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Announcements
Class Calender
Staff
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Announcements
- 03/16/11 - The class for Wednesday March 16th is cancelled. The class for Monday March 21 will start at 4:30pm to cover the materials of cancelled Wednesday class as well as the materials scheduled for Monday class.
- 03/12/11 - The Class Mid Term is scheduled for Monday Apr 4th.
- 02/04/11 - The Class for Monday Feb 07th, will be held at E&CS Bld Conference Room 3316 on 4:45pm-7:00pm.
- 01/24/11 - Sample of submitted reviews for review assignment #1 could be found here.
- 01/20/11 - Readings, Review Assignment and Recommended Readings for 01/24/11 is posted on the webpage. Please contact me if you are interested in presenting Paper #2 from the Readings list.
- 01/17/11 - Readings, Review Assignment and Recommended Readings for 01/19/11 is posted on the webpage.
- Review should be 1-2 pages.
- Review includes following sections: Problem definition, Why this problem is important?, Validity of models and assumptions, Proposed solution, Evaluation.
- Email review to me with cs752_852-Reviwe-NAME-DATE in email subject (DATE for this assignment is 01_19).
- Deadline is before the class start on Wed (01/19 - 5:54pm).
- 01/11/11 - Class' webpage is up. Please check for frequent updates/announcements
- 01/11/11 - Warming up assignment deadline has extended to Jan 13th, 5:45pm
Course Description
In recent years, wireless and mobile communications have seen an explosive growth both in terms of the number of services provided and the types of technologies that have
become available.
This course covers various topics relevant to wireless and mobile networking. The main emphasis is on higher-layer protocol (MAC and above) issues. The course will
require extensive reading (especially research literature), in-class participation and discussions. The course material is organized around the following broad themes:
- Mobile and Wireless Networks Basics (WLANs, ad hoc, mesh, sensor, Bluetooth, and RFID networks)
- Medium Access Control
- Routing in Ad Hoc Networks
- Wireless Transport Protocols
- Vehicular Networks
- Sensors Networks
- Location Management and Services
- Power/Topology Management
- Quality of Service (QoS)
- Security/Privacy
Course Overview
- This course involves class presentations and open discussions. I will cover majority of the topics through lectures on important concepts, and presentation of related
papers. The remaining classes will comprise of student-led presentations. Each student will be required to present 1-2 papers in the entire semester.
- Several additional papers will be recommended for reading.
- There will be one mid-term exam and no final exams.
- You are expected to participate in a project related to one of the topics of interest. Depending on course enrollment, the project will be done in groups of 2–3
students, and will involve design and evaluation of some protocol or enhancement and comparison to previous protocols. A suggested list of projects will be made available by
the instructor. You can pick your own topic for the project. The project will begin with a project proposal that must be approved. Students are encouraged to think about the
project topic early, read related papers, discuss your ideas with me, and formulate your project proposal. A ?nal report for the project and presentation will be due at the end
of the semester.
Prerequisites
Graduate standing in Computer Science, Computer Engineering, or Electrical Engineering. The students must have has CS450/550 or equivalent or permission of the
instructor.
Text
No formal text; a number of relevant papers from recent journal publications and conference proceedings will be discussed in class.
Grading Scheme
- Midterm 30%
- Class presentation/participation 30%
- Project 40%
Project Ideas
- Design and run real experiments for MORAL paper
- Evaluation of TCP performance over MORAL rate adaptation scheme
- Interference estimations schemes (AP-Driven vs. Client-Driven)
- Cell Breathing - Adjusting trasmission power of access points for load balance
- Reliable Broadcast/Multicast scheme for infrastructure mode
- Power control / Mobility control for ad hoc networks
- Dynamic Carrier Sense Threshold for S-MAC
- Evaluation of intersection delays on charging/discharging of electrical vehicles (Vehicular Mat)
- Location service for mobile device
Class Calender
| Date |
Topics & Reading
Assignments |
Presenter/Slides |
Mon Jan 10
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Course Logistics:
Course structure, grading, project, reading papers, etc.
Course Introduction:
The OSI Communication Model, Overview of Current Wireless Technologies.
Warming Up Assignment |
Course Introduction |
Wed Jan 12
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Physical Layer Fundamentals:
Radio Signal Basics, Signal Propagation Basics, Signal Modulation Basics.
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PHY Fundamentals |
Mon Jan 17
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No Lecture - Martin Luther King Day
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Wed Jan 19
Review
Assignment
Review only paper #2 in the reading list |
Data Link Layer Introduction
Medium Access Control (MAC) I: The CSMA/CA regime
Reading:
- MACA - A New Channel Access Method for Packet Radio, Phil Karn, In ARRL/CRRL Amateur Radio 9th Computer Networking Conference, pages 134-140, September 1990.
- MACAW: A Medium Access Protocol for Wireless LANs, V. Bharghavan, A. Demers, S. Shenker, and L. Zhang, ACM SIGCOMM 1994
- First 20 pages of IEEE 802.11 Tutorial -- Mustafa Ergen (UC Berkeley) ... (Full IEEE 802.11 Standard for your reference)
Recommended Reading:
- Medium Access Control protocols for ad hoc wireless networks: A survey, Sunil Kumar, Vineet S. Raghavan, Jing Deng, Elsevier Ad Hoc Networks, 4:326–358, 2006.
- IEEE 802.11 Wireless Local Area Networks, Brian P. Crow, Indra Widjaja, Jeong Geun Kim, and Prescott T. Sakai, IEEE Communications Magazine, 35(9):116-126, September 1997.
- Breezecom IEEE 802.11 Tutorial.
- Overview of Emerging IEEE 802.11 Protocols for MAC and Above, S. Choi, SK Telecom Telecommunications Review, Sp. Issue on Wireless Communications and Broadcasting, Nov 03
- Does the IEEE 802.11 MAC Protocol Work Well in Multihop Wireless Ad hoc Networks?, Xu and Saadawi, IEEE Communications Magazine, June 2001
- Effectiveness of RTS/CTS Handshake in IEEE 802.11 based Ad Hoc Networks, K. Xu, M. Gerla, and S. Bae, Ad Hoc Network Journal, vol. 1, no. 1, Elsevier Science 2003
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MAC - I |
Mon Jan 24
Review
Assignment
Review ALL papers in the reading list |
Medium Access Control (MAC) II: IEEE 802.11
Reading:
- Performance Analysis of the IEEE 802.11 Distributed Coordination Function, Giuseppe Bianchi, IEEE Journal on Selected Areas in Communications, vol. 18, no. 3, March 2000
- CSMA/CN: Carrier Sense Multiple Access with Collision Notification, Souvik Sen, Romit Roy Choudhury, Srihari Nelakuditi, MobiCom’10, September 20–24, 2010, Chicago, Illinois, USA.
Recommended Reading:
- Introducing service differentiation into IEEE 802.11, Aad, I., Castelluccia, C.,Fifth IEEE Symposium on Computers and Communications (ISCC), 2000.
- Supporting Service Differentiation in Wireless Packet Networks Using Distributed Control, Andras Veres, Andrew T. Campbell, Michael Barry, Li-hsiang Sun,IEEE Journal on Selected Areas in Communications, vol. 19, no. 10, October 2001.
- Interference Analysis and Transmit Power Control in IEEE 802.11a/h Wireless LANs, Daji Qiao, Sunghyun Choi, Kang G. Shin,IEEE/ACM Transaction on Networking, vol. 15, no. 5, October 2007.
- Estimation of Link Interference in Static Multi-hop Wireless Networks, Jitendra Padhye, Sharad Agarwal, Venkata N. Padmanabhan, Lili Qiu, Ananth Rao, Brian Zill,Internet Measurement Conference 2005.
- Location Aware IEEE 802.11 for Spatial Reuse Enhancement, Tamer Nadeem, Lusheng Ji,In IEEE Transactions on Mobile Computing, vol. 6, no. 10, pp. 1171-1184, October 2007.
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MAC - I |
Wed Jan 26
Review
Assignment
Review TWO papers only from the reading list |
Medium Access Control (MAC) III: Advanced MAC Schemes
Reading:
- Dual Busy Tone Multiple Access (DBTMA) — A Multiple Access Control Scheme for. Ad Hoc Networks., Zygmunt J. Haas, and Jing Deng, IEEE Transactions on Communications, vol. 50, no. 6, June 2002.
- DRAND: Distributed Randomized TDMA Scheduling for Wireless Ad Hoc Networks, Injong Rhee, et al., ACM MobiHoc 2006
- ZMAC: A Hybrid MAC for Wireless Sensor Networks, Rhee, Warrier, et al. ACM Sensys 2005.
Recommended Reading:
- Bluetooth wireless technology basics
- Bluetooth scatternet formation: A survey, Roger M. Whitaker, Leigh Hodge, Imrich Chlamtac, Ad Hoc Networks 3 (2005). ONLY the first 12 pages - to the end of Section 4.2
- Performance of Bluetooth scatternets and other asynchronous TDMA ad hoc networks, Theodoros Salonidis, Leandros Tassiulas, MoMuC, 2003.
- An Introduction
to ZigBee ONLY the first 17 pages - to the end of Chapter 4
- Achieving Single Channel, Full Duplex Wireless Communication, Jung Il Choi, Mayank Jain, Kannan Srinivasan, Philip Levis, Sachin Katti, MobiCom’10, September 20–24, 2010, Chicago, Illinois, USA.
- Beyond the Bits: Cooperative Packet Recovery Using Physical Layer Information, Grace Woo, Pouya Kheradpour, Dawei Shen, and Dina Katabi, ACM MOBICOM, 2007.
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- DBTMA - (Tamer)
- DRAND - (Tamer)
- CSMA/CN - (Rakesh)
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Mon Jan 31
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No Lecture
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Wed Feb 02
Review
Assignment
Review All papers from the reading list |
Medium Access Control (MAC) IV: Sensor Networks
Reading
- An Energy-Efficient MAC Protocol for Wireless
Sensor Networks (SMAC), Wei Ye, John Heidemann, Deborah Estrin. IEEE Infocom 2002.
- ZMAC: A Hybrid MAC for Wireless Sensor Networks, Rhee, Warrier, et al. ACM Sensys 2005.
Recommended Reading:
- A Survey on Sensor Networks, Ian F. Akyildiz, Weilian Su, Yogesh Sankarasubramaniam, and Erdal Cayirci, IEEE Communications Magazine, August 2002
- TDMA Scheduling Algorithms for Wireless Sensor Networks, Sinem Coleri Ergen, and Pravin Varaiya, Wireless Networks 16(4): 985-997, 2010.
- A Component Based Architecture for Power-Efficient Media Access Control in Wireless Sensor Networks, Klues, K., Hackmann, G., Chipara, O., and Lu, C., 5th ACM Conference on Embedded Networked Sensor Systems (SenSys 2007).
- Bluetooth: Overview of architecture, PHY and MAC,
- ZigBee/IEEE 802.15.4 SOverview, Steven Myers,
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- SMAC - (Liang)
- ZMAC - (Bradley)
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Mon Feb 07
Review
Assignment
Review TWO papers from the reading list |
Medium Access Control (MAC) V: Multi Rate/Channel/Radio Networks
Reading:
- OAR: an opportunistic auto-rate media access protocol for ad hoc networks, Sadeghi, Kanodia, Sabhrawal, Knightly, Kluwer Wireless Networks Journal, 2005
- Makin Wireless Networks MORAL (to appear), Nazif Tas, Tamer Nadeem, Ashok Agrawala, IEEE INFOCOM 2011
- Multi-channel MAC for Ad Hoc Networks, So, Vaidya, ACM Mobihoc 2004
- Partially Overlapping Channel NOT Considered Harmful, Mishra, Srivastava, Banerjee, et al., ACM Sigmetrics 2006
Recommended Reading:
- A Rate Adaptive MAC Protocol for Multi-Hop Wireless Networks, Holland, Vaidya, Bahl, ACM Mobicom '01
- Performance Anomaly of 802.11b; Martin Heusse, Franck Rousseau, Gilles Berger-Sabbatel, Andrzej Duda; IEEE INFOCOM 2003
- Wireless LAN: Robust rate adaptation for 802.11 wireless networks Wong, Lu, Yang, Bhargavan, ACM Mobicom 2006
- CARS: Context-Aware Rate Selection for Vehicular Networks, Pravin Shankar, Tamer Nadeem, Justinian Rosca, Liviu Iftode, IEEE ICNP 2008
- Power control and clustering in ad hoc networks, Kawadia, Kumar, in IEEE INFOCOM 2003
- A Case for Adapting Channel Width in Wireless Networks, Ranveer Chandra, et. al, ACM Sigcomm 2008.
- SSCH: Slotted Seeded Channel Hopping for Capacity Improvement in IEEE 802.11 Ad-hoc Wireless Networks, Bahl, Chandra, Dunagan, ACM Mobicom 2004
- Centralized channel assignment and routing algorithms for multi-channel wireless mesh networks, Raniwala, Gopalan, et al., MC2R 2004
- On striping traffic over multiple IEEE 802.11(b) channels, Wang, Hwang, Chou, Kluwer Wireless Networks JOurnal,2006
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- Multi-Rate - (Tamer)
- Multi-channel - (Shahram)
- Partial Overlapping - (Tamer)
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Wed Feb 09
Review
Assignment
Review ALL papers from the reading list |
Medium Access Control (MAC) VI: Directional Antennas
Reading:
- Utilizing Directional Antennas for Wireless Ad Hoc Networks Roy Choudhury, Yang, Vaidya, Ramanathan, ACM Mobicom 2002
- On Spatial Fairness of the 802.11 DCF Protocol and the Role of Directional Antenna Chenxi Zhu, Tamer Nadeem, Jonathan Agre, IEEE SECON 2007
Recommended Reading:
- On Neighbor Dicovery in Wireless Networks with Directional Antennas Vasudevan, Kurose, IEEE Infocom 2005
- Directional Virtual Carrier Sensing in Ad Hoc Networks Takai, et al. ACM Mobihoc 2002
- MAC-Layer Capture: A Problem in Wireless Mesh Networks using Beamforming Antennas, Roy Choudhury, N. Vaidya, IEEE SECON 2007.
- Link Layer Multicast using Smart Antennas: No Client Left Behind
- Analysis and Enhancements for IEEE 802.11 Networks using Directional Antenna with Opportunistic Mechanisms, Tamer Nadeem, IEEE Transactions on Vehicular Technology, Vol. 59, No. 6, June 2010
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- Utilize Dirctional Antennas - (Carolyn)
- Sectorized MAC - (Tamer)
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Mon Feb 14
Review
Assignment
Review ALL papers from the reading list |
Medium Access Control (MAC) VII: Topology and Mobility Control
Reading:
- Topology Control of Multihop Wireless Networks using Transmit Power Adjustment; Ram Ramanathan, Regina Rosales-Hain; IEEE INFOCOM 2000
- Mobility Control for Throughput Maximization in Ad Hoc Networks; Tamer Nadeem and Srinivasan Parthasarathy; In Wiley Wireless Communications & Mobile Computing (WCMC) Journal, Special Issues: Wireless Ad hoc Networks - Technologies and Challenges, October 2006.
Recommended Reading:
- Topology Control in Wireless Ad Hoc and Sensor Networks; Paolo Santi, ACM Computing Surveys, Volume 37, Issue 2, June 2005
- Topology Control in Heterogeneous Wireless Networks: Problems and Solutions ; Ning Li and Jennifer Hou., IEEE INFOCOM 2004
- Principles and Protocols for Power Control in Wireless Ad Hoc Networks ; Vikas Kawadia, P. R. Kumar; IEEE Journal on Selected Areas in Communications, vol. 23, no. 1, January 2005
- A message ferrying approach for data delivery in sparse mobile ad hoc networks ; W. Zhao, M. Ammar, and E. Zegura; ACM MobiHoc, 2004
- Mobility increases the capacity of ad hoc wireless networks ; Matthias Grossglauser, David N. C. Tse; IEEE/ACM Transactions on Networking (TON), Volume 10 Issue 4, August 2002
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- Topology Control - (Shahram)
- Mobility Control - (Tamer)
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Wed Feb 16
Review
Assignment
Review ALL papers from the reading list |
Application/Service I: Wireless Management
Reading:
- Distributed Channel Management in Uncoordinated Wireless Environments; Arunesh Mishra, Dheeraj Agrawal, Vivek Shrivastava, Suman Banerjee, Samrat Ganguly; ACM Mobicom 2006
- CENTAUR: realizing the full potential of centralized wlans through a hybrid data path; Vivek Shrivastava, Nabeel Ahmed, Shravan Rayanchu, Suman Banerjee, Srinivasan Keshav, Konstantina Papagiannaki, Arunesh Mishra; ACM MobiCom 2009
Recommended Reading:
- How Healthy Are Today's Enterprise Networks?; S. Guha, J. Chandrashekar, N. Taft and K. Papagiannaki; ACM Internet Measurement Conference (IMC) 2008
- Understanding Handoffs in Large IEEE 802.11 Wireless Networks; R. Raghavendra, E. Belding, K. Papagiannaki, and K. Almeroth; ACM IMC 2007
- Client-driven channel management for wireless LANs; Arunesh Mishra, Vladimir Brik, Suman Banerjee, Aravind Srinivasan, William Arbaugh; ACM SIGMOBILE Mobile Computing and Communications Review,Volume 10 Issue 4, October 2006
- Cell Breathing Techniques for Load Balancing in Wireless LANs; Bejerano, Y., Seung-Jae Han; IEEE Transactions on Mobile Computing, June 2009
- Eliminating handoff latencies in 802.11 WLANs using multiple radios: applications, experience, and evaluation; Vladimir Brik, Arunesh Mishra, Suman Banerjee; ACM IMC 2005
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- CHOP - (Tamer)
- CENTAUR - (Tamer)
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Mon Feb 21
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Discuss project topics
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Wed Feb 23
Review
Assignment
Review ALL papers from the reading list |
Application/Service II: Sensing and Monitoring
Reading:
- Extract: Mining Social Features from WLAN Traces: A Gender-Based Case Study; U. Kumar, A. Helmy; ACM MSWIM, Oct 2010
- A measurement study of vehicular internet access using unplanned 802.11 networks, Bychkovsky, Hull, Madden, et al., ACM Mobicom 2006.
- CrowdSearch: Exploiting Crowds for Accurate Real-Time Image Search on Mobile Phones, Yan, et. al. ACM MobiSys 2010
Recommended Reading:
- ParkNet: Drive-by Sensing of Road-side Parking Statistics, Mathur, et. al., ACM MobiSys 2010.
- A Survey of Mobile Phone Sensing, N. Lane, E. Miluzzo, et. al. (Dartmouth)
- Sensing Meets Mobile Social Networks: The Design, Implementation and Evaluation of the CenceMe Application, E. Mulizzo, et. al., ACM Sensys 08
- A measurement study of vehicular internet access
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- Social-Features - (Tamer)
- Vehicular-Measurement - (Tamer)
- CrowdSearch - (Caroyln)
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Mon Feb 28
Review
Assignment
Review ALL papers from the reading list |
Application/Service III: Localization
Reading:
- The Horus WLAN location determination system; Moustafa Youssef, Ashok Agrawala; ACM MobiSys 2005.
- SurroundSense: Mobile Phone Localization Via Ambience Fingerpriting, Azizyan et. al. ACM MobiCom 2009.
Recommended Reading:
- Towards Mobile Phone Localization without War-Driving
- Precise indoor localization using smart phones; Eladio Martin, Oriol Vinyals, Gerald Friedland, Ruzena Bajcsy; IEEE International conference on Multimedia (MM '10), 2010.
- RADAR: An In-Building RF-Based User Location and Tracking System
- Indoor Localization Without the Pain; Krishna Kant Chintalapudi, Anand Padmanabha Iyer, and Venkat Padmanabhan; ACM MobiCom 2010
- Wireless sensor network localization techniques; Guoqiang Maoa, Baris Fidanb, and Brian D.O. Anderson; Computer Networks, Vol. 51, Issue 10, 11 July 2007
- Angle of Arrival Localization for Wireless Sensor Networks; Rong, P, and Sichitiu, M.L; IEEE SECON 2006
- Practical robust localization over large-scale 802.11 wireless networks; Andreas Haeberlen, Eliot Flannery, Andrew M. Ladd, Algis Rudys, Dan S. Wallach, Lydia E. Kavraki; ACM MobiCom 2004
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- Horus - (Tamer)
- SurroundSense - (Tamer)
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Wed Mar 2
Review
Assignment
Review ALL papers from the reading list |
Application/Service IV: Offloading and Smart AP
Reading:
- Augmenting Mobile 3G Using WiFi, Aruna Balasubramaniam, et. al. ACM MobiSys 2010
- MAUI: Making Smartphones Last Longer with Code Offload; Eduardo Cuervo, et. al.; ACM MobiSys 2010
Recommended Reading:
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- Augmenting3G - (Tamer)
- MAUI - (Rakesh)
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Mon Mar 07
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No Lecture - Spring Break
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Wed Mar 09
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No Lecture - Spring Break
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Mon Mar 14
Review
Assignment
Review Only TWO papers from the reading list |
Wireless Ad Hoc Routing I: Source routing, Distance vector routing, Location Based
Reading:
- Dynamic Source Routing in Ad Hoc Wireless Networks, Johnson, Maltz, Journal of Mobile Computing (MONET), 1996
- Ad Hoc On Demand distance Vector Routing, Perkins, Royer, IEEE Workshop on Mobile Computing Systems and Applications, 1999
- Location Aided Routing in Mobile Ad Hoc Networks, Ko, Vaidya, ACM Mobicom 1998
Recommended Reading:
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- Adhoc Routing - (Tamer)
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Mon Mar 16
Review
Assignment
Review Only ONE paper from the reading list |
Wireless Ad Hoc Routing II: Advanced Routing Schemes
Reading:
- A High Throughput Path Metric for Wireless Multihop Networks, De Couto, et al. ACM Mobicom 2003
- ExOR: Opportunistic Multi-hop routing for Wireless Networks, Biswas, Morris, ACM Sigcomm 2005
Recommended Reading:
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- Path Metric - ()
- ExOR - ()
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Mon Mar 21
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Discuss project updates (Each group present their project overview, tasks list, timeline, and current status)
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Wed Mar 23
Review
Assignment
Review paper #2 from the reading list |
Wireless TCP I: TCP issues for Wireless
Reading:
- TCP Basics
- Improving TCP performance over wireless networks, Balakrishnan et al. ACM Mobicom 1995
Recommended Reading:
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- Wireless TCP - (Tamer)
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Mon Mar 28
Review
Assignment
Review One paper from the reading list |
Wireless TCP II: Advanced TCP Schemes
Reading:
- The Impact of Multihop Wireless Channel on TCP Throughput and Loss, Infocom, 2003.
- Block-switched Networks: A New Paradigm for Wireless Transport, NSDI, 2009.
Recommended Reading:
- PSFQ: A reliable transport protocol for wireless sensor networks, Campbell, et al. ACM WSNA 2002.
- Designing a rate-based transport protocol for wired-wireless networks, Gaonkar, Kravets, Technical Report, 2004
- RAIN: A Reliable Wireless Network Architecture, Lim, Luo, Choi, IEEE ICNP 2006
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- Multihop TCP - (Tamer)
- Blocked Swithced - (Carolyn)
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Wed Mar 30
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- Project current status updates
- Mid Term Review
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Mon Apr 4
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Mid Term Exam (Open Book)
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Wed Apr 6
Review
Assignment
No review is required |
Mid Term Overview & Location Privacy
Reading:
- Overview of Mid Term Solution.
- Hiding Stars with Fireworks: Location Privacy through Camouflage, MobiCom, 2009.
Recommended Reading:
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- Location Privacy - (Tamer)
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Mon Apr 11
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No Lecture - Travel
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Wed Apr 13
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No Lecture - Travel
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Mon Apr 18
Review
Assignment
No review is required |
Security in Wireless Networks:
Reading:
- Intercepting Mobile Communications: The Insecurity in IEEE 802.11, Borisov, Wagner, et al. ACM Mobicom 2001
- Mitigating routing misbehavior in mobile ad hoc networks, Marti, Baker, et al., ACM Mobicom 2000
Recommended Reading:
- Adaptation of Reputation Management Systems in Ad hoc Networks, M. Refaei, L. DaSilva, M. Eltoweissy, T. Nadeem, IEEE Transactions on Computers, Vol. 59, No. 5, May 2010.
- Ariadne: A secure on demand routing protocol for ad hoc networks, Hu, Perrig, Johnson, ACM Mobicom 2002
- The Resurrecting Duckling: Seurity issues for ad hoc wireless networks, Stajano, Anderson, LNCS 1999
- Your IEEE 802.11 network has no clothes, Arbaugh et al. IEEE Wireless Communications, 2002.
- Architecture and Techniques of Diagnosing Faults in IEEE 802.11 Infrastructure Networks, Adya, Bahl, Chandra, Qiu, ACM Mobicom 2004
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- WEP Security - (Tamer)
- Routing Misbehavior - (Tamer)
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Wed Apr 20
Review
Assignment
No review is required |
Advanced Topics: Device Identification
Reading:
- Passive Data Link Layer 802.11 Wireless Device Driver Fingerprinting, J. Franklin, et al. USENIX 2006
- Wireless Device Identification with Radiometric Signatures, V. Brik, et al. ACM Mobicom 2008
Recommended Reading:
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- Device Identification - (Tamer)
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