| | 191 | <b>Antequera, Ronny B. and Calyam, Prasad and Chandrashekara, Arjun A. and Malhotra, Shivoam</b> |
| | 192 | , "Recommending Resources to Cloud Applications Based on Custom Templates Composition." |
| | 193 | Proceedings of the Computing Frontiers Conference, Siena, Italy, ACM, New York, NY, USA, |
| | 194 | 2017. |
| | 195 | doi:10.1145/3075564.3075582. |
| | 196 | <a href="http://dx.doi.org/10.1145/3075564.3075582">http://dx.doi.org/10.1145/3075564.3075582</a> |
| | 197 | <br><br><b>Abstract: </b>Emerging interdisciplinary data-intensive applications in science and engineering fields (e.g. bioinformatics, cybermanufacturing) demand the use of high-performance computing resources. However, data-intensive applications' local resources usually present limited capacity and availability due to sizable upfront costs. The applications requirements warrant intelligent resource 'abstractions' coupled with 'reusable' approaches to save time and effort in deploying cyberinfrastructure (CI). In this paper, we present a novel 'custom templates' management middleware to overcome this scarcity of resources by use of advanced CI management technologies/protocols to on-demand deploy data-intensive applications across distributed/federated cloud resources. Our middleware comprises of a novel resource recommendation scheme that abstracts user requirements of data-intensive applications and matches them with federated cloud resources using custom templates in a catalog. We evaluate the accuracy of our recommendation scheme in two experiment scenarios. The experiments involve simulating a series of user interactions with diverse applications requirements, also feature a real-world data-intensive application case study. Our experiment results show that our scheme improves the resource recommendation accuracy by up to 21%, compared to the existing schemes. |
| | 198 | </li> |
| | 199 | <br> |
| | 200 | |
| | 201 | |
| | 202 | |
| | 203 | <li> |
| | 594 | <b>Bhat, Shireesh</b> |
| | 595 | , "Network Service Orchestration within the ChoiceNet Architecture (Doctoral dissertation)." |
| | 596 | |
| | 597 | 2017. |
| | 598 | |
| | 599 | <a href="http://www.lib.ncsu.edu/resolver/1840.20/34346">http://www.lib.ncsu.edu/resolver/1840.20/34346</a> |
| | 600 | <br><br><b>Abstract: </b>In this research we present Network Service Orchestration algorithms for Open Marketplaces which allow for various Data Plane Services in the routing domain to be advertised, queried, composed, purchased and provisioned. We use ChoiceNet as an example of an Open Marketplace in our work. Orchestration of services allows for constructing a ''composed service'' using the various compatible services participating in the Marketplace in response to a ''composed service'' request by the User. The Orchestration algorithm presents the User with not just ''a composed service'' but a list of ''composed service(s)'' to choose from. Our contribution can be classified into two main categories. First, we enable Orchestration by solving three key problems: a) Identify compatibility of adjacent services in a composed service; b) Provide the ability to compare service offerings from different providers and c) Develop a Planner (Orchestration Algorithm) module with request/response automation. Second, we develop three complementary algorithms which perform service Orchestration: a) Find optimal k composed services in a Marketplace, which allows combining multiple service functionalities into one service; b) Find optimal time-dependent, time-constrained composed services which supports in-advance path reservation and c) Find a optimal composed tour of services. We address the key problems for enabling Orchestration by first defining the Semantics Language for advertising the Data Plane Services to be compatible with other services which are a logical choice. In addition, we define the Protocol for interaction between the entities of ChoiceNet to achieve complete automation of the Planner. Later, we present three flavors of Planners which perform service orchestration on three different graph models which correspond to three different Network Applications. |
| | 601 | </li> |
| | 602 | <br> |
| | 603 | |
| | 604 | |
| | 605 | |
| | 606 | <li> |
| | 854 | <b>Cecil, J. and Gupta, Avinash and Ramanathan, P. and Pirela-Cruz, Miguel</b> |
| | 855 | , "A distributed collaborative simulation environment for orthopedic surgical training." |
| | 856 | 2017 Annual IEEE International Systems Conference (SysCon), Montreal, QC, Canada, IEEE, |
| | 857 | 2017. |
| | 858 | doi:10.1109/syscon.2017.7934721. |
| | 859 | <a href="http://dx.doi.org/10.1109/syscon.2017.7934721">http://dx.doi.org/10.1109/syscon.2017.7934721</a> |
| | 860 | <br><br><b>Abstract: </b>The use of Virtual Reality (VR) simulators has increased rapidly in the field of medical surgery for training purposes. In this paper, the design and development of a Virtual Surgical Environment (VSE) for training residents in an orthopaedic surgical process called Less Invasive Stabilization System (LISS) surgery is discussed; LISS plating surgery is a process used to address fractures of the femur bone. The development of such virtual environments for educational and training purposes will accelerate and supplement existing training approaches enabling medical residents to be better prepared to serve the surgical needs of the general public. One of the important aspects of the VSE is that it is a network based simulator. Our approach explores the potential of emerging Next Generation Internet frameworks and technologies to support such distributed interaction contexts. A discussion of the validation activities is also presented, which highlights the effectiveness of the VSE for teaching medical residents and students. |
| | 861 | </li> |
| | 862 | <br> |
| | 863 | |
| | 864 | |
| | 865 | |
| | 866 | <li> |
| | 894 | , "Cont2: Social-Aware Content and Contact Based File Search in Delay Tolerant Networks." |
| | 895 | Proceedings of the 2013 42Nd International Conference on Parallel Processing, IEEE Computer Society, Washington, DC, USA, |
| | 896 | 2013. |
| | 897 | doi:10.1109/icpp.2013.28. |
| | 898 | <a href="http://dx.doi.org/10.1109/icpp.2013.28">http://dx.doi.org/10.1109/icpp.2013.28</a> |
| | 899 | <br><br><b>Abstract: </b>In this paper, we focus on distributed file search over a delay tolerant network (DTN) formed by mobile devices that exhibit the characteristics of social networks. Current file search methods in MANETs/DTNs are either content-based or contact-based. The former builds routing tables for node contents but is not resilient to high node mobility, while the latter exploits node contact patterns in the social networks but may lead to high latency. Recent research also reveal the importance of interests in realizing efficient file dissemination in DTNs. In this paper, we first analyze node interest and mobility from real traces, which confirms the shortcomings of a contact based method and show the importance of considering both content/interest and contact in file search. We then propose Cont2, a social-aware file search method which leverages both node social interests (content) and contact patterns to enhance search efficiency. First, considering people with common interests tend to share files and gather together, Cont2 virtually groups common-interest nodes into a community to direct file search. Second, considering human mobility follows a certain pattern, Cont2 exploits nodes that have high contact frequency with the queried content. Third, Cont2 also exploits active nodes that have more connections to others as a complementary approach to expedite file search. Trace-driven experimental on the real-world GENI test bed and NS-2 simulator show that Cont2 can significantly improve the search efficiency compared to current methods. |
| | 900 | </li> |
| | 901 | <br> |
| | 902 | |
| | 903 | <li> |
| | 904 | <b>Chen, Kang and Shen, Haiying</b> |
| 861 | | </li> |
| 862 | | <br> |
| 863 | | |
| 864 | | <li> |
| 865 | | <b>Chen, Kang and Shen, Haiying</b> |
| 866 | | , "Cont2: Social-Aware Content and Contact Based File Search in Delay Tolerant Networks." |
| 867 | | Proceedings of the 2013 42Nd International Conference on Parallel Processing, IEEE Computer Society, Washington, DC, USA, |
| 868 | | 2013. |
| 869 | | doi:10.1109/icpp.2013.28. |
| 870 | | <a href="http://dx.doi.org/10.1109/icpp.2013.28">http://dx.doi.org/10.1109/icpp.2013.28</a> |
| 871 | | <br><br><b>Abstract: </b>In this paper, we focus on distributed file search over a delay tolerant network (DTN) formed by mobile devices that exhibit the characteristics of social networks. Current file search methods in MANETs/DTNs are either content-based or contact-based. The former builds routing tables for node contents but is not resilient to high node mobility, while the latter exploits node contact patterns in the social networks but may lead to high latency. Recent research also reveal the importance of interests in realizing efficient file dissemination in DTNs. In this paper, we first analyze node interest and mobility from real traces, which confirms the shortcomings of a contact based method and show the importance of considering both content/interest and contact in file search. We then propose Cont2, a social-aware file search method which leverages both node social interests (content) and contact patterns to enhance search efficiency. First, considering people with common interests tend to share files and gather together, Cont2 virtually groups common-interest nodes into a community to direct file search. Second, considering human mobility follows a certain pattern, Cont2 exploits nodes that have high contact frequency with the queried content. Third, Cont2 also exploits active nodes that have more connections to others as a complementary approach to expedite file search. Trace-driven experimental on the real-world GENI test bed and NS-2 simulator show that Cont2 can significantly improve the search efficiency compared to current methods. |
| | 996 | , "Selective Packet Inspection to Detect DoS Flooding Using Software Defined Networking (SDN)." |
| | 997 | Distributed Computing Systems Workshops (ICDCSW), 2015 IEEE 35th International Conference on, IEEE, |
| | 998 | 2015. |
| | 999 | doi:10.1109/icdcsw.2015.27. |
| | 1000 | <a href="http://dx.doi.org/10.1109/icdcsw.2015.27">http://dx.doi.org/10.1109/icdcsw.2015.27</a> |
| | 1001 | <br><br><b>Abstract: </b>Software-defined networking (SDN) and Open Flow have been driving new security applications and services. However, even if some of these studies provide interesting visions of what can be achieved, they stop short of presenting realistic application scenarios and experimental results. In this paper, we discuss a novel attack detection approach that coordinates monitors distributed over a network and controllers centralized on an SDN Open Virtual Switch (OVS), selectively inspecting network packets on demand. With different scale of network views and information availability, these two elements collaboratively detect signature constituents of an attack. Therefore, this approach is able to quickly issue an alert against potential threats followed by careful verification for high accuracy, while balancing the workload on the OVS. We have applied this method for detection and mitigation of TCP SYN flood attacks on Global Environment for Network Innovations (GENI). This realistic experimentation has provided us with insightful findings helpful toward a systematic methodology of SDN-supported attack detection and containment. |
| | 1002 | </li> |
| | 1003 | <br> |
| | 1004 | |
| | 1005 | <li> |
| | 1006 | <b>Chin, Tommy and Mountrouidou, Xenia and Li, Xiangyang and Xiong, Kaiqi</b> |
| 963 | | </li> |
| 964 | | <br> |
| 965 | | |
| 966 | | <li> |
| 967 | | <b>Chin, Tommy and Mountrouidou, Xenia and Li, Xiangyang and Xiong, Kaiqi</b> |
| 968 | | , "Selective Packet Inspection to Detect DoS Flooding Using Software Defined Networking (SDN)." |
| 969 | | Distributed Computing Systems Workshops (ICDCSW), 2015 IEEE 35th International Conference on, IEEE, |
| 970 | | 2015. |
| 971 | | doi:10.1109/icdcsw.2015.27. |
| 972 | | <a href="http://dx.doi.org/10.1109/icdcsw.2015.27">http://dx.doi.org/10.1109/icdcsw.2015.27</a> |
| 973 | | <br><br><b>Abstract: </b>Software-defined networking (SDN) and Open Flow have been driving new security applications and services. However, even if some of these studies provide interesting visions of what can be achieved, they stop short of presenting realistic application scenarios and experimental results. In this paper, we discuss a novel attack detection approach that coordinates monitors distributed over a network and controllers centralized on an SDN Open Virtual Switch (OVS), selectively inspecting network packets on demand. With different scale of network views and information availability, these two elements collaboratively detect signature constituents of an attack. Therefore, this approach is able to quickly issue an alert against potential threats followed by careful verification for high accuracy, while balancing the workload on the OVS. We have applied this method for detection and mitigation of TCP SYN flood attacks on Global Environment for Network Innovations (GENI). This realistic experimentation has provided us with insightful findings helpful toward a systematic methodology of SDN-supported attack detection and containment. |
| | 1056 | <b>Chung, Joaquin and Cox, Jacob and Clark, Russ and Owen, Henry</b> |
| | 1057 | , "FAS: Federated Auditing for Software-defined exchanges." |
| | 1058 | SoutheastCon 2017, Concord, NC, USA, IEEE, |
| | 1059 | 2017. |
| | 1060 | doi:10.1109/secon.2017.7925261. |
| | 1061 | <a href="http://dx.doi.org/10.1109/secon.2017.7925261">http://dx.doi.org/10.1109/secon.2017.7925261</a> |
| | 1062 | <br><br><b>Abstract: </b>The Software-defined exchange (SDX) allows multiple independent administrative domains to share computing, storage, and networking resources. One variation on the SDX applies software-defined networking (SDN) technologies to the fabric of an Internet exchange point (IXP) to support rich policy expression among participants. Similarly, Research and Education (R&E) networks are introducing SDN at exchange points to enable network operators to provision network policies over multiple independent administrative domains. The federated nature of R&E exchange points is based on a chain of trust between participant domains. However, trust and verifiability go hand in hand, an old adage says ” trust, but verify”, so a responsible network operator would like to verify that his or her policies are honored by the SDN domains participating at an SDX. Moreover, some SDX participants do not want to reveal internal topology information while proving they correctly deployed the requested policies. For these reasons, we propose Federated Auditing for SDX (FAS), a federated auditing framework for SDX configuration verification, which reveals the minimal necessary information to an SDX central controller. We also show our initial proof-of-concept and preliminary evaluation. |
| | 1063 | </li> |
| | 1064 | <br> |
| | 1065 | |
| | 1066 | |
| | 1067 | |
| | 1068 | <li> |
| | 1590 | , "GENI Wireless Testbed: A Flexible Open Ecosystem for Wireless Communications Research: Demo." |
| | 1591 | Proceedings of the 22Nd Annual International Conference on Mobile Computing and Networking, New York City, New York, ACM, New York, NY, USA, |
| | 1592 | 2016. |
| | 1593 | doi:10.1145/2973750.2985627. |
| | 1594 | <a href="http://dx.doi.org/10.1145/2973750.2985627">http://dx.doi.org/10.1145/2973750.2985627</a> |
| | 1595 | <br><br><b>Abstract: </b>This demo presents the architecture of GENI (Global Environment of Network Innovations) [1] edge cloud computing network in the form of compute and storage resources, a mobile 4G LTE edge and a high speed campus network connecting these components. GENI's edge computing strategy proceeds by deploying self-contained packages of network, computing, storage resources, or GENI Racks [2] connected via high speed fiber to LTE BS(s) across twelve campuses in the US, all interconnected via a nationwide research network. The GENI mobile computing resource manager is based on the Orbit Management framework (OMF) [3] and provides seamless access to the edge computing resources via the GENI Portal for experimentation, scheduling, data collection and processing. |
| | 1596 | </li> |
| | 1597 | <br> |
| | 1598 | |
| | 1599 | <li> |
| | 1600 | <b>Gosain, Abhimanyu and Seskar, Ivan</b> |
| 1544 | | </li> |
| 1545 | | <br> |
| 1546 | | |
| 1547 | | <li> |
| 1548 | | <b>Gosain, Abhimanyu and Seskar, Ivan</b> |
| 1549 | | , "GENI Wireless Testbed: A Flexible Open Ecosystem for Wireless Communications Research: Demo." |
| 1550 | | Proceedings of the 22Nd Annual International Conference on Mobile Computing and Networking, New York City, New York, ACM, New York, NY, USA, |
| 1551 | | 2016. |
| 1552 | | doi:10.1145/2973750.2985627. |
| 1553 | | <a href="http://dx.doi.org/10.1145/2973750.2985627">http://dx.doi.org/10.1145/2973750.2985627</a> |
| 1554 | | <br><br><b>Abstract: </b>This demo presents the architecture of GENI (Global Environment of Network Innovations) [1] edge cloud computing network in the form of compute and storage resources, a mobile 4G LTE edge and a high speed campus network connecting these components. GENI's edge computing strategy proceeds by deploying self-contained packages of network, computing, storage resources, or GENI Racks [2] connected via high speed fiber to LTE BS(s) across twelve campuses in the US, all interconnected via a nationwide research network. The GENI mobile computing resource manager is based on the Orbit Management framework (OMF) [3] and provides seamless access to the edge computing resources via the GENI Portal for experimentation, scheduling, data collection and processing. |
| 1781 | | , "PVNs: Making virtualized network infrastructure usable." |
| 1782 | | 2012 ACM/IEEE Symposium on Architectures for Networking and Communications Systems (ANCS), |
| 1783 | | 2012. |
| 1784 | | |
| 1785 | | <a href="http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=7846352">http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=7846352</a> |
| 1786 | | <br><br><b>Abstract: </b>Network virtualization is becoming a fundamental building block of future Internet architectures. Although the underlying network infrastructure needed to dynamically create and deploy custom virtual networks is rapidly taking shape ( e.g., GENI), constructing and using a virtual network is still a challenging and labor intensive task, one best left to experts. In this paper, we present the concept of a Packaged Virtual Network (PVN), that enables normal users to easily download, deploy and use application-specific virtual networks. At the heart of our approach is a PVN Hypervisor that ” runs” a PVN by allocating the virtual network resources needed by the PVN and then connecting the PVN's participants into the network on demand. To demonstrate our PVN approach, we implemented a multicast PVN that runs on the PVN hypervisor prototype using ProtoGENI as the underlying virtual network, allowing average users to create their own private multicast network. |
| 1787 | | </li> |
| 1788 | | <br> |
| 1789 | | |
| 1790 | | <li> |
| 1791 | | <b>Huang, Shufeng and Griffioen, James and Calvert, Ken</b> |
| 1896 | | , "QoE management in DASH systems using the segment aware rate adaptation algorithm." |
| 1897 | | NOMS 2016 - 2016 IEEE/IFIP Network Operations and Management Symposium, IEEE, |
| 1898 | | 2016. |
| 1899 | | doi:10.1109/noms.2016.7502805. |
| 1900 | | <a href="http://dx.doi.org/10.1109/noms.2016.7502805">http://dx.doi.org/10.1109/noms.2016.7502805</a> |
| 1901 | | <br><br><b>Abstract: </b>Dynamic Adaptive Streaming over HTTP (DASH) enables the video player to adapt the bitrate of the video while streaming to ensure playback without interruptions even with varying throughput. A DASH server hosts multiple representations of the same video, each of which is broken down into small segments of fixed playback duration. The video bitrate adaptation is purely driven by the player at the endhost. Typically, the player employs an Adaptive Bitrate (ABR) algorithm, that determines the most appropriate representation for the next segment to be downloaded, based on the current network conditions and user preferences. The aim of an ABR algorithm is to dynamically manage the Quality of Experience (QoE) of the user during the playback. ABR algorithms manage the QoE by maximizing the bitrate while at the same time trying to minimize the other QoE metrics: playback start time, duration and number of buffering events, and the number of bitrate switching events. Typically, the ABR algorithms manage the QoE by using the measured network throughput and buffer occupancy to adapt the playback bitrate. However, due to the video encoding schemes employed, the sizes of the individual segments may vary significantly. For low bandwidth networks, fluctuation in the segment sizes results in inaccurate estimation the expected segment fetch times, thereby resulting in inaccurate estimation of the optimum bitrate. In this paper we demonstrate how the Segment-Aware Rate Adaptation (SARA) algorithm, that considers the measured throughput, buffer occupancy, and the variation in segment sizes helps in better management of the users' QoE in a DASH system. By comparing with a typical throughput-based and buffer-based adaptation algorithm under varying network conditions, we demonstrate that SARA manages the QoE better, especially in a low bandwidth network. We also developed AStream, an open-source Python-based emulated DASH-video player that was used to evaluate three different ABR algor- thms and measure the QoE metrics with each of them. |
| 1902 | | </li> |
| 1903 | | <br> |
| 1904 | | |
| 1905 | | <li> |
| 1906 | | <b>Juluri, Parikshit and Tamarapalli, Venkatesh and Medhi, Deep</b> |
| | 1943 | </li> |
| | 1944 | <br> |
| | 1945 | |
| | 1946 | <li> |
| | 1947 | <b>Juluri, Parikshit and Tamarapalli, Venkatesh and Medhi, Deep</b> |
| | 1948 | , "QoE management in DASH systems using the segment aware rate adaptation algorithm." |
| | 1949 | NOMS 2016 - 2016 IEEE/IFIP Network Operations and Management Symposium, IEEE, |
| | 1950 | 2016. |
| | 1951 | doi:10.1109/noms.2016.7502805. |
| | 1952 | <a href="http://dx.doi.org/10.1109/noms.2016.7502805">http://dx.doi.org/10.1109/noms.2016.7502805</a> |
| | 1953 | <br><br><b>Abstract: </b>Dynamic Adaptive Streaming over HTTP (DASH) enables the video player to adapt the bitrate of the video while streaming to ensure playback without interruptions even with varying throughput. A DASH server hosts multiple representations of the same video, each of which is broken down into small segments of fixed playback duration. The video bitrate adaptation is purely driven by the player at the endhost. Typically, the player employs an Adaptive Bitrate (ABR) algorithm, that determines the most appropriate representation for the next segment to be downloaded, based on the current network conditions and user preferences. The aim of an ABR algorithm is to dynamically manage the Quality of Experience (QoE) of the user during the playback. ABR algorithms manage the QoE by maximizing the bitrate while at the same time trying to minimize the other QoE metrics: playback start time, duration and number of buffering events, and the number of bitrate switching events. Typically, the ABR algorithms manage the QoE by using the measured network throughput and buffer occupancy to adapt the playback bitrate. However, due to the video encoding schemes employed, the sizes of the individual segments may vary significantly. For low bandwidth networks, fluctuation in the segment sizes results in inaccurate estimation the expected segment fetch times, thereby resulting in inaccurate estimation of the optimum bitrate. In this paper we demonstrate how the Segment-Aware Rate Adaptation (SARA) algorithm, that considers the measured throughput, buffer occupancy, and the variation in segment sizes helps in better management of the users' QoE in a DASH system. By comparing with a typical throughput-based and buffer-based adaptation algorithm under varying network conditions, we demonstrate that SARA manages the QoE better, especially in a low bandwidth network. We also developed AStream, an open-source Python-based emulated DASH-video player that was used to evaluate three different ABR algor- thms and measure the QoE metrics with each of them. |
| | 2518 | , "Creating environments for innovation: Designing and implementing advanced experimental network research testbeds based on the Global Lambda Integrated Facility and the StarLight Exchange." |
| | 2519 | Computer Networks, |
| | 2520 | 2014. |
| | 2521 | doi:10.1016/j.bjp.2013.12.024. |
| | 2522 | <a href="http://dx.doi.org/10.1016/j.bjp.2013.12.024">http://dx.doi.org/10.1016/j.bjp.2013.12.024</a> |
| | 2523 | <br><br><b>Abstract: </b>Large scale national and international experimental research environments are required to advance communication services and supporting network architecture, technology, and infrastructure. Theories and concepts are often explored using simulation and modeling techniques within labs or on small scale testbeds. However, while such testbeds are valuable resources for the research process, these facilities alone cannot provide an appropriate approximation of the real world conditions required to explore ideas at scale. Very large scale global, experimental network research capabilities are required to deeply investigate innovative concepts. For many years, network testbeds were created to address fairly specific, well defined, limited research goals, and they were implemented for fairly short periods. Recently, taking advantage of a number of macro information technology trends, such as virtualization and programmable resources, several network research communities have been developing innovative types of network research environments. Instead of designing traditional network testbeds, research communities are designing large scale, highly flexible distributed platforms that can be used to create many different types of testbeds. Also, rather than creating short term testbeds for limited research objectives, these new environments are being designed as long term persistent resources to support many types of experimental research. This paper describes the motivations for this trend, provides several examples of large scale distributed network research environments based on the Global Lambda Integrated Facility (GLIF) and the StarLight Exchange Facility, including the Global Environment for Network Innovation (GENI), and indicates emerging future trends for these types of environments. |
| | 2524 | </li> |
| | 2525 | <br> |
| | 2526 | |
| | 2527 | <li> |
| | 2528 | <b>Mambretti, Joe and Chen, Jim and Yeh, Fei</b> |
| | 2529 | , "Software-Defined Network Exchanges (SDXs): Architecture, services, capabilities, and foundation technologies." |
| | 2530 | Teletraffic Congress (ITC), 2014 26th International, IEEE, |
| | 2531 | 2014. |
| | 2532 | doi:10.1109/itc.2014.6932970. |
| | 2533 | <a href="http://dx.doi.org/10.1109/itc.2014.6932970">http://dx.doi.org/10.1109/itc.2014.6932970</a> |
| | 2534 | <br><br><b>Abstract: </b>Software Defined Networks (SDNs), primarily based on OpenFlow, are being deployed in single domain networks around the world. The popularity of SDNs has given rise to multiple considerations about designing, implementing, and operating Software-Defined Network Exchanges (SDXs), to enable SDNs to interconnect SDN islands and to extend SDNs across multiple domains. These goals can be accomplished only by developing new techniques that extend the single domain orientation of current SDN/OpenFlow approaches to include capabilities for multidomain control, including those for resource discovery, signaling, and dynamic provisioning. Several networking research communities have begun to investigate these concepts. Early architectural models of SDXs have been designed and implemented as prototypes. These SDXs are being used to conduct experiments and to demonstrate the potentials of SDXs. |
| | 2535 | </li> |
| | 2536 | <br> |
| | 2537 | |
| | 2538 | <li> |
| | 2539 | <b>Mambretti, Joe and Chen, Jim and Yeh, Fei</b> |
| 2483 | | </li> |
| 2484 | | <br> |
| 2485 | | |
| 2486 | | <li> |
| 2487 | | <b>Mambretti, Joe and Chen, Jim and Yeh, Fei</b> |
| 2488 | | , "Software-Defined Network Exchanges (SDXs): Architecture, services, capabilities, and foundation technologies." |
| 2489 | | Teletraffic Congress (ITC), 2014 26th International, IEEE, |
| 2490 | | 2014. |
| 2491 | | doi:10.1109/itc.2014.6932970. |
| 2492 | | <a href="http://dx.doi.org/10.1109/itc.2014.6932970">http://dx.doi.org/10.1109/itc.2014.6932970</a> |
| 2493 | | <br><br><b>Abstract: </b>Software Defined Networks (SDNs), primarily based on OpenFlow, are being deployed in single domain networks around the world. The popularity of SDNs has given rise to multiple considerations about designing, implementing, and operating Software-Defined Network Exchanges (SDXs), to enable SDNs to interconnect SDN islands and to extend SDNs across multiple domains. These goals can be accomplished only by developing new techniques that extend the single domain orientation of current SDN/OpenFlow approaches to include capabilities for multidomain control, including those for resource discovery, signaling, and dynamic provisioning. Several networking research communities have begun to investigate these concepts. Early architectural models of SDXs have been designed and implemented as prototypes. These SDXs are being used to conduct experiments and to demonstrate the potentials of SDXs. |
| 2494 | | </li> |
| 2495 | | <br> |
| 2496 | | |
| 2497 | | <li> |
| 2498 | | <b>Mambretti, Joe and Chen, Jim and Yeh, Fei</b> |
| 2499 | | , "Creating environments for innovation: Designing and implementing advanced experimental network research testbeds based on the Global Lambda Integrated Facility and the StarLight Exchange." |
| 2500 | | Computer Networks, |
| 2501 | | 2014. |
| 2502 | | doi:10.1016/j.bjp.2013.12.024. |
| 2503 | | <a href="http://dx.doi.org/10.1016/j.bjp.2013.12.024">http://dx.doi.org/10.1016/j.bjp.2013.12.024</a> |
| 2504 | | <br><br><b>Abstract: </b>Large scale national and international experimental research environments are required to advance communication services and supporting network architecture, technology, and infrastructure. Theories and concepts are often explored using simulation and modeling techniques within labs or on small scale testbeds. However, while such testbeds are valuable resources for the research process, these facilities alone cannot provide an appropriate approximation of the real world conditions required to explore ideas at scale. Very large scale global, experimental network research capabilities are required to deeply investigate innovative concepts. For many years, network testbeds were created to address fairly specific, well defined, limited research goals, and they were implemented for fairly short periods. Recently, taking advantage of a number of macro information technology trends, such as virtualization and programmable resources, several network research communities have been developing innovative types of network research environments. Instead of designing traditional network testbeds, research communities are designing large scale, highly flexible distributed platforms that can be used to create many different types of testbeds. Also, rather than creating short term testbeds for limited research objectives, these new environments are being designed as long term persistent resources to support many types of experimental research. This paper describes the motivations for this trend, provides several examples of large scale distributed network research environments based on the Global Lambda Integrated Facility (GLIF) and the StarLight Exchange Facility, including the Global Environment for Network Innovation (GENI), and indicates emerging future trends for these types of environments. |
| | 2943 | , "Operational System Testing for Designed in Security." |
| | 2944 | Proceedings of the Eighth Annual Cyber Security and Information Intelligence Research Workshop, Oak Ridge, Tennessee, ACM, New York, NY, USA, |
| | 2945 | 2013. |
| | 2946 | doi:10.1145/2459976.2460038. |
| | 2947 | <a href="http://dx.doi.org/10.1145/2459976.2460038">http://dx.doi.org/10.1145/2459976.2460038</a> |
| | 2948 | <br><br><b>Abstract: </b>To design secure systems, one needs to understand how attackers use system vulnerabilities in their favor. This requires testing vulnerabilities on operational systems. However, working on operational systems is not always possible because of the risk of disturbance. In this study, we introduce an approach to experimenting using operational system data and performing real attacks without disturbing the original system. We applied this approach to a network security experiment and tested the performance of three detection methods. The approach used in this study can be used when developing systems with Designed-in Security to identify and test system vulnerabilities. |
| | 2949 | </li> |
| | 2950 | <br> |
| | 2951 | |
| | 2952 | <li> |
| | 2953 | <b>Ozcelik, Ilker and Brooks, Richard R.</b> |
| | 2954 | , "Performance Analysis of DDoS Detection Methods on Real Network." |
| | 2955 | First GENI Research and Educational Experiment Workshop (GREE 2012), Los Angeles, |
| | 2956 | 2012. |
| | 2957 | |
| | 2958 | |
| | 2959 | <br><br><b>Abstract: </b>Distributed Denial of Service (DDoS) attacks are major security threats to the Internet. The distributed structure of these attacks makes it difficult to distinguish between legitimate and attack traffic, making detection difficult. In addition to this challenge, researchers also have to study and find countermeasures against these attacks without using an operational network for testing, since attacks on operational networks inconvenience users. In this paper, we propose a method to perform DDoS analysis on real hardware using real traffic without jeopardizing the original network. We implement our experiments on the Geni testbed using Openflow. We present results from DDoS detection methods using operational traffic. |
| | 2960 | </li> |
| | 2961 | <br> |
| | 2962 | |
| | 2963 | <li> |
| | 2964 | <b>Ozcelik, Ilker and Brooks, Richard R.</b> |
| 2908 | | </li> |
| 2909 | | <br> |
| 2910 | | |
| 2911 | | <li> |
| 2912 | | <b>Ozcelik, Ilker and Brooks, Richard R.</b> |
| 2913 | | , "Performance Analysis of DDoS Detection Methods on Real Network." |
| 2914 | | First GENI Research and Educational Experiment Workshop (GREE 2012), Los Angeles, |
| 2915 | | 2012. |
| 2916 | | |
| 2917 | | |
| 2918 | | <br><br><b>Abstract: </b>Distributed Denial of Service (DDoS) attacks are major security threats to the Internet. The distributed structure of these attacks makes it difficult to distinguish between legitimate and attack traffic, making detection difficult. In addition to this challenge, researchers also have to study and find countermeasures against these attacks without using an operational network for testing, since attacks on operational networks inconvenience users. In this paper, we propose a method to perform DDoS analysis on real hardware using real traffic without jeopardizing the original network. We implement our experiments on the Geni testbed using Openflow. We present results from DDoS detection methods using operational traffic. |
| 2919 | | </li> |
| 2920 | | <br> |
| 2921 | | |
| 2922 | | <li> |
| 2923 | | <b>Ozcelik, Ilker and Brooks, Richard R.</b> |
| 2924 | | , "Operational System Testing for Designed in Security." |
| 2925 | | Proceedings of the Eighth Annual Cyber Security and Information Intelligence Research Workshop, Oak Ridge, Tennessee, ACM, New York, NY, USA, |
| 2926 | | 2013. |
| 2927 | | doi:10.1145/2459976.2460038. |
| 2928 | | <a href="http://dx.doi.org/10.1145/2459976.2460038">http://dx.doi.org/10.1145/2459976.2460038</a> |
| 2929 | | <br><br><b>Abstract: </b>To design secure systems, one needs to understand how attackers use system vulnerabilities in their favor. This requires testing vulnerabilities on operational systems. However, working on operational systems is not always possible because of the risk of disturbance. In this study, we introduce an approach to experimenting using operational system data and performing real attacks without disturbing the original system. We applied this approach to a network security experiment and tested the performance of three detection methods. The approach used in this study can be used when developing systems with Designed-in Security to identify and test system vulnerabilities. |
| | 3055 | <b>Rahimi, R. and Shao, C. and Veeraraghavan, M. and Fumagalli, A. and Nicho, J. and Meyer, J. and Edwards, S. and Flannigan, C. and Evans, P.</b> |
| | 3056 | , "An Industrial Robotics Application with Cloud Computing and High-Speed Networking." |
| | 3057 | 2017 First IEEE International Conference on Robotic Computing (IRC), Taichung, Taiwan, IEEE, |
| | 3058 | 2017. |
| | 3059 | doi:10.1109/irc.2017.39. |
| | 3060 | <a href="http://dx.doi.org/10.1109/irc.2017.39">http://dx.doi.org/10.1109/irc.2017.39</a> |
| | 3061 | <br><br><b>Abstract: </b>This paper describes an industrial cloud robotics distributed application that was executed across a high-speed wide-area network. The application was implemented using ROS libraries and packages. The purpose of the application is to enable an industrial robot to perform surface blending. A Kinect sensor, a surface blending tool and a laser scanner are mounted on the robot arm. The arm is moved under software control to scan a work bench on which metal parts of variable size can be laid out at any orientation. The collected point cloud data is processed by a segmentation algorithm to find the surface boundaries. A Cartesian path planning algorithm is executed to determine paths for the robot arm to execute the blending action and a laser scan on a selected surface. A new ROS package was implemented to collect CPU, memory and bandwidth usage for each significant ROS node in this distributed application. To emulate a scenario in which computing resources at a remote datacenter can be used for the segmentation and path planning algorithms in conjunction with the robots located on a factory floor, a software-defined network testbed called GENI was used to distribute compute-heavy ROS nodes. Measurements show that with TCP tuning, and high-speed end-to-end paths, the total execution time in the Cloud scenario can be reasonably close to a local scenario in which computing is collocated with the robot. |
| | 3062 | </li> |
| | 3063 | <br> |
| | 3064 | |
| | 3065 | |
| | 3066 | |
| | 3067 | <li> |
| | 4031 | , "PrimoGENI for hybrid network simulation and emulation experiments in GENI." |
| | 4032 | Journal of Simulation, |
| | 4033 | 2012. |
| | 4034 | doi:10.1057/jos.2012.5. |
| | 4035 | <a href="http://dx.doi.org/10.1057/jos.2012.5">http://dx.doi.org/10.1057/jos.2012.5</a> |
| | 4036 | <br><br><b>Abstract: </b>The Global Environment for Network Innovations (GENI) is a community-driven research and development effort to build a collaborative and exploratory network experimentation platform—a 'virtual laboratory' for the design, implementation, and evaluation of future networks. The PrimoGENI project enables real-time network simulation by extending an existing network simulator to become part of the GENI federation to support large-scale experiments involving physical, simulated, and emulated network entities. In this paper, we describe a novel design of PrimoGENI, which aims at supporting realistic, scalable, and flexible network experiments with real-time simulation and emulation capabilities. We present a flexible emulation infrastructure that allows both remote client machines, local cluster nodes running virtual machines, and external networks to seamlessly interoperate with the simulated network running within a designated 'slice' of resources. We present the results of our preliminary validation and performance studies to demonstrate the capabilities as well as limitations of our approach. |
| | 4037 | </li> |
| | 4038 | <br> |
| | 4039 | |
| | 4040 | <li> |
| | 4041 | <b>Van Vorst, N. and Erazo, M. and Liu, J.</b> |
| 3983 | | </li> |
| 3984 | | <br> |
| 3985 | | |
| 3986 | | <li> |
| 3987 | | <b>Van Vorst, N. and Erazo, M. and Liu, J.</b> |
| 3988 | | , "PrimoGENI for hybrid network simulation and emulation experiments in GENI." |
| 3989 | | Journal of Simulation, |
| 3990 | | 2012. |
| 3991 | | doi:10.1057/jos.2012.5. |
| 3992 | | <a href="http://dx.doi.org/10.1057/jos.2012.5">http://dx.doi.org/10.1057/jos.2012.5</a> |
| 3993 | | <br><br><b>Abstract: </b>The Global Environment for Network Innovations (GENI) is a community-driven research and development effort to build a collaborative and exploratory network experimentation platform—a 'virtual laboratory' for the design, implementation, and evaluation of future networks. The PrimoGENI project enables real-time network simulation by extending an existing network simulator to become part of the GENI federation to support large-scale experiments involving physical, simulated, and emulated network entities. In this paper, we describe a novel design of PrimoGENI, which aims at supporting realistic, scalable, and flexible network experiments with real-time simulation and emulation capabilities. We present a flexible emulation infrastructure that allows both remote client machines, local cluster nodes running virtual machines, and external networks to seamlessly interoperate with the simulated network running within a designated 'slice' of resources. We present the results of our preliminary validation and performance studies to demonstrate the capabilities as well as limitations of our approach. |
| | 4328 | , "Capacity of Inter-cloud Layer-2 Virtual Networking." |
| | 4329 | Proceedings of the 2014 ACM SIGCOMM Workshop on Distributed Cloud Computing, Chicago, Illinois, USA, ACM, New York, NY, USA, |
| | 4330 | 2014. |
| | 4331 | doi:10.1145/2627566.2627573. |
| | 4332 | <a href="http://dx.doi.org/10.1145/2627566.2627573">http://dx.doi.org/10.1145/2627566.2627573</a> |
| | 4333 | <br><br><b>Abstract: </b>Due to the economy of scale of Ethernet networks and available dynamic circuit capability from the major national research and educational networks, VLAN (Virtual LAN) based virtual networking solution has been successfully adopted in some advanced distributed cloud systems. However, there are two major constraints in this adaptation: (1) dynamic circuit service is far from pervasive; (2) there is only limited VLAN tags offered by regional network service providers. In this paper, after examining layer-2 networking in large-scale distributed cloud environments, we present a graph theoretical model to study the network capacity in terms of the number of inter-cloud connections that can co-exist. We further design the algorithms to achieve this capacity for both point-to-point and multi-point inter-cloud connections in both static and dynamic scenarios. We also study a general topology embedding problem based on this model. As tagging is a common mechanism for isolating communication channels in other network layers, the proposed models and algorithms can be extended to optical and IP networks. |
| | 4334 | </li> |
| | 4335 | <br> |
| | 4336 | |
| | 4337 | <li> |
| | 4338 | <b>Xin, Yufeng and Baldin, Ilya and Heermann, Chris and Mandal, Anirban and Ruth, Paul</b> |
| 4280 | | </li> |
| 4281 | | <br> |
| 4282 | | |
| 4283 | | <li> |
| 4284 | | <b>Xin, Yufeng and Baldin, Ilya and Heermann, Chris and Mandal, Anirban and Ruth, Paul</b> |
| 4285 | | , "Capacity of Inter-cloud Layer-2 Virtual Networking." |
| 4286 | | Proceedings of the 2014 ACM SIGCOMM Workshop on Distributed Cloud Computing, Chicago, Illinois, USA, ACM, New York, NY, USA, |
| 4287 | | 2014. |
| 4288 | | doi:10.1145/2627566.2627573. |
| 4289 | | <a href="http://dx.doi.org/10.1145/2627566.2627573">http://dx.doi.org/10.1145/2627566.2627573</a> |
| 4290 | | <br><br><b>Abstract: </b>Due to the economy of scale of Ethernet networks and available dynamic circuit capability from the major national research and educational networks, VLAN (Virtual LAN) based virtual networking solution has been successfully adopted in some advanced distributed cloud systems. However, there are two major constraints in this adaptation: (1) dynamic circuit service is far from pervasive; (2) there is only limited VLAN tags offered by regional network service providers. In this paper, after examining layer-2 networking in large-scale distributed cloud environments, we present a graph theoretical model to study the network capacity in terms of the number of inter-cloud connections that can co-exist. We further design the algorithms to achieve this capacity for both point-to-point and multi-point inter-cloud connections in both static and dynamic scenarios. We also study a general topology embedding problem based on this model. As tagging is a common mechanism for isolating communication channels in other network layers, the proposed models and algorithms can be extended to optical and IP networks. |
| | 4390 | <b>Xiong, Kaiqi and Makati, Mufaddal</b> |
| | 4391 | , "Assessing End-to-end Performance and Security in Cloud Computing." |
| | 4392 | Proceedings of the Symposium on Applied Computing, Marrakech, Morocco, ACM, New York, NY, USA, |
| | 4393 | 2017. |
| | 4394 | doi:10.1145/3019612.3019633. |
| | 4395 | <a href="http://dx.doi.org/10.1145/3019612.3019633">http://dx.doi.org/10.1145/3019612.3019633</a> |
| | 4396 | <br><br><b>Abstract: </b>While most studies are concerned with the network performance and security of data centers in the cloud - a shared computing infrastructure, there is little research on the understanding of the end-to-end performance and security of cloud services offered by cloud providers. That is, while cloud providers promise to deliver cloud services that meet predefined Quality of Services (QoS), there is nowadays a lack of efficient tools for the verification of the performance and security of cloud services a user has received. Such research, however, plays an important role in the successful delivery of cloud services. In this paper, we present a systematic way to evaluate the end-to-end performance and security of cloud services in a shared computing infrastructure. We design and develop an end-to-end SECUrity and Performance assessment framework (SECUPerf), where we experimentally and analytically investigate the performance and security of the routers along the path of cloud services between cloud users and providers. Our experimental results have demonstrated the applicability and usefulness of SECUPerf in the cloud. SECUPerf is useful to all the users in the shared computing infrastructure. |
| | 4397 | </li> |
| | 4398 | <br> |
| | 4399 | |
| | 4400 | |
| | 4401 | |
| | 4402 | <li> |
| | 4729 | <b>Antequera, Ronny B. and Calyam, Prasad and Chandrashekara, Arjun A. and Malhotra, Shivoam</b> |
| | 4730 | , "Recommending Resources to Cloud Applications Based on Custom Templates Composition." |
| | 4731 | Proceedings of the Computing Frontiers Conference, Siena, Italy, ACM, New York, NY, USA, |
| | 4732 | 2017. |
| | 4733 | doi:10.1145/3075564.3075582. |
| | 4734 | </li> |
| | 4735 | <br> |
| | 4736 | |
| | 4737 | |
| | 4738 | |
| | 4739 | <li> |
| | 5290 | <b>Cecil, J. and Gupta, Avinash and Ramanathan, P. and Pirela-Cruz, Miguel</b> |
| | 5291 | , "A distributed collaborative simulation environment for orthopedic surgical training." |
| | 5292 | 2017 Annual IEEE International Systems Conference (SysCon), Montreal, QC, Canada, IEEE, |
| | 5293 | 2017. |
| | 5294 | doi:10.1109/syscon.2017.7934721. |
| | 5295 | </li> |
| | 5296 | <br> |
| | 5297 | |
| | 5298 | |
| | 5299 | |
| | 5300 | <li> |
| | 5460 | <b>Chung, Joaquin and Cox, Jacob and Clark, Russ and Owen, Henry</b> |
| | 5461 | , "FAS: Federated Auditing for Software-defined exchanges." |
| | 5462 | SoutheastCon 2017, Concord, NC, USA, IEEE, |
| | 5463 | 2017. |
| | 5464 | doi:10.1109/secon.2017.7925261. |
| | 5465 | </li> |
| | 5466 | <br> |
| | 5467 | |
| | 5468 | |
| | 5469 | |
| | 5470 | <li> |
| | 5912 | , "GENI Wireless Testbed: A Flexible Open Ecosystem for Wireless Communications Research: Demo." |
| | 5913 | Proceedings of the 22Nd Annual International Conference on Mobile Computing and Networking, New York City, New York, ACM, New York, NY, USA, |
| | 5914 | 2016. |
| | 5915 | doi:10.1145/2973750.2985627. |
| | 5916 | </li> |
| | 5917 | <br> |
| | 5918 | |
| | 5919 | <li> |
| | 5920 | <b>Gosain, Abhimanyu and Seskar, Ivan</b> |
| 5805 | | </li> |
| 5806 | | <br> |
| 5807 | | |
| 5808 | | <li> |
| 5809 | | <b>Gosain, Abhimanyu and Seskar, Ivan</b> |
| 5810 | | , "GENI Wireless Testbed: A Flexible Open Ecosystem for Wireless Communications Research: Demo." |
| 5811 | | Proceedings of the 22Nd Annual International Conference on Mobile Computing and Networking, New York City, New York, ACM, New York, NY, USA, |
| 5812 | | 2016. |
| 5813 | | doi:10.1145/2973750.2985627. |
| 6594 | | , "Next Generation Virtual Network Architecture for Multi-tenant Distributed Clouds: Challenges and Emerging Techniques." |
| 6595 | | Proceedings of the 4th Workshop on Distributed Cloud Computing, Chicago, Illinois, ACM, New York, NY, USA, |
| 6596 | | 2016. |
| 6597 | | doi:10.1145/2955193.2955194. |
| 6598 | | </li> |
| 6599 | | <br> |
| 6600 | | |
| 6601 | | <li> |
| 6602 | | <b>Mambretti, Joe and Chen, Jim and Yeh, Fei</b> |
| | 6709 | </li> |
| | 6710 | <br> |
| | 6711 | |
| | 6712 | <li> |
| | 6713 | <b>Mambretti, Joe and Chen, Jim and Yeh, Fei</b> |
| | 6714 | , "Next Generation Virtual Network Architecture for Multi-tenant Distributed Clouds: Challenges and Emerging Techniques." |
| | 6715 | Proceedings of the 4th Workshop on Distributed Cloud Computing, Chicago, Illinois, ACM, New York, NY, USA, |
| | 6716 | 2016. |
| | 6717 | doi:10.1145/2955193.2955194. |
| | 7055 | , "Operational System Testing for Designed in Security." |
| | 7056 | Proceedings of the Eighth Annual Cyber Security and Information Intelligence Research Workshop, Oak Ridge, Tennessee, ACM, New York, NY, USA, |
| | 7057 | 2013. |
| | 7058 | doi:10.1145/2459976.2460038. |
| | 7059 | </li> |
| | 7060 | <br> |
| | 7061 | |
| | 7062 | <li> |
| | 7063 | <b>Ozcelik, Ilker and Brooks, Richard R.</b> |
| 6969 | | <li> |
| 6970 | | <b>Ozcelik, Ilker and Brooks, Richard R.</b> |
| 6971 | | , "Operational System Testing for Designed in Security." |
| 6972 | | Proceedings of the Eighth Annual Cyber Security and Information Intelligence Research Workshop, Oak Ridge, Tennessee, ACM, New York, NY, USA, |
| 6973 | | 2013. |
| 6974 | | doi:10.1145/2459976.2460038. |
| 6975 | | </li> |
| 6976 | | <br> |
| 6977 | | |
| | 7149 | <b>Rahimi, R. and Shao, C. and Veeraraghavan, M. and Fumagalli, A. and Nicho, J. and Meyer, J. and Edwards, S. and Flannigan, C. and Evans, P.</b> |
| | 7150 | , "An Industrial Robotics Application with Cloud Computing and High-Speed Networking." |
| | 7151 | 2017 First IEEE International Conference on Robotic Computing (IRC), Taichung, Taiwan, IEEE, |
| | 7152 | 2017. |
| | 7153 | doi:10.1109/irc.2017.39. |
| | 7154 | </li> |
| | 7155 | <br> |
| | 7156 | |
| | 7157 | |
| | 7158 | |
| | 7159 | <li> |
| | 8226 | , "Capacity of Inter-cloud Layer-2 Virtual Networking." |
| | 8227 | Proceedings of the 2014 ACM SIGCOMM Workshop on Distributed Cloud Computing, Chicago, Illinois, USA, ACM, New York, NY, USA, |
| | 8228 | 2014. |
| | 8229 | doi:10.1145/2627566.2627573. |
| | 8230 | </li> |
| | 8231 | <br> |
| | 8232 | |
| | 8233 | <li> |
| | 8234 | <b>Xin, Yufeng and Baldin, Ilya and Heermann, Chris and Mandal, Anirban and Ruth, Paul</b> |
| 8117 | | </li> |
| 8118 | | <br> |
| 8119 | | |
| 8120 | | <li> |
| 8121 | | <b>Xin, Yufeng and Baldin, Ilya and Heermann, Chris and Mandal, Anirban and Ruth, Paul</b> |
| 8122 | | , "Capacity of Inter-cloud Layer-2 Virtual Networking." |
| 8123 | | Proceedings of the 2014 ACM SIGCOMM Workshop on Distributed Cloud Computing, Chicago, Illinois, USA, ACM, New York, NY, USA, |
| 8124 | | 2014. |
| 8125 | | doi:10.1145/2627566.2627573. |
| | 8272 | </li> |
| | 8273 | <br> |
| | 8274 | |
| | 8275 | |
| | 8276 | |
| | 8277 | <li> |
| | 8278 | <b>Xiong, Kaiqi and Makati, Mufaddal</b> |
| | 8279 | , "Assessing End-to-end Performance and Security in Cloud Computing." |
| | 8280 | Proceedings of the Symposium on Applied Computing, Marrakech, Morocco, ACM, New York, NY, USA, |
| | 8281 | 2017. |
| | 8282 | doi:10.1145/3019612.3019633. |
