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Title of Journal: J Sign Process Syst

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Abbravation: Journal of Signal Processing Systems

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Springer US

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DOI

10.1002/dc.10242

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1939-8115

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AI Based Network and Radio Resource Management in

Authors: Giulio Bartoli Dania Marabissi Renato Pucci Luca Simone Ronga
Publish Date: 2017/01/28
Volume: 89, Issue: 1, Pages: 133-143
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Abstract

The demand for pervasive wireless access and high data rate services are expected to grow significantly in the near future In this context the deployment of Heterogeneous Networks HetNets will enable important capabilities such as high data rates and traffic offloading providing dedicated capacity to homes enterprises and urban hotspots Despite HetNet technology will be beneficial for future wireless systems in many ways the massive cells diffusion has as a consequence an exponential increase of the backhaul traffic that can create congestion and collapse the backhaul network Virtualization of networks and radio access allows the implementation of complex and efficient decisional processes for radio and network resource optimization but the interaction between lower and upper layers during resource allocation decisions is still mostly unexplored In this paper we propose an artificial intelligence based approach with two interdependent decisional cores exchanging information one aware of physical layer aspects and the other controlling pure network resources The two iterative procedures aim at jointly optimizing the distribution of the traffic in the backhaul network and the users cell association with the goals of minimizing the unsatisfied users data rate requests and minimizing the energy consumption reducing the number of activated cells respectively


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Other Papers In This Journal:

  1. Biometric-oriented Iris Identification Based on Mathematical Morphology
  2. Tracking Forecast Memories for Stochastic Decoding
  3. Exploration of Soft-Output MIMO Detector Implementations on Massive Parallel Processors
  4. Power Efficient Signal Processing for mmWave 5G Systems
  5. An Efficient Architecture for Sequential Monte Carlo Receivers in Wireless Flat-Fading Channels
  6. Energy Efficiency Optimization for Communication of Air-Based Information Network with Guaranteed Timing Constraints
  7. Embedded Hypercube Graph Applied to Image Analysis Problems
  8. The Rate-Distortion Optimized Compressive Sensing for Image Coding
  9. Times Square – Marriage of Real-Time and Logical-Time in GALS and Synchronous Languages
  10. A 13 Gbps, 0.13 μ m CMOS, Multiplication-Free MIMO Detector
  11. Automatic Synthesis of Parsers and Validation of Bitstreams Within the MPEG Reconfigurable Video Coding Framework
  12. Editorial
  13. DART—a High Level Software-Defined Radio Platform Model for Developing the Run-Time Controller
  14. Utilization of Pipeline Technique in AOP Based Multipliers with Parallel Inputs
  15. Design and Analysis of Hierarchically Modulated BICM-ID Receivers With Low Inter-Layer Interferences
  16. Area Efficient Sequential Decimal Fixed-point Multiplier
  17. Design of High Performance 8 bit Multiplier using Vedic Multiplication Algorithm with McCMOS Technique
  18. Power-Efficient State Exchange Scheme for Low-Latency SMU Design of Viterbi Decoder
  19. Traceback-Based Optimizations for Maximum a Posteriori Decoding Algorithms
  20. An Authentication Technique for Image/Legal Document (ATILD)
  21. Matrix Merging Scheme and Efficient Decoding Techniques for Reconfigurable QC-LDPC Decoders
  22. Real-Time Embedded Software Design for Mobile and Ubiquitous Systems
  23. A High-level Microprocessor Power Modeling Technique Based on Event Signatures
  24. Optimized Implementation of RNS FIR Filters Based on FPGAs
  25. Entropy Power Inequality for Learning Optimal Combination of Kernel Functions
  26. Dynamic Spectrum Access is the Solution: What’s the Problem?

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