PRO
PUB
ART
Blanco Jauregi, Begoña
PRO
PUB
ART

Blanco Jauregi, Begoña

MEMBER
Center
E.U. Ingeniería Técnica Industrial
Rafael Moreno "Pichichi" 3. Bilbao, 48013
Office
13A3
Phone
+34 94 601 4492
Fax
+34 94 601 4300

Academic degrees

University degree

Career
Engineering in Telecommunications
Intensification
Telematics
Center
University of the Basque Country (UPV/EHU)
Date
2000

Doctorate

DEA program
Comunicaciones, Electrónica y Control
DEA date
2008
Thesis title
Propuesta de una técnica de rutado adaptativa para redes AD HOC
Date
2014

Masters

Master
Postgrado en Redes, Servicios Telemáticos e Internet
Center
University of the Basque Country (UPV/EHU)
Date
2001
Projects

Proyecto estratégico de investigación sobre QoS en redes de datos

UPV/EHU
DET (UPV/EHU)
03/2009 - 03/2012

Análisis del Impacto de los Parámetros del Acceso Radio en HSPA e Interfaces =3G...

Gobierno Vasco
DET (UPV/EHU)
01/2008 - 12/2009

ICT ADAMANTIUM - ADAptative Management of mediA distributioN based on saTisfaction orIented User Modelling

7th Research Framework Programme
Call: FP7-ICT-2007-1
Specific Program: Cooperation
ICT Challenge 1: Pervasive and Trusted Network and Service Infrastructures
03/2008 - 08/2010

Sistema de adaptación dinámica multicriterio enfocada a la PQoS

Gobierno Vasco
DET (UPV/EHU)
01/2007 - 12/2008
Publications

Sareari adimena gehitzen: machine learning eta gaitasun kognitiboen sarrera sare-mailako monitorizaziorako eta matxuren diagnostikorako

Ianire Taboada, Bego Blanco
EKAIA Euskal Herriko Unibertsitateko Zientzi eta Teknologi Aldizkaria aldizkaria
2018

An index rule proposal for scheduling in mobile broadband networks with limited channel feedback

Ianire Taboada, Fidel Liberal, Jose Oscar Fajardo, Bego Blanco
Performance Evaluation
Volume 117 Issue C, December 2017 Pages 130-142
December 2017
JCR: 1.613 (2016)
ABSTRACT
Taking a look over current mobile implementations, the overhead introduced by the uplink signaling can be prevented reducing the rate of Channel Quality Information reports sent from the mobile users to the channel-aware schedulers located at base stations. In this context, the main goal of the present work is to handle the problem of scheduling traffic flows in modern wireless downlink systems under partially observable channel feedback. With this objective, we focus on the design of an scheduler aimed at minimizing the mean flow delay. In this way, we model the optimization problem as a Partially Observable Markov Decision Process, which depends on the belief state of each users best channel condition. Due to the complexity of the model, we consider the Whittle index-based relaxation, and we derive an index rule which is easily implementable. Whittle indices are obtained offline by means of an algorithm called Adaptive Greedy. The proposed scheduling policy consists in giving priority to the users with the highest Whittle index value. The resulting scheduling solution is then evaluated in both single-class and multi-class scenarios, using real-world channel quality traces in the performed experiments. The obtained results show that the proposed scheduling index rule outperforms the well-known channel-aware disciplines.

A Robust Optimization Based Energy-Aware Virtual Network Function Placement Proposal for Small Cell 5G Networks with Mobile Edge Computing Capabilities

Bego Blanco, Ianire Taboada, Jose Oscar Fajardo, Fidel Liberal
Mobile Information Systems
December 2017
ABSTRACT
In the context of cloud-enabled 5G radio access networks with network function virtualization capabilities, we focus on the virtual network function placement problem for a multi-tenant cluster of small cells that provide mobile edge computing services. Under an emerging distributed network architecture and hardware infrastructure, we employ cloud-enabled small cells that integrate micro servers for virtualization execution, equipped with additional hardware appliances. We develop an energy-aware placement solution using a robust optimization approach based on service demand uncertainty in order to minimize the power consumption in the system constrained by network service latency requirements and infrastructure terms. Then, we discuss the results of the proposed placement mechanism in 5G scenarios that combine several service flavours and robust protection values. Once the impact of the service flavour and robust protection on the global power consumption of the system is analyzed, numerical results indicate that our proposal successes to efficiently place the virtual network functions that compose the network services in the available hardware infrastructure while fulfilling service constraints.

Design of Virtual Infrastructure Manager with novel VNF placement features for edge clouds in 5G

Ruben Solozabal, Bego Blanco, Jose Oscar Fajardo, Ianire Taboada, Fidel Liberal, Elisa Jimeno, and Javier G. Lloreda
UPV/EHU, ATOS Spain
Engineering Applications of Neural Networks. EANN 2017. Communications in Computer and Information Science, vol 744.
02 August 2017
ABSTRACT
This paper focuses on multi-tenant 5G networks with virtualization and mobile edge computing capabilities, in the scope of cloud-enabled small cell deployments. In this context, the work here presented deals with the service management and orchestration challenges that arise when handling service mapping on the multi-tenant distributed cloud-enabled radio access network architecture. For that aim, once analysed cloud edge services management and 5G network instantiation in the OpenStack platform, we modify the provided virtual infrastructure manager so as to incorporate virtual network function placement features of the SESAME environment. As main contributions, we adapt the OpenStack application instances to 5G Network Service instantiation, and we include an energy-aware and latency-constrained placement solution.

Technology pillars in the architecture of future 5G mobile networks: NFV, MEC and SDN.

Bego Blanco, Jose Oscar Fajardo, Ioannis Giannoulakis, Emmanouil Kafetzakis, Shuping Peng, Jordi Perez-Romero, Irena Trajkovska, Pouria S. Khodashenas, Leonardo Goratti, Michele Paolino, Evangelos Sfakianakis, Fidel Liberal, George Xilouris
UPV/EHU, NCSRD, ORION Innovations, Fujitsu Laboratories of Europe (FLE), UPC, ZHAW, i2CAT, CREATE-NET, Virtual Open Systems, Hellenic Telecommunications Organization (OTE)
Computer Standards & Interfaces
In Press
Available online 4 January 2017
JCR: 1.268
ABSTRACT
This paper analyzes current standardization situation of 5G and the role network softwarization plays in order to address the challenges the new generation of mobile networks must face. This paper surveys recent documentation from the main stakeholders to pick out the use cases, scenarios and emerging vertical sectors that will be enabled by 5G technologies, and to identify future high-level service requirements. Driven by those service requirements 5G systems will support diverse radio access technology scenarios, meet end-to-end user experienced requirements and provide capability of flexible network deployment and efficient operations. Then, based on the identifi ed requirements, the paper overviews the main 5G technology trends and design principles to address them. In particular, the paper emphasizes the role played by three main technologies, namely SDN, NFV and MEC, and analyzes the main open issues of these technologies in relation to 5G.

QoE-Oriented Mobile Edge Service Management Leveraging SDN and NFV

Shuping Peng, Jose Oscar Fajardo, Pouria Sayyad Khodashenas, Begoña Blanco, Fidel Liberal, Cristina Ruiz, Charles Turyagyenda, Mick Wilson, and Sunil Vadgama
FLE, UPV/EHU, i2cat
Mobile Information Systems
Volume 2017 (2017), Article ID 3961689, 14 pages
January 2017
JCR: 1.462
ABSTRACT
5G envisages a hyper-connected society where trillions of diverse entities could communicate with each other anywhere and at any time, some of which will demand extremely challenging performance requirements such as sub-millisecond low latency. Mobile Edge Computing (MEC) concept where application computing resources are deployed at the edge of the mobile network in proximity of an end user is a promising solution to improve quality of online experience. To make MEC more flexible and cost-effective Network Functions Virtualisation (NFV) and Software-Defined Networking (SDN) technologies are widely adopted. It leads to significant CAPEX and OPEX reduction with the help of a joint radio-cloud management and orchestration logic. In this paper we discuss and develop a reference architecture for the orchestration and management of the MEC ecosystem. Along with the lifecycle management flows of MEC services, indicating the interactions among the functional modules inside the orchestrator and with external elements, QoS management with a focus on the channel state information technique is presented.

Ziklo kognitiboen diseinua 5G sareetan

Bego Blanco, Jose Oscar Fajardo, Fidel Liberal, Ianire Taboada
EKAIA Euskal Herriko Unibertsitateko Zientzi eta Teknologi Aldizkaria aldizkaria
2016
ABSTRACT
Hurrengo belaunaldiko sareen kudeaketak eskakizun erronkariei aurre egin behar izango die birtualizazio, softwarizazio eta cloud computing bezalako teknologia gaitzaileen aplikazioaren bitartez. Horrelako kudeaketa egoera konplexuan, adimen artifizialaren erabilpena ziklo kognitibo gisa erreminta ezberdintzaile eta ahaltsua bilakatu daiteke sistemaren errendimendu orokorra hobetzeko. Lan honek cloud-ean oinarritutako maila-anitzeko ziklo kognitiboa aurkezten du, aurresandako printzipioak aprobetxatzen dituena, 5G arkitekturaren kontrol eta kudeaketa atazak bermatzeko. Eredu berriztatzaile honek eskema kognitibo zentralizatu eta banatuak konbinatzen ditu modulu erabakitzaileetan sare arkitekturaren maila ezberdinetan, ertza eta cloud ingurunearen arteko elkareragiketa sustatzeko.

Design of Cognitive Cycles in 5G Networks

Bego Blanco, Jose Oscar Fajardo, Fidel Liberal
Artificial Intelligence Applications and Innovations, Volume 475 of the series IFIP Advances in Information and Communication Technology
Pages 697-708
02 September 2016
ABSTRACT
Adding cognitive capabilities to the wireless networks makes it possible to leverage the control and management information used in the network operation to infer information about the local state and exploit it to improve the overall performance. This paper deals with the combined use of centralized and distributed cognitive cycles integrated at different planes in 5G networks: an integrated data plane, a unified control plane and a cross-layer management plane. This context-aware cognitive schema acts on the decision making modules depending on the monitored environment to prevent failures, balance the virtualized execution and get a global enhancement in the provision of mobile services. The multi-level cognitive cycle supports the interaction between the edge and the cloud blurring the line that separates two paradigms: centralized radio operation and mobile edge services.

Suitability of ad hoc routing in WNR: Performance evaluation and case studies

Bego Blanco, Fidel Liberal, Ianire Taboada
Adhoc Networks, Volume 11, Issue 3, May 2013, Pages 1165–1177
May 2013
ABSTRACT
A major issue in the application of ad hoc networking to Wireless Networked Robotics is the choice of the routing protocol that performs better in a given scenario. However, far too little attention has been paid to routing issues involving enhanced robotic nodes. In view of the lack of a significant and comprehensive analysis, this research work completes an in-depth performance comparison of mostly well-known ad hoc routing protocols under a wide variety of conditions and applies the obtained results to a case study with three examples of real-world Wireless Networked Robotics scenarios.

New Approaches to Mobile Ad Hoc Routing: Application of Intelligent Optimization Techniques to Multicriteria Routing

Bego Blanco, Fidel Liberal
Mobile Ad Hoc Networks: Current Status and Future Trends
7th Chapter
November 2011

Gestión de Seguridad en Redes

Begoña Blanco Jauregi
Gestión de Seguridad en Redes
Ed.: Fundación Universitaria Iberoamericana

Year 2010

Multimedia Services Provision in MANETs

Jose Luis Jodra, Fidel Liberal, Begoña Blanco
Handbook of Research on Wireless Multimedia: Quality of Service and Solutions
Ed.: IGI Global

Chapter 8, Pages 203-239
July 2008
ABSTRACT
This chapter introduces the principal characteristics of MANETs and shows how these particularities may affect both QoS conditions and QoS management/provisioning systems, and therefore the capabilities of MANETs for properly providing multimedia services. After a deep analysis of different QoS mechanisms at different layers, the authors claim that QoS management cannot be handled only at the network layer or by applying some QoS-aware routing protocols. In fact, any end-to-end QoS provision architecture will demand QoS control mechanisms and information exchange among all the layers. A clear understanding of different proposals aimed at coping with QoS requirements at different layers will not only provide researchers with valuable information for designing better multimedia capable MANETs, but will also assist them in evaluating the need for a unified cross-layer approach in order to optimize the performance of analyzed protocols.

QoS Capabilities in MANETs

Begoña Blanco, Fidel Liberal, Jose Luis Jodra, Armando Ferro
Unlicensed Mobile Access Technology: Protocols, Architectures, Security, Standards and Applications
Ed.: Auerbach Publications

Chapter 13. Pages 249-278
Year 2008
Conference Papers

Quality of Service(QoS) oriented management system in 5G cloud enabled RAN

Ruben Solozabal, Jose Oscar Fajardo, Bego Blanco, Fidel Liberal
XIII Jornadas de Ingeniería Telemática (JITEL 2017), II Workshop QoS y QoE en Comunicación Multimedia (III QQCM 2017)
Valencia, Spain
27-29 Septiembre 2017
ABSTRACT
This paper analyzes different techniques to implement Quality of service (QoS) on multi-tenant 5G networks. Describes the architecture of the next generation mobile network based on cloud-enabled small cell deployments and also proposes an hybrid-cloud solution coexisting with centralized cloud RAN (C-RAN), in order to achieve a gradual implementation of the technology. In this context, the work here presented deals with the challenges of preserving the quality of experience in a multi-tenant cloud enable RAN bearing in mind the Key Performance Indicator (KPI) agreed in the Service Level Agreement (SLA). To achieve this goal, QoS should be managed at different levels of the architecture. Feedback should be given between learning modules in order to analyze the results and infer enhanced decision rules which may conclude in an architecture replacement.

Design of Virtual Infrastructure Manager with novel VNF placement features for edge clouds in 5G

Ruben Solozabal, Bego Blanco, Jose Oscar Fajardo, Ianire Taboada, Fidel Liberal, Elisa Jimeno, and Javier G. Lloreda
UPV/EHU, ATOS Spain
18th International Conference on Engineering Applications of Neural Networks (EANN 2017), 5G - Putting Intelligence to the Network Edge (5G-PINE 2017)
Athens, Greece
25-27 August 2017
ABSTRACT
This paper focuses on multi-tenant 5G networks with virtualization and mobile edge computing capabilities, in the scope of cloud-enabled small cell deployments. In this context, the work here presented deals with the service management and orchestration challenges that arise when handling service mapping on the multi-tenant distributed cloud-enabled radio access network architecture. For that aim, once analysed cloud edge services management and 5G network instantiation in the OpenStack platform, we modify the provided virtual infrastructure manager so as to incorporate virtual network function placement features of the SESAME environment. As main contributions, we adapt the OpenStack application instances to 5G Network Service instantiation, and we include an energy-aware and latency-constrained placement solution.

Service Provisioning and Pricing Methods in a Multi-Tenant Cloud Enabled RAN

Pouria Sayyad Khodashenas, Jose Oscar Fajardo, Jordi Pérez-Romero, Ioannis Neokosmidis, Cristina Ruiz, Javier Garcia Lloreda, Jordi Ferrer Riera, Bego Blanco, Fidel Liberal, Oriol Sallent, Theodoros Rokkas, Ianire Taboada
i2cat, Spain UPV/EHU, Spain UPC, Spain ATOS, Spain INCITES, Luxembourg
2016 IEEE Conference on Standards for Communications & Networking (CSCN’16)
Berlin, Germany
Oct. 31 – Nov. 02 2016
ABSTRACT
The Cloud Enabled Small Cell (CESC) concept proposed in EU funded project SESAME has emerged as a promising solution to form a multi-tenant, multi-service architecture at the network edge according to 5G needs. It allows several operators/service providers to engage in a sharing model of both radio access capacity and Mobile Edge Computing (MEC) capabilities. From a business perspective, the shared ecosystem guarantees benefits such as easy system upgrades and CAPEX/OPEX reduction. However, depending on the adapted model which is reflected at Service Level Agreement (SLA) between involved stakeholders, cost and benefit of each party are subject to change. This paper is an effort to identify and analyse different radio and cloud models and pricing schemes for the joint provisioning of radio access capacity and MEC services in a multi-tenant Radio Access Network (RAN).

Design of Cognitive Cycles in 5G networks

Begoña Blanco, Jose Oscar Fajardo, and Fidel Liberal
Artificial Intelligence Applications and Innovations (AIAI 2016), 1st Workshop on 5G – Putting Intelligence to the Network Edge (5G-PINE 2016)
Thessaloniki, Greece
16-18 September 2016
ABSTRACT
Adding cognitive capabilities to the wireless networks makes it possible to leverage the control and management information used in the network operation to infer information about the local state and exploit it to improve the overall performance. This paper deals with the combined use of centralized and distributed cognitive cycles integrated at different planes in 5G networks: an integrated data plane, a unified control plane and a cross-layer management plane. This context-aware cognitive schema acts on the decision making modules depending on the monitored environment to prevent failures, balance the virtualized execution and get a global enhancement in the provision of mobile services. The multi-level cognitive cycle supports the interaction between the edge and the cloud blurring the line that separates two paradigms: centralized radio operation and mobile edge services.

Size-Based and Channel-Aware Scheduling Algorithm Proposal for Mean Delay Optimization in Wireless Networks

Ianire Taboada, Jose Oscar Fajardo, Fidel Liberal, Bego Blanco
IEEE ICC 2012 – Workshop on Smart Communication Protocols and Algorithms – Summer (ICC'12 WS - SCPA)
Ottawa, CANADA
June 10-15, 2012
ABSTRACT
This paper deals with the analysis of the impact of different scheduling algorithms on flow level mean delay performance of elastic traffic in a single cell wireless downlink data channel paradigm. An enhanced size-based and channelaware discipline is proposed, which is based on the sized-aware Gittins index approach applied to a time-varying channel context. In order to compare the proposed Opportunistic Gittins rule performance with well-known scheduling algorithms, several simulations have been performed for stochastically arriving flows with Pareto sizes under fading conditions, for different network loads and channel quality indicator reporting rates. As concluded, an approach that combines both flow size-awareness and channel awareness is the best option, which guarantees a trade–off between minimizing uplink overhead due to channel quality reports and improving scheduling performance aimed at reducing overall flow mean delay.

PQoS analysis over a BGP/MPLS IP VPN infrastructure

Jose Oscar Fajardo, Alfredo Beaumont, Begoña Blanco, Alex Muñoz, Fidel Liberal
VI Workshop in G/MPLS Network (WGN6)
Girona, Spain
12-13 April 2007
ABSTRACT
This work focuses on the analysis of Quality of Service (QoS) management in controlled scenarios such as corporate networks. We present a testbed based on BGP/MPLS IP VPN networks and show the QoS configuration implemented in the different nodes. The motivation of this work is to obtain stable QoS monitoring procedures that will allow us to deploy optimized QoS management mechanisms. The results are intended to represent users’ satisfaction for different networked services, so we base our QoS evaluation in perceived-QoS (PQoS) schemes. In this paper we proposed a network scenario made up of a VPN connectivity between two corporate sites. Based on the terms included in the SLA and the characteristics of different traffic profiles, we try to monitor the PQoS in different conditions, so we can obtain valuable information for a better traffic classification.

QoSmeter. Generic quality of service measurement infrastructure

Rodrigo Partearroyo, Jose Luis Jodra, Jose Oscar Fajardo, Armando Ferro, Begoña Blanco
IFIP Networking 2006, workshop 'Towards the QoS Internet' (To-QoS'2006)
Coimbra, Portugal
15-19 Mayo 2006
ABSTRACT
Data network Quality of Service (QoS) measurement and evaluation is a challenge being deeply studied nowadays. Measurement techniques and methodologies are broad available, but they are not connected among them, this is, the evaluation is based on raw parameters. In this paper we present a proposal of an integrating architecture which can evaluate user's perceived QoS, merging results obtained by different measurement tools in order to acquire a better knowledge of the communication link than using a single parameter. Extra effort is made to develop a set of easy to use and understand measurement tools.

Application of a PQoS Based Model to the Management of MPLS IP VPNs

Jose Oscar Fajardo, Alfredo Beaumont, Begoña Blanco, Alex Muñoz, Fidel Liberal
V Workshop in G/MPLS Network
Girona, Spain
30-31 March, 2006
ABSTRACT
This paper deals with the management of QoS as perceived by end users in corporate networks. First, we overview some previous results achieved by the research group in the field of estimating and managing the QoS. In this work we accomplished some validation tasks by means of simulation. Going on with the analysis of applicability of the general model to real-world, we propose here to analyze a network scenario that includes an MPLS IP VPN. In this scenario we can take into account all the agents involved in the provision of Internet services and moreover we can carry out a management of QoS in the network.