798 research outputs found

    P4CEP: Towards In-Network Complex Event Processing

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    In-network computing using programmable networking hardware is a strong trend in networking that promises to reduce latency and consumption of server resources through offloading to network elements (programmable switches and smart NICs). In particular, the data plane programming language P4 together with powerful P4 networking hardware has spawned projects offloading services into the network, e.g., consensus services or caching services. In this paper, we present a novel case for in-network computing, namely, Complex Event Processing (CEP). CEP processes streams of basic events, e.g., stemming from networked sensors, into meaningful complex events. Traditionally, CEP processing has been performed on servers or overlay networks. However, we argue in this paper that CEP is a good candidate for in-network computing along the communication path avoiding detouring streams to distant servers to minimize communication latency while also exploiting processing capabilities of novel networking hardware. We show that it is feasible to express CEP operations in P4 and also present a tool to compile CEP operations, formulated in our P4CEP rule specification language, to P4 code. Moreover, we identify challenges and problems that we have encountered to show future research directions for implementing full-fledged in-network CEP systems.Comment: 6 pages. Author's versio

    Mobile Cloud Computing: Resource Discovery, Session Connectivity and Other Open Issues

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    Abstract—Cloud computing can be considered as a model that provides network access to a shared pool of resources, such as storage and computing power, which can be rapidly provisioned and released with minimal management effort. This paper describes a research activity in the area of mobile cloud computing. It highlights different open issues which are associated with the mobile usage of cloud computing. By establishing a list of criteria for those issues, different solutions are compared against each other. The solutions discussed in this paper focus on different aspects of cloud computing in association with mobile usage. Each of the presented solutions offers at least one satisfactory approach for one of the open issues that are associated with the mobile usage of cloud computing resources. By combining the different existing approaches it would be possible to generate a solution that covers most of the issues currently identified

    A Comprehensive Survey of the Tactile Internet: State of the art and Research Directions

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    The Internet has made several giant leaps over the years, from a fixed to a mobile Internet, then to the Internet of Things, and now to a Tactile Internet. The Tactile Internet goes far beyond data, audio and video delivery over fixed and mobile networks, and even beyond allowing communication and collaboration among things. It is expected to enable haptic communication and allow skill set delivery over networks. Some examples of potential applications are tele-surgery, vehicle fleets, augmented reality and industrial process automation. Several papers already cover many of the Tactile Internet-related concepts and technologies, such as haptic codecs, applications, and supporting technologies. However, none of them offers a comprehensive survey of the Tactile Internet, including its architectures and algorithms. Furthermore, none of them provides a systematic and critical review of the existing solutions. To address these lacunae, we provide a comprehensive survey of the architectures and algorithms proposed to date for the Tactile Internet. In addition, we critically review them using a well-defined set of requirements and discuss some of the lessons learned as well as the most promising research directions

    INFORMATION CENTRIC NETWORKING INTEREST SIGNALED DYNAMIC DATA INTEGRITY VALIDATION OFFLOAD TO FOG NODE OR MOBILE EDGE COMPUTING NODE

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    Techniques are described herein for offloading the responsibility of validation to an edge node such as a fog router or Mobile Edge Computing (MEC) platform by signaling the same in an Interest packet or using another Out-of-Band (OOB) mechanism. Upon receiving the Interest packet, the edge node creates the local state entry in a Pending Interest Table (PIT) and marks the entry for local integrity validation. The edge node uses any mechanism to retrieve the public key and perform the validation on behalf of the sensors/end-users

    VNF-AAPC : accelerator-aware VNF placement and chaining

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    In recent years, telecom operators have been migrating towards network architectures based on Network Function Virtualization in order to reduce their high Capital Expenditure (CAPEX) and Operational Expenditure (OPEX). However, virtualization of some network functions is accompanied by a significant degradation of Virtual Network Function (VNF) performance in terms of their throughput or energy consumption. To address these challenges, use of hardware-accelerators, e.g. FPGAs, GPUs, to offload CPU-intensive operations from performance-critical VNFs has been proposed. Allocation of NFV infrastructure (NFVi) resources for VNF placement and chaining (VNF-PC) has been a major area of research recently. A variety of resources allocation models have been proposed to achieve various operator's objectives i.e. minimizing CAPEX, OPEX, latency, etc. However, the VNF-PC resource allocation problem for the case when NFVi incorporates hardware-accelerators remains unaddressed. Ignoring hardware-accelerators in NFVi while performing resource allocation for VNF-chains can nullify the advantages resulting from the use of hardware-accelerators. Therefore, accurate models and techniques for the accelerator-aware VNF-PC (VNF-AAPC) are needed in order to achieve the overall efficient utilization of all NFVi resources including hardware-accelerators. This paper investigates the problem of VNF-AAPC, i.e., how to allocate usual NFVi resources along-with hardware-accelerators to VNF-chains in a cost-efficient manner. Particularly, we propose two methods to tackle the VNF-AAPC problem. The first approach is based on Integer Linear Programming (ILP) which jointly optimizes VNF placement, chaining and accelerator allocation while concurring to all NFVi constraints. The second approach is a heuristic-based method that addresses the scalability issue of the ILP approach. The heuristic addresses the VNF-AAPC problem by following a two-step algorithm. The experimental evaluations indicate that incorporating accelerator-awareness in VNF-PC strategies can help operators to achieve additional cost-savings from the efficient allocation of hardware-accelerator resources

    Rethinking Software Network Data Planes in the Era of Microservices

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    Unified radio and network control across heterogeneous hardware platforms

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    Experimentation is an important step in the investigation of techniques for handling spectrum scarcity or the development of new waveforms in future wireless networks. However, it is impractical and not cost effective to construct custom platforms for each future network scenario to be investigated. This problem is addressed by defining Unified Programming Interfaces that allow common access to several platforms for experimentation-based prototyping, research, and development purposes. The design of these interfaces is driven by a diverse set of scenarios that capture the functionality relevant to future network implementations while trying to keep them as generic as possible. Herein, the definition of this set of scenarios is presented as well as the architecture for supporting experimentation-based wireless research over multiple hardware platforms. The proposed architecture for experimentation incorporates both local and global unified interfaces to control any aspect of a wireless system while being completely agnostic to the actual technology incorporated. Control is feasible from the low-level features of individual radios to the entire network stack, including hierarchical control combinations. A testbed to enable the use of the above architecture is utilized that uses a backbone network in order to be able to extract measurements and observe the overall behaviour of the system under test without imposing further communication overhead to the actual experiment. Based on the aforementioned architecture, a system is proposed that is able to support the advancement of intelligent techniques for future networks through experimentation while decoupling promising algorithms and techniques from the capabilities of a specific hardware platform
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