Sensing and Energy Research Group (SERG)
Sensing and energy are emerging cross-cutting concerns in computer systems. The proliferation of embedded and personal devices such as networked sensors and mobile phones gives computer systems increasing capability of gathering data from and adapting to the physical world and personal activities. Energy constraints at different scales can affect battery life and thus user experiences in embedded devices, and can be a limiting factor for the growth of IT infrastructure. Capturing, understanding, and exploiting sensor data and energy characterisitic will continue to revolutionize how technologies can serve people, provide awareness, improve efficiency, and reduce resource consumption.
SERG at MSR conducts fundamental and applied research on impacts and interfaces between computing systems and the physical world. We develope new architectures, hardware and software platforms, system and network organization principles, energy and data management techniques, signal and information processing algorithms, and novel applications to advance the state of art in sensing and energy-efficient systems. The application domains of our research include wireless sensor network, asset management, mobile computing, personalized on-line services, data centers, and green cloud computing.
Projects:
- Mobile Subjective Sensing
The essence of the project is to sense mobile phone users as subjective individuals, rather than objects in motion. Leveraging sensors on mobile devices and in the environment, ubiquitous network connectivity, and increasingly powerful computing cloud, we are developing a framework to continuously sense the mobile users and to extract subjective information such as user presence, preference, and priority.
Our research efforts, code named Munich (Mobile Users in Non-Intrusive Computing Hierarchies) include SensoryPhone: energy-efficient always-on sensing architecture and technologies on mobile devices; CondOS: abstrations and a run-time system for mobile context aware operating systems and applications; Everest: subjective data management across computing hierarchies; BingNow!: A subjective mobile search engine.
Data centers are complex physical systems hosting massive online and cloud services. Some mega-scale data centers can contain hundreds of thousands of servers and consume over a hundred mega-Watts of power. Improving their efficiencies is both an important cost reduction measure for online service companies and a part of the social responsibility of the IT industry as a whole.
The goal of the project is to sense and understand key operating parameters for data centers and to ultimately improve their operation efficiency. Our research efforts and achievements include: MeshID: tracking the physical assets in data centers; Genomotes: wireless sensor nodes for dense temperature and humidity sensing; RACNet: a reliable data aquisition network; Cypress: a compressive data management system for streaming sensor data; Prophet: a data-driven capacity management tool for data centers; CoolShift: a thermo-aware modeling tool for data centers as a cyber-physical system.
Addressing challenges in reducing enterprise and cloud computing energy consumption, we design and develop tools, analysis methodologies, and control systems to measure, model, and optimize computer systems for energy efficiency.
Research efforts include JouleMeter: a tool that provides visibility into computer, virtual machine (VM), and application level power consumption using software observable performance counters; Cuanta: a methodology and tool for quantifying VM performance interference in consolidated servers, especially due to on-chip resource sharing; VPS: Power budgeting for virtualized infrastructures.
- High Performance Embedded Computing
- Pocket Cloudlets: Mobile phones have two inherent constraints when consuming online information: high latency, as the data needs to travel through the cell network, and limited battery life. These constraints create a much slower experience when accessing the cloud comparing to a PC. We propose to bridge this gap by introducing a new way of architecting cloud services: pocket cloudlets. In this new paradigm, the phone becomes part of the actual cloud. Cloud services are pushed to the mobile device, converting phones to personal and compact versions of the cloud that lives in users' pockets. Both data and cloud services (i.e., search, web, maps etc.) are replicated on the mobile device, to enable instant response times and facilitate personalization. Our efforts have been focused on the design and implementation of pocket cloudlets in the context of search (SONGO) and web browsing (PocketWeb).
- FlashDB: High performance data base on flash-based embedded storage
Research Collaborations:
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GreenUp: with MSR Networking Research Group, Distributed Systems Group, and ADT
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LiveSynergy: with MASS group at MSRA
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SpeakerSense: with AJ Brush and Amy Karlson at MSR HCI group
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Broadly with XCG Client and Cloud Applications Group
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Data management with Azure capacity management team
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Atlantic Rainforest Sensor Net Research in Brazil: with MSR Connection
Past Projects:
Publications
2012
- Xuan Bao, Aman Kansal, Victor Bahl, David Chu, Romit Roy Choudhury, and Alec Wolman, Helping Mobile Apps Bootstrap with Fewer Users, in The 14th International Conference on Ubiquitous Computing (Ubicomp 2012), ACM, 8 September 2012
- Moo-Ryong Ra, Bodhi Priyantha, Aman Kansal, and Jie Liu, Improving Energy Efficiency of Personal Sensing Applications with Heterogeneous Multi-Processors, in The 14th International Conference on Ubiquitous Computing (Ubicomp 2012), ACM, 5 September 2012
- Tingxin Yan, David Chu, Deepak Ganesan, Aman Kansal, and Jie Liu, Fast App Launching for Mobile Devices Using Predictive User Context, in ACM Mobisys, ACM, 25 June 2012
- Yin Chen, Dimitrios Lymberopoulos, Jie Liu, and Bodhi Priyantha, FM-based Indoor Localization, ACM International Conference in Mobile Systems, Applications, and Services (MobiSys), 25 June 2012
- Arka Bhattacharya, Aman Kansal, David Culler, Sriram Sankar, and Sriram Govindan, The Need for Speed and Stability in Data Center Power Capping, in Third International Green Computing Conference (IGCC'12), 5 June 2012
- Kaisen Lin, David Chu, James Mickens, Li Zhuang, Feng Zhao, and Jian Qiu, Gibraltar: Exposing Hardware Devices to Web Pages Using AJAX, in Proceedings of WebApps, USENIX, June 2012
- Dimitrios Lymberopoulos, Oriana Riva, Karin Strauss, Akshay Mittal, and Alexandros Ntoulas, PocketWeb: Instant Web Browsing for Mobile Devices, in ASPLOS 2012 (Architectural Support for Programming Languages and Operating Systems), ACM, March 2012
- Michaela Goetz, Suman Nath, and Johannes Gehrke, MASKIT: Privately Releasing User Context Streams for Personalized Mobile Applications, in SIGMOD'12: Proceedings of the 2012 ACM SIGMOD international conference on Management of data, ACM SIGMOD, 2012
- Suman Nath, ACE: Exploiting Correlation for Energy-Efficient and Continuous Context Sensing, in MobiSys'12: The 10th International Conference on Mobile Systems, Applications and Services, ACM, 2012
- Yuanhua Lv, Dimitrios Lymberopoulos, and Qiang Wu, An Exploration of Ranking Heuristics in Mobile Local Search, International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2012
2010
- Chieh-Jan Mike Liang, Nissanka Bodhi Priyantha, Jie Liu, and Andreas Terzis, Surviving Wi-Fi Interference in Low Power ZigBee Networks, in Proceedings of the 8th ACM Conference on Embedded Networked Sensor Systems (SenSys 2010), Association for Computing Machinery, Inc., 2 November 2010
- Hossein Ahmadi, Nam Pham, Raghu Ganti, Tarek Abdelzaher, Suman Nath, and Jiawei Han, Privacy-aware Regression Modelling of Participatory Sensing Data, in SenSys'10: The ACM Conference on Embedded Networked Sensor Systems, Association for Computing Machinery, Inc., November 2010
- Jie Liu, Automatic Server to Circuit Mapping with The Red Pills, in 2010 Workshop on Power Aware Computing and Systems (HotPower '10), USENIX, 3 October 2010
- Christos Kozyrakis, Aman Kansal, Sriram Sankar, and Kushagra Vaid, Server Engineering Insights for Large-Scale Online Services, in IEEE Micro, IEEE, July 2010
- Joshua Reich, Michel Goraczko, Aman Kansal, and Jitu Padhye, Sleepless In Seattle No Longer, in USENIX Annual Technical Conference, USENIX, 22 June 2010
- Kaisen Lin, Aman Kansal, Dimitrios Lymberopoulos, and Feng Zhao, Energy-Accuracy Trade-off for Continuous Mobile Device Location, in ACM Mobisys, Association for Computing Machinery, Inc., 15 June 2010
- Aman Kansal, Feng Zhao, Jie Liu, Nupur Kothari, and Arka Bhattacharya, Virtual Machine Power Metering and Provisioning , in ACM Symposium on Cloud Computing (SOCC), Association for Computing Machinery, Inc., 10 June 2010
- Arsalan Tavakoli, Aman Kansal, and Suman Nath, On-line Sensing Task Optimization for Shared Sensors, in IPSN 2010, Association for Computing Machinery, Inc., 12 April 2010
- Nam Pham Duc, Raghu Kiran Ganti, Md. Yusuf S Uddin, Suman Nath, and Tarek Abdelzaher, Privacy-Preserving Reconstruction of Multidimensional Data Maps in Vehicular Participatory Sensing, in EWSN '2010: 7th European Conference on Wireless Sensor Networks, Springer Verlag, 2010
- Nicholas Lane, Dimitrios Lymberopoulos, Feng Zhao, and Andrew Campbell, Hapori: Context-based Local Search for Mobile Phones Using Community Behavioral Modeling and Similarity, in 12th International Conference on Ubiquitous Computing (Ubicomp 2010), ACM, 2010
- Abdullah Mueen, Suman Nath, and Jie Liu, Fast Approximate Correlation for Massive Time-series Data, in SIGMOD '10: Proceedings of the 2010 ACM SIGMOD international conference on Management of data, Association for Computing Machinery, Inc., 2010
- Qing Cao, Dong Wang, Tarek Abdelzaher, Bodhi Priyantha, Jie Liu, and Feng Zhao, Energy-optimal Batching Periods for Asynchronous Multistage Data Processing on Sensor Nodes: Foundations and an mPlatform Case Study, in Proc. of IEEE Real Time Technology and Applications Symposium (RTAS2010), IEEE Computer Society, 2010
- Suman Nath and Phillip B. Gibbons, Online Maintenance of Very Large Random Samples on Flash Storage, in VLDB Journal, vol. 19, issue 1, Very Large Data Bases Endowment Inc., 2010
- Nam Pham, Tarek Abdelzaher, and Suman Nath, On Bounding Data Stream Privacy in Distributed Cyber-physical Systems, in SUTC'2010: IEEE International Conference on Sensor Networks, Ubiquitous, and Trustworthy Computing , IEEE, 2010
- Ashok Anand, Chitra Muthukrishnan, Steven Kappes, Aditya Akella, and Suman Nath, Cheap and Large CAMs for High-performance Data-intensive Networked Systems , in NSDI'10: 7th USENIX Symposium on Networked Systems Design and Implementation, USENIX, 2010
- Suman Nath, SenseWeb: An Infrastructure for Shared Sensing, in US-Korea Conference on Science, Technology, and Entrepreneurship (UKC), 2010
- Shimin Chen, Phillip B. Gibbons, and Suman Nath, PR-Join: A Non-Blocking Join Achieving Higher Early Result Rate with Statistical Guarantees, in SIGMOD '10: Proceedings of the 2010 ACM SIGMOD international conference on Management of data, Association for Computing Machinery, Inc., 2010
- Vibhor Rastogi and Suman Nath, Differentially Private Aggregation of Distributed Time-Series with Transformation and Encryption, in SIGMOD '10: Proceedings of the 2010 ACM SIGMOD international conference on Management of data, Association for Computing Machinery, Inc., 2010
- Charles Loboz, Slawek Smyl, and Suman Nath, DataGarage: Warehousing Massive Performance Data on Commodity Servers, in VLDB'10: The 36th International Conference on Very Large Data Bases, Very Large Data Bases Endowment Inc., 2010
2009
- Chieh-Jan Mike Liang, Jie Liu, Liqian Luo, Andreas Terzis, and Feng Zhao, RACNet: A High-Fidelity Data Center Sensing Network, in Proceedings of The 7th ACM Conference on Embedded Networked Sensor Systems (SenSys 2009), Association for Computing Machinery, Inc., November 2009
- Aman Kansal, Jie Liu, Abhishek Singh, Ripal Nathuji, and Tarek Abdelzaher, Semantic-less Coordination of Power Management and Application Performance, in Hotpower 2009 (co-located with SOSP 2009), USENIX, 10 October 2009
- Michael Lehning, Nicholas Dawes, Mathias Bavay, Marc Parlange, Suman Nath, and Feng Zhao, Instrumenting the earth: next-generation sensor networks and environmental science , in The Fourth Paradigm: Data-Intensive Scientific Discovery, Microsoft Research, October 2009
- Galen Reeves, Jie Liu, Suman Nath, and Feng Zhao, Managing Massive Time Series Streams with Multi-Scale Compressed Trickles, in VLDB '2009: Proceedings of 35th Conference on Very Large Data Bases , Very Large Data Bases Endowment Inc., August 2009
- Leonardo B Oliveira, Aman Kansal, Bodhi Priyantha, Michel Goraczko, and Feng Zhao, Secure-TWS: Authenticating Node to Multi-user Communication in Shared Sensor Networks, in The 8th ACM/IEEE International Conference on Information Processing in Sensor Networks (IPSN), Association for Computing Machinery, Inc., 13 April 2009
- Chi-Yin Chow, Mohamed F. Mokbel, Joe Nap, and Suman Nath, Evaluation of Range Nearest-Neighbor Queries with Quality Guarantee, in The 11th International Symposium on Spatial and Temporal Databases (SSTD), 2009
- Suman Nath, Energy Efficient Sensor Data Logging with Amnesic Flash Storage, in IPSN'09: Information Processing in Sensor Networks, Association for Computing Machinery, Inc., 2009
- Suman Nath, Haifeng Yu, and Haowen Chan, Secure Outsourced Aggregation via One-way Chains, in ACM SIGMOD, Association for Computing Machinery, Inc., 2009
- Sebastian Michel, Ali Salehi, Liqian Luo, Nicholas Dawes, Karl Aberer, Guillermo Barrenetxea, Mathias Bavay, Aman Kansal, K. Ashwin Kumar, Suman Nath, Marc Parlange, Stewart Tansley, Catharine van Ingen, Feng Zhao, and Yongluan Zhou, Environmental Monitoring 2.0 (Demonstration), in 25th International Conference on Data Engineering (ICDE), Association for Computing Machinery, Inc., 2009
- Sorabh Gandhi, Suman Nath, Subhash Suri, and Jie Liu, GAMPS: Compressing Multi Sensor Data by Grouping and Amplitude Scaling, in ACM SIGMOD, Association for Computing Machinery, Inc., 2009
- Athanasios Bamis, Dimitrios Lymberopoulos, Thiago Teixeira, and Andreas Savvides, The BehaviorScope Framework for Enabling Ambient Assisted Living, in Special Issue of International Journal on Personal and Ubiquitous Computing (to appear), 2009
- Dimitrios Lymberopoulos, Athanasios Bamis, and Andreas Savvides, Extracting Spatiotemporal Human Activity Patterns in Assisted Living using a Home Sensor Network, in Special Issue of International Journal on Personal and Ubiquitous Computing (to appear), 2009
- Dimitrios Lymberopoulos, Athanasios Bamis, and Andreas Savvides, Extracting Temporal Characteristics from Sensor Network Data Streams, in The International Conference on Mobile Systems, Applications, and Services (MobiSys), 2009
- Lakshmi Ganesh, Jie Liu, Suman Nath, and Feng Zhao, Unleash Stranded Power in Data Centers with RackPacker, in Workshop on Energy-Efficient Design (in conjunction with ISCA), 2009
2008
- Shekhar Srikantaiah, Aman Kansal, and Feng Zhao, Energy Aware Consolidation for Cloud Computing, in USENIX HotPower'08: Workshop on Power Aware Computing and Systems at OSDI, USENIX, 7 December 2008
- Liqian Luo, Aman Kansal, Suman Nath, and Feng Zhao, Sharing and Exploring Sensor Streams over Geocentric Interfaces, in 16th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (ACM GIS), Association for Computing Machinery, Inc., 5 November 2008
- Aman Kansal, SenseWeb: Wikipedia of Sensors, in (Invited Keynote) Collaborative R&D for Distributed Sensors Workshop, Microsoft, 3 November 2008
- Bodhi Priyantha, Aman Kansal, Michel Goraczko, and Feng Zhao, Tiny Web Services: Design and Implementation on Interoperable and Evolvable Sensor Networks, in ACM/IEEE Conference on Embedded Networked Sensor Systems (SenSys '08), Raleigh, NC, USA, Association for Computing Machinery, Inc., November 2008
- Aman Kansal and Feng Zhao, Fine-Grained Energy Profiling for Power-Aware Application Design, in First Workshop on Hot Topics in Measurement and Modeling of Computer Systems (HotMetrics08) at ACM Sigmetrics. (Archived in SIGMETRICS Perform. Eval. Rev.), Association for Computing Machinery, Inc., Annapolis, MD, USA, June 2008
- Michel Goraczko, Jie Liu, Dimitrios Lymberopoulos, Slobodan Matic, Bodhi Priyantha, and Feng Zhao, Energy-Optimal Software Partitioning in Heterogeneous Multiprocessor Embedded Systems, in The 45th Design Automation Conference (DAC 2008), Association for Computing Machinery, Inc., June 2008
- Andreas Krause, Eric Horvitz, Aman Kansal, and Feng Zhao, Towards Community Sensing, in International Conference on Information Processing in Sensor Networks (IPSN), Association for Computing Machinery, Inc., 22 April 2008
- Dimitrios Lymberopoulos, Nissanka B. Priyantha, Michel Goraczko, and Feng Zhao, Towards Energy Efficient Design of Multi-Radio Platforms for Wireless Sensor Networks, in International Conference on Information Processing in Sensor Networks (IPSN '08), Association for Computing Machinery, Inc., April 2008
- Bodhi Priyantha, Aman Kansal, Michel Goraczko, and Feng Zhao, Tiny Web Services for Sensor Device Interoperability, in International Conference on Information Processing in Sensor Networks (IPSN '08), Association for Computing Machinery, Inc., April 2008
- Yanif Ahmad and Suman Nath, COLR-Tree: Communication Efficient Spatio-Temporal Index for a Sensor Data Web Portal, in ICDE'08: 24th International Conference on Data Engineering, 2008
- David Chu, Feng Zhao, Jie Liu, and Michel Goraczko, Que: A Sensor Network Rapid Prototyping Tool with Application Experiences from a Data Center Deployment, in European Conference on Wireless Sensor Networks (EWSN '08), January 2008
- Suman Nath, Phillip B. Gibbons, Srinivasan Seshan, and Zachary Anderson, Synopsis diffusion for robust aggregation in sensor networks, in ACM Transactions on Senson Networks (TOSN), vol. 4, no. 2, pp. 1–40, ACM, New York, NY, USA, 2008
- Dimitrios Lymberopoulos, Athanasios Bamis, and Andreas Savvides, Extracting Spatiotemporal Human Activity Patterns in Assisted Living Using a Home Sensor Network, in The International Conference on PErvasive Technologies Related to Assistive Environments (PETRA '08), 2008
- Athanasios Bamis, Dimitrios Lymberopoulos, Thiago Teixeira, and Andreas Savvides, Towards Precision Monitoring of Elders for Providing Assistive Services, in International Conference on PErvasive Technologies Related to Assistive Environments (PETRA '08), 2008
- Dimitrios Lymberopoulos, Thiago Teixeira, and Andreas Savvides, Macroscopic Human Behavior Interpretation Using Distributed Imagers and other Sensors, in Proceedings of IEEE, 2008
- Anna Yu, Athanasios Bamis, Dimitrios Lymberopoulos, Thiago Teixeira, and Andreas Savvides, Personalized Awareness and Safety with Mobile Phones as Sources and Sinks, in UrbanSense Workshop (held in conjuction with ACM Sensys), 2008
- Suman Nath and Phillip B. Gibbons, Online maintenance of very large random samples on flash storage, in VLDB '2008: Proceedings of the 34th international conference on Very large data bases, VLDB Endowment, New York, NY, USA, 2008
- Gong Chen, Wenbo He, Jie Liu, Suman Nath, Leonidas Rigas, Lin Xiao, and Feng Zhao, Energy-aware server provisioning and load dispatching for connection-intensive internet services, in NSDI'08: Proceedings of the 5th USENIX Symposium on Networked Systems Design and Implementation, USENIX Association, Berkeley, CA, USA, 2008
2007
- Aman Kansal, Suman Nath, and Feng Zhao, SenseWeb: Shared Macro-scopes for Scientific Exploration, in Microsoft eScience Workshop at RENCI, 21 October 2007
- Aman Kansal, Suman Nath, Jie Liu, and Feng Zhao, SenseWeb: An Infrastructure for Shared Sensing, in IEEE MultiMedia, vol. 14, no. 4, pp. 8–13, IEEE Computer Society Press, Los Alamitos, CA, USA, October 2007
- Aman Kansal, SenseWeb: A Shared Infrastructure for Internet-scale Sensing, in Invited Keynote at International Workshop on SensorWebsDatabases and Mining in Networked Sensing Systems (SWDMNSS), at the 4th International Conference on Networked Sensing Systems (INSS 2007) , 6 June 2007
- Aman Kansal and Feng Zhao, Location and Mobility in a Sensor Network of Mobile Phones, in ACM SIGMM 17th International workshop on Network and Operating Systems Support for Digital Audio & Video (NOSSDAV), , Association for Computing Machinery, Inc., 4 June 2007
- Aman Kansal, Wireless Sensor Networks: New Capabilities and Potentials, in Invited talk, First International Workshop on Agent Technology in Sensor Networks, at the 6th International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS-07),, 14 May 2007
- Aman Kansal, Jie Liu, and Suman Nath, SensorMap and Toolkit Tutorial, in Tutorials at Information Processing in sensor Networks (IPSN), 28 April 2007
- Aman Kansal, Michel Goraczko, and Feng Zhao, Building a Sensor Network of Mobile Phones, in Information Processing in sensor Networks (IPSN), Association for Computing Machinery, Inc., April 2007
- Tarek Abdelzaher, Yaw Anokwa, Peter Boda, Jeff Burke, Deborah Estrin, Leonidas Guibas, Aman Kansal, Sam Madden, and Jim Reich, and , Mobiscopes for Human Spaces, in IEEE Pervasive Computing, Institute of Electrical and Electronics Engineers, Inc., April 2007
- Suman Nath, Jie Liu, and Feng Zhao, SensorMap for Wide-Area Sensor Webs, in IEEE Computer, vol. 40, no. 7, pp. 90–93, IEEE Computer Society Press, Los Alamitos, CA, USA, 2007
- Suman Nath and Phillip B. Gibbons, Communicating via fireflies: geographic routing on duty-cycled sensors, in IPSN '07: Proceedings of the 6th international conference on Information processing in sensor networks, ACM, New York, NY, USA, 2007
- Dimitrios Lymberopoulos, Thiago Teixeira, and Andreas Savvides, Detecting Patterns for Assisted Living Using Sensor Networks, in The International Conference on Sensor Technologies and Applications (SensorComm), 2007
- Thiago Teixeira, Dimitrios Lymberopoulos, and Andreas Savvides, Experiences from a Home Sensor Network Deployment for Assisted Living, in International Workshop on Wireless Sensor Network Deployments (WiDeploy 07), 2007
- Dimitrios Lymberopoulos, Bodhi Priyantha, and Feng Zhao, mPlatform: A Reconfigurable Architecture and Efficient Data Sharing Mechanism for Modular Sensor Nodes, in International Conference on Information Processing in Sensor Networks (IPSN '07), 2007
- Suman Nath and Aman Kansal, FlashDB: dynamic self-tuning database for NAND flash, in IPSN '07: Proceedings of the 6th international conference on Information processing in sensor networks, ACM, New York, NY, USA, 2007
2006
- Aman Kansal, Lin Xiao, and Feng Zhao, Relevance Metrics for Coverage Extension Using Community Collected Cell-phone Camera Imagery, in ACM SenSys Workshop on World-Sensor-Web: Mobile Device Centric Sensor Networks and Applications, Association for Computing Machinery, Inc., 31 October 2006
- Jeremy Elson and Andrew Parker, Tinker: A Tool for Designing Data-Centric Sensor Networks, in Proceedings of the Fifth International Conference on Information Processing in Sensor Networks (IPSN 2006), Association for Computing Machinery, Inc., July 2006
- Thiago Teixeira, Eugenio Culurciello, Evan Park, Dimitrios Lymberopoulos, and Andreas Savvides, Address-Event Imagers for Sensor Networks: Evaluation and Modeling, in International Conference on Information Processing in Sensor Networks (IPSN '06), 2006
- Dimitrios Lymberopoulos, Abhijit Ogale, Andreas Savvides, and Yiannis Aloimonos, A Sensory Grammar for Inferring Behaviors in Sensor Networks, in International Conference on Information Processing in Sensor Networks (IPSN '06), 2006
- Dimitrios Lymberopoulos, Quentin Lindsey, and Andreas Savvides, An Empirical Characterization of Radio Signal Strength Variability in 3-D IEEE 802.15.4 Networks Using Monopole Antennas, in The European Workshop on Wireless Sensor Networks (EWSN 06), 2006
- Dimitrios Lymberopoulos, Andrew Barton-Sweeney, and Andreas Savvides, Sensor Localization and Camera Calibration using Low Resolution Cameras, in International Workshop on Broadband Advanced Sensor Networks (Basenets), 2006
- Thiago Teixeira, Dimitrios Lymberopoulos, Eugenio Culurciello, Yiannis Aloimonos, and Andreas Savvides, A Lightweight Camera Sensor Network Operating on Symbolic Information, in The First Workshop on Distributed Smart Cameras (held in conjunction with ACM SenSys), 2006
2005
- Dimitrios Lymberopoulos and Andreas Savvides, XYZ: A Motion-Enabled, Power Aware Sensor Node Platform for Distributed Sensor Network Applications, in International Conference on Information Processing in Sensor Networks (IPSN '05), 2005
- Siddharth Seth, Alec Woo, Tim Olson, Jie Liu, and Feng Zhao, A spreadsheet toolkit for streaming sensor data, in Embedded networked sensor systems, January 2005
Highlights:
- Download JouleMeter
- Visit our previous page: Networked Embedded Computing
- Awards and Honors:
- Jie Liu elevated to ACM Distinguished Scientist (2011)
- Suman Nath elevated to ACM Senior Member (2011)
- Jie Liu and MSRA collaborators: Best Demo Award, SenSys 2011
- Suman Nath and collaborators: Best Paper Award, SSTD 2011
- Bodhi Priyantha, Jie Liu, Feng Zhao and collaborators: Best Paper Award, RTAS 2010
- Gerald DeJean: Distinguished Young Alumni Award (Michigan State Univ. 2009)
- Yanif Ahmad and Suman Nath: Best Paper Award, ICDE 2008
- Suman Nath and collaborators: Best Paper Award, NSDI 2006
- Aman Kansal: Edward K Rice Outstanding PhD Award (UCLA, 2006)
- Bodhi Priyantha: George M. Sprowls Award--for an outstanding PhD thesis in computer science (MIT, 2005)
- News/Blog coverage:
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Major conference organization:
- ACM SenSys 2011
- PhoneSense 2011
- IEEE DCOSS 2011
- IEEE PerCom 2012
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Meet some of us at:
- ACM KDD 2011
- Ubicomp 2011
- SOSP/SOCC 2011
- SenSys 2011
People
External Collaborators:
- Tarek Abdelzaher, UIUC
- Romit Roy Choudhury, Duke University
- Tanzeem Choudhury, Dartmouth College/Cornell
- Christos Faloutsos, CMU
- Kevin Fu, UMass Amhurst
- Xue Liu, McGill University
- Xenofon Koutsoukos, Vanderbilt University
- Christos Kozyrakis, Stanford University
- Subhash Suri, UCSB
- Andreas Terzis, Johns Hoskins University
- Kamin Whitehouse, University of Virginia
- Pei Zhang, CMU
Interns/Student Consultants:
2011: Hossein Ahmadi, Xuan Bao, Arka Bhattacharya, Yin Chen, Cristina Dominicini, Yuanhua Lv, Radhika Mittal, Moo-Ryong Ra, Alan Roytman, Negin Salejegheh, Tingxin Yan, Tao Zhang, Ziguo Zhong.
2010: Shah Amini, Christina Delimitrou, Michaela Goetz, Oliver Kennedy, Pavan Kumar, Hong Lu, Miguel Palomera Perez, Aveek Purohit, Heitor Ramos, Peixiang Zhao
