware 1
Portland State University 1
University of Pannonia 1
South China University of Technology 1
Hanyang University 1
University of Tokyo 1
University of Thessaly 1
Broadcom Corporation 1
Lawrence Livermore National Laboratory 1
Zhejiang University of Technology 1
Qufu Normal University 1
University of Exeter 1
University of Edinburgh 1
Universite de Pau et des Pays de L'Adour 1
Technical University of Madrid 1
City College of New York 1
Kadir Has University 1
Southern Illinois University at Carbondale 1
TOBB University of Economics and Technology 1
University of Missouri-St. Louis 1
Free University of Berlin 1
California State University Los Angeles 1
University of Patras 1
Curtin University of Technology, Perth 1
Teledyne Technologies 1
Utah State University 1
Universite de Nantes 1
University of Kuwait 1
University of Sousse 1
University of Szeged Bolyai Institute 1
Gwangju Institute of Science and Technology 1
University of Sciences and Technology Houari Boumediene 1
Jiangsu University of Science and Technology 1
Naval University of Engineering 1
National University of Computer and Emerging Sciences Islamabad 1
Berlin Museum of Natural Sciences 1
SAP AG 1
Cyprus University of Technology 1
Community Based Medical College, Bangladesh 1
New York Institute of Technology 1
Huawei Technologies Co., Ltd. 1
University of Applied Sciences and Arts of Southern Switzerland 1
Karlsruhe Institute of Technology 1
Fuji Electric Co., Ltd. 1
National Institute of Science and Technology 1
VMware, Inc 1
Indian Institute of Technology Bhubaneswar 1
Indraprastha Institute of Information Technology Delhi 1
Shenzhen University 1
Chalmers University of Technology 1
Oklahoma Baptist University 1
Rochester Institute of Technology 1
McGill University 1
Bar-Ilan University 1
University of Perugia 1
Sookmyung Women's University 1
Norfolk State University 1
Northwestern Polytechnical University China 1
Institute of High Performance Computing, Singapore 1
Southeast University China, Nanjing 1
Ruhr University of Bochum 1
University of Electronic Science and Technology of China 1
South China Normal University 1
Los Alamos National Laboratory 1
MIT Computer Science and Artificial Intelligence Laboratory 1
Koc University 1
University of Western Macedonia 1
University of Missouri-Kansas City 1
Northwestern University 1
Horia Hulubei National Institute of Physics and Nuclear Engineering 1
Sandia National Laboratories, New Mexico 1
Osaka Prefecture University 1
Nanjing University of Post and TeleCommunications 1
University of Texas at Dallas 1
Lafayette College 1
Howard Hughes Medical Institute 1
King Fahd University of Petroleum and Minerals 1
University of Innsbruck 1
The University of British Columbia 1
Southwest Jiaotong University 1
Santa Clara University 1
Isik University 1
Donghua University 1
IBM Research 1
University of Dublin, Trinity College 1
Brown University 1
Technical University of Berlin 1
Zhejiang Gongshang University 1
University of Bedfordshire 1
Roma Tre University 1
Toyon Research Corporation 1
King Saud University 1
Qualcomm Incorporated 1
Czech Technical University in Prague 1
South National University 1
University of the Pacific, California 1
Fordham University 1
Texas Instruments 1
University of Southern California, Information Sciences Institute 1
Robert Bosch GmbH 1
Sichuan University 1
Philips Research 1
Charles University 1
Academia Sinica Taiwan 1
Jiangsu University 1
Weizmann Institute of Science Israel 1
Hongik University 1
Universite de Technologie de Compiegne 1
NEC Laboratories America, Inc. 1
Washington State University Pullman 1
The University of North Carolina at Greensboro 1
Communications Research Centre 1
Federal University of Rio de Janeiro 2
Max Planck Institute for Informatics 2
University of Arkansas at Little Rock 2
University of Glasgow 2
Centre for Wireless Communications Finland 2
Universidad Carlos III de Madrid 2
University of Texas at San Antonio 2
Samsung Electronics Co. Ltd. 2
Indian Institute of Technology, Kharagpur 2
Washington State University Vancouver 2
University of Insubria 2
Federal University of Alagoas 2
Delft University of Technology 2
University of Michigan-Dearborn 2
The University of North Carolina at Charlotte 2
University of Porto 2
Vrije Universiteit Amsterdam 2
Technical University of Hamburg-Harburg 2
University of Oslo 2
Queensland University of Technology 2
RMIT University 2
Worcester Polytechnic Institute 2
Polytechnic Institute of Turin 2
Lubeck University 2
University of Windsor 2
Oregon State University 2
Adam Mickiewicz University in Poznan 2
University of Tsukuba 2
University of Duisburg-Essen 2
University of Stuttgart 2
University of Wroclaw 2
INSA Lyon 2
University of Ghana 2
Deakin University 2
University of Science and Technology of China 2
University of Birmingham 2
Wroclaw University of Technology 2
Brunel University London 2
University College London 2
Jozef Stefan Institute 2
Osaka University 2
University of Iowa 2
Indiana University-Purdue University Indianapolis 2
Indian Statistical Institute, Kolkata 2
The University of North Carolina at Chapel Hill 2
Nokia Corporation 2
IBM Austin Research Laboratory 2
National University of Kaohsiung 2
University of Bologna 2
University of Athens 2
Cisco Systems 2
Federal University of Minas Gerais 2
University of Alberta 2
Concordia University, Montreal 2
Lebanese University 2
Tongji University 2
Intel Research Laboratories 2
Ozyegin University 2
Shenzhen Institute of Advanced Technology 2
Universite Bourgogne Franche-Comte 2
SK Telecom Co., Ltd. 2
University of Padua 3
Instituto Superior de Engenharia do Porto 3
Chinese University of Hong Kong 3
University of Siena 3
National Technical University of Athens 3
Princeton University 3
Korea University 3
University of Illinois 3
Bogazici University 3
Huaqiao University 3
National Chung Cheng University 3
Birkbeck University of London 3
University of Massachusetts System 3
University of Waterloo 3
University of Pittsburgh 3
Carleton University 3
Wichita State University 3
University of South Carolina 3
Binghamton University State University of New York 3
Universiti Teknologi Malaysia 3
Nokia Bell Labs 3
University of Notre Dame 3
University of St Andrews 3
Industrial Technology Research Institute of Taiwan 3
Telcordia Technologies, Inc. 3
Shanghai Jiaotong University 3
University Michigan Ann Arbor 3
University of Nebraska - Lincoln 3
Institute for Research in IT and Random Systems 3
Palo Alto Research Center Incorporated 3
Kent State University 3
Guangxi University 3
Temple University 3
University of Queensland 3
Swedish Institute of Computer Science 3
McMaster University 3
University at Buffalo, State University of New York 3
Indian Institute of Technology, Delhi 3
Intel Corporation 3
Lahore University of Management Sciences 3
Microsoft Research Asia 3
Indian Institute of Technology 3
Electronics Telecommunication Research Institute 4
Ajou University 4
Iowa State University 4
Yale University 4
University of Pennsylvania 4
University of California, Irvine 4
University of Bonn 4
University of Texas at Austin 4
INRIA Institut National de Rechereche en Informatique et en Automatique 4
Polytechnic Institute of Porto 4
University of California, Davis 4
Peking University 4
RWTH Aachen University 4
Royal Holloway University of London 4
University of Macau 4
Naval Undersea Warfare Center Newport Beach 4
University of Maryland, Baltimore County 4
University of Utah 4
University of Sydney 4
Vrije Universiteit Brussel 4
Virginia Tech 4
Ben-Gurion University of the Negev 4
University of Ottawa, Canada 4
California Institute of Technology 4
Pontifical Catholic University of Rio de Janeiro 4
U.S. Army Research Laboratory 4
Singapore University of Technology and Design 4
Johns Hopkins University 5
Rice University 5
Google Inc. 5
Hebrew University of Jerusalem 5
Duke University 5
Wayne State University 5
Technical University of Darmstadt 5
University of Warsaw 5
Beihang University 5
University of Massachusetts Amherst 5
University of Cantabria 5
University of Tennessee, Knoxville 5
Central South University China 5
Simon Fraser University 5
Harbin Institute of Technology 5
Microsoft Research 5
Motorola 5
Clemson University 5
Stevens Institute of Technology 5
University of Pisa 5
University of Cambridge 5
University of Wisconsin Madison 5
Centre de Recherche sur l'Information Scientifique et Technique (CERIST) 5
University of Cyprus 5
Daegu Gyeongbuk Institute of Science and Technology 5
University of Erlangen-Nuremberg 6
University of Michigan 6
Institute for Infocomm Research, A-Star, Singapore 6
University of Minnesota System 6
Cornell University 6
Harvard University 6
Seoul National University 6
National University of Singapore 6
IBM Thomas J. Watson Research Center 6
George Mason University 6
University of Coimbra 6
New Jersey Institute of Technology 6
Missouri University of Science and Technology 6
University College Cork 6
Swiss Federal Institute of Technology, Zurich 6
University of Illinois at Chicago 6
Swiss Federal Institute of Technology, Lausanne 6
Syracuse University 6
CSIRO Ict Centre 7
Royal Institute of Technology 7
Louisiana State University 7
Universitat Politecnica de Catalunya 7
Australian National University 7
Dartmouth College 7
University of Trento 7
The College of William and Mary 7
National Tsing Hua University 7
Chinese Academy of Sciences 7
University of Maryland 7
Lancaster University 7
Oak Ridge National Laboratory 7
University of Oxford 7
University of Memphis 7
University of California, Riverside 7
Korea Advanced Institute of Science & Technology 7
Illinois Institute of Technology 8
Arizona State University 8
City University of New York 8
University of Arizona 8
Georgia State University 8
Politecnico di Milano 8
National University of Defense Technology China 8
Microsoft Corporation 8
University of California, San Diego 8
University of Roma La Sapienza 8
University of Houston 9
Hong Kong University of Science and Technology 9
National Chiao Tung University Taiwan 9
City University of Hong Kong 9
Imperial College London 9
Massachusetts Institute of Technology 9
University of Southampton 9
Rensselaer Polytechnic Institute 9
Northeastern University 9
Rutgers, The State University of New Jersey 9
Texas A and M University 10
National Taiwan University 11
Technical University in Braunschweig 11
University of Washington, Seattle 11
University of Minnesota Twin Cities 11
Eindhoven University of Technology 11
University of California , Merced 12
Washington University in St. Louis 12
University of Florida 12
Indian Institute of Science, Bangalore 12
Boston University 12
University of Twente 12
Tsinghua University 12
Huazhong University of Science and Technology 12
University of Texas at Arlington 13
University College Dublin 13
University of New South Wales 13
Commonwealth Scientific and Industrial Research Organization 13
Nanjing University 13
Ghent University 13
Vanderbilt University 14
Pennsylvania State University 15
Nanyang Technological University 15
Hong Kong Polytechnic University 15
University of Melbourne 15
North Carolina State University 16
Columbia University 17
University of California, Berkeley 18
Carnegie Mellon University 18
Stanford University 19
Georgia Institute of Technology 19
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 Illinois at Urbana-Champaign 44
University of Virginia 44
Michigan State University 45
University of California, Los Angeles 58

ACM Transactions on Sensor Networks (TOSN)
Archive


2018
Volume 14 Issue 2, April 2018  Issue-in-Progress
Volume 14 Issue 1, March 2018

2017
Volume 13 Issue 4, December 2017
Volume 13 Issue 3, September 2017
Volume 13 Issue 2, June 2017
Volume 13 Issue 1, February 2017

2016
Volume 12 Issue 4, November 2016
Volume 12 Issue 3, August 2016
Volume 12 Issue 2, May 2016
Volume 12 Issue 1, March 2016

2015
Volume 11 Issue 4, December 2015
Volume 11 Issue 3, May 2015
Volume 11 Issue 2, February 2015

2014
Volume 11 Issue 1, November 2014
Volume 10 Issue 4, June 2014
Volume 10 Issue 3, April 2014
Volume 10 Issue 2, January 2014

2013
Volume 10 Issue 1, November 2013
Volume 9 Issue 4, July 2013
Volume 9 Issue 3, May 2013
Volume 9 Issue 2, March 2013

2012
Volume 9 Issue 1, November 2012
Volume 8 Issue 4, September 2012
Volume 8 Issue 3, July 2012
Volume 8 Issue 2, March 2012

2011
Volume 8 Issue 1, August 2011
Volume 7 Issue 4, February 2011

2010
Volume 7 Issue 3, September 2010
Volume 7 Issue 2, August 2010
Volume 7 Issue 1, August 2010
Volume 6 Issue 4, July 2010
Volume 6 Issue 3, June 2010
Volume 6 Issue 2, February 2010

2009
Volume 6 Issue 1, December 2009
Volume 5 Issue 4, November 2009
Volume 5 Issue 3, May 2009
Volume 5 Issue 2, March 2009
Volume 5 Issue 1, February 2009

2008
Volume 4 Issue 4, August 2008
Volume 4 Issue 3, May 2008
Volume 4 Issue 2, March 2008
Volume 4 Issue 1, January 2008

2007
Volume 3 Issue 4, October 2007
Volume 3 Issue 3, August 2007
Volume 3 Issue 2, June 2007
Volume 3 Issue 1, March 2007

2006
Volume 2 Issue 4, November 2006
Volume 2 Issue 3, August 2006
Volume 2 Issue 2, May 2006
Volume 2 Issue 1, February 2006

2005
Volume 1 Issue 2, November 2005
Volume 1 Issue 1, August 2005
 
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