INAKI EIZMENDI IZQUIERDO

Dr. INAKI EIZMENDI IZQUIERDO

orcid

Research Focus & Metrics

Academic Career Length

21Years (2006-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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1 April 2014 in IEEE Transactions on Broadcasting
Verified
Journal Article
Closed access
IIINAKI EIZMENDI IZQUIERDO
INAKI EIZMENDI IZQUIERDO
MVManuel Velez
Manuel Velez
DGDavid Gomez-Barquero
David Gomez-Barquero
JMJavier Morgade
Javier Morgade
VBVicente Baena-Lecuyer
Vicente Baena-Lecuyer
JZJan Zoellner
Jan Zoellner
This paper provides a review of the second generation of terrestrial digital video broadcasting standard (DVB-T2). DVB-T2 is the evolution of DVB-T and, together with DVB-S2 and DVB-C2, inaugurated a new transition from the first-generation digital broadcasting systems, similar to the transition from analog-to-digital systems. In this paper, the most relevant features of DVB-T2 are explained in detail, along with their benefits and trade-offs. This paper also presents a comprehensive review of the laboratory and field trial results available so far. Especial emphasis is placed in the results of the measurements carried out to test the mobile reception and the novel technologies as multiple input single output and time frequency slicing.

16 February 2018 in IEEE Internet of Things Journal
Verified
Journal Article
Closed access
Iker SobronIker Sobron
Iker Sobron
Javier Del SerJavier Del Ser
Javier Del Ser
IIINAKI EIZMENDI IZQUIERDO
INAKI EIZMENDI IZQUIERDO
MVManuel Velez
Manuel Velez
In the last years multiple Internet of Things (IoT) solutions have been developed to detect, track, count and identify human activity from people that do not carry any device nor participate actively in the detection process. When WiFi radio receivers are employed as sensors for device-free human activity recognition, channel quality measurements are preprocessed in order to extract predictive features towards performing the desired activity recognition via machine learning (ML) models. Despite the variety of predictors in the literature, there is no universally outperforming set of features for all scenarios and applications. However, certain feature combinations could achieve a better average detection performance compared to the use of a thorough feature portfolio. Such predictors are often obtained by feature engineering and selection techniques applied before the learning process. This manuscript elaborates on the feature engineering and selection methodology for counting device-free people by solely resorting to the fluctuation and variation of WiFi signals exchanged by IoT devices. We comprehensively review the feature engineering and ML models employed in the literature from a critical perspective, identifying trends, research niches and open challenges. Furthermore, we present and provide the community with a new open database with WiFi measurements in several indoor environments (i.e. rooms, corridors and stairs) where up to 5 people can be detected. This dataset is used to exhaustively assess the performance of different ML models with and without feature selection, from which insightful conclusions are drawn regarding the predictive potential of different predictors across scenarios of diverse characteristics.

1 February 2019 in International Journal of Electrical Power & Energy Systems
Verified
Journal Article
Open access
IFI. Fernandez
I. Fernandez
NUN. Uribe-Pérez
N. Uribe-Pérez
IIINAKI EIZMENDI IZQUIERDO
INAKI EIZMENDI IZQUIERDO
IAItziar Angulo
Itziar Angulo
DVDavid de la Vega
David de la Vega
TAT. Arzuaga
T. Arzuaga

13 March 2013 in IEEE Transactions on Broadcasting
Verified
Journal Article
Closed access
IIINAKI EIZMENDI IZQUIERDO
INAKI EIZMENDI IZQUIERDO
GPGorka Prieto
Gorka Prieto
GBGorka Berjon-Eriz
Gorka Berjon-Eriz
ILIratxe Landa
Iratxe Landa
MVManuel Velez
Manuel Velez
This paper provides minimum C/N values for correct reception of DVB-T2 signals under fixed reception conditions. The C/N values are obtained after analyzing the results of field and laboratory trials. The field measurements were taken in a middle-sized city, along 33 locations, with MFN and SFN configurations. Both the system configuration options (constellation and code rate, FFT size, pilot pattern, and rotated constellations) and the propagation channel are taken into account to quantify their influence on the reception requirements. DVB-T was also measured and both systems are compared. The final objective is to provide the broadcasters with some guides based on measurements to optimize the DVB-T2 networks by choosing the parameters that best fit their needs.

1 June 2011
Verified
Conference Paper
Closed access
IIINAKI EIZMENDI IZQUIERDO
INAKI EIZMENDI IZQUIERDO
GPGorka Prieto
Gorka Prieto
GBGorka Berjon-Eriz
Gorka Berjon-Eriz
MVManuel Velez
Manuel Velez
AAAmaia Arrinda
Amaia Arrinda
Pablo AngueiraPablo Angueira
Pablo Angueira
This paper presents the results of laboratory tests carried out to study the performance of DVB-T2 in presence of multipath in fixed reception with rooftop antenna. The typical multipath cause in this scenario is a Single Frequency Network (SFN) reception. A range of relative levels and delays between the main path and one echo are tested to obtain the C/N requirements for each case. DVB-T2 supports a large number of options that can be chosen to optimize the system. Some of those options (Pilot Patterns, Guard Interval Fraction, Rotated Constellations, FFT sizes) are tested to evaluate their performance. The results are compared with the simulation results available in the implementation guidelines for the extreme cases of Gaussian channel (no echo) and 0 dB echo channel (main path and echo at same level).

24 February 2015 in IEEE Transactions on Broadcasting
Verified
Journal Article
Closed access
CRCristina Regueiro
Cristina Regueiro
UGUnai Gil
Unai Gil
MVManuel Velez
Manuel Velez
IIINAKI EIZMENDI IZQUIERDO
INAKI EIZMENDI IZQUIERDO
Pablo AngueiraPablo Angueira
Pablo Angueira
This paper presents the field trials carried out in Bilbao (Spain) for testing and analyzing the performance of the DVB-T2 indoor (fixed and pedestrian) reception. Test services with different DVB-T2 and T2-Lite configuration modes have been broadcasted and indoor measurements have been carried out. As a result, signal to noise ratio threshold values for DVB-T2 indoor reception have been obtained. These values update those provided by previous studies and are also valid for planning tools to be used by broadcasters in the development of DVB-T2 networks.