159 research outputs found
Enabling low cost test and tuning of difficult-to-measure device specifications: application to DC-DC converters and high speed devices
Low-cost test and tuning methods for difficult-to-measure specifications are presented in this research from the following perspectives: 1)"Safe" test and self-tuning for power converters: To avoid the risk of device under test (DUT) damage during conventional load/line regulation measurement on power converter, a "safe" alternate test structure is developed where the power converter (boost/buck converter) is placed in a different mode of operation during alternative test (light switching load) as opposed to standard test (heavy switching load) to prevent damage to the DUT during manufacturing test. Based on the alternative test structure, self-tuning methods for both boost and buck converters are also developed in this thesis. In addition, to make these test structures suitable for on-chip built-in self-test (BIST) application, a special sensing circuit has been designed and implemented. Stability analysis filters and appropriate models are also implemented to predict the DUT’s electrical stability condition during test and to further predict the values of tuning knobs needed for the tuning process. 2) High bandwidth RF signal generation: Up-convertion has been widely used in high frequency RF signal generation but mixer nonlinearity results in signal distortion that is difficult to eliminate with such methods. To address this problem, a framework for low-cost high-fidelity wideband RF signal generation is developed in this thesis. Depending on the band-limited target waveform, the input data for two interleaved DACs (digital-to-analog converters) system is optimized by a matrix-model-based algorithm in such a way that it minimizes the distortion between one of its image replicas in the frequency domain and the target RF waveform within a specified signal bandwidth. The approach is used to demonstrate how interferers with specified frequency characteristics can be synthesized at low cost for interference testing of RF communications systems. The frameworks presented in this thesis have a significant impact in enabling low-cost test and tuning of difficult-to-measure device specifications for power converter and high-speed devices.Ph.D
High-speed Time-interleaved Digital-to-Analog Converter (TI-DAC) for Self-Interference Cancellation Applications
Nowadays, the need for higher data-rate is constantly growing to enhance the quality of the daily communication services. The full-duplex (FD) communication is exemplary method doubling the data-rate compared to half-duplex one. However, part of the strong output signal of the transmitter interferes to the receiver-side because they share the same antenna with limited attenuation and, as a result, the receiver’s performance is corrupted. Hence, it is critical to remove the leakage signal from the receiver’s path by designing another block called self-interference cancellation (SIC). The main goal of this dissertation is to develop the SIC block embedded in the current-mode FD receivers.
To this end, the regenerated cancellation current signal is fed to the inputs of the base-band filter and after the mixer of a (direct-conversion) current-mode FD receiver. Since the pattern of the transmitter (the digital signal generated by DSP) is known, a high-speed digital-to-Analog converter (DAC) with medium-resolution can perfectly suppress main part of the leakage on the receiver path. A capacitive DAC (CDAC) is chosen among the available solutions because it is compatible with advanced CMOS technology for high-speed application and the medium-resolution designs. Although the main application of the design is to perform the cancellation, it can also be employed as a stand-alone DAC in the Analog (I/Q) transmitter. The SIC circuitry includes a trans-impedance amplifier (TIA), two DACs, high-speed digital circuits, and built-in-self-test section (BIST).
According to the available specification for full-duplex communication system, the resolution and working frequency of the CDAC are calculated (designed) equal to 10-bit (3 binary+ 2 binary + 5 thermometric) and 1GHz, respectively. In order to relax the design of the TIA (settling time of the DAC), the CDAC implements using 2-way time-interleaved (TI) manner (the effective SIC frequency equals 2GHz) without using any calibration technique. The CDAC is also developed with the split-capacitor technique to lower the negative effects of the conventional binary-weighted DAC. By adding one extra capacitor on the left-side of the split-capacitor, LSB-side, the value of the split-capacitor can be chosen as an integer value of the unit capacitor. As a result, it largely enhances the linearity of the CADC and cancellation performance.
If the block works as a stand-alone DAC with non-TI mode, the digital input code representing a Sinus waveform with an amplitude 1dB less than full-scale and output frequency around 10.74MHz, chosen by coherent sampling rule, then the ENOB, SINAD, SFDR, and output signal are 9.4-bit, 58.2 dB, 68.4dBc, and -9dBV. The simulated value of the |DNL| (static linearity) is also less than 0.7. The similar simulation was done in the SIC mode while the capacitive-array woks in the TI mode and cancellation current is set to the full-scale. Hence, the amount of cancelling the SI signal at the output of the TIA, SNDR, SFDR, SNDRequ. equals 51.3dB, 15.1 dB, 24dBc, 66.4 dB. The designed SIC cannot work as a closed-loop design.
The layout was optimally drawn in order to minimize non-linearity, the power-consumption of the decoders, and reduce the complexity of the DAC. By distributing the thermometric cells across the array and using symmetrical switching scheme, the DAC is less subjected to the linear and gradient effect of the oxide. Based on the post-layout simulation results, the deviation of the design after drawing the layout is studied. To compare the results of the schematic and post-layout designs, the exact conditions of simulation above (schematic simulations) are used. When the block works as a stand-alone CDAC, the ENOB, SINAD, SFDR are 8.5-bit, 52.6 dB, 61.3 dBc. The simulated value of the |DNL| (static linearity) is also limited to 1.3. Likewise, the SI signal at the output of the TIA, SNDR, SFDR, SNDRequ. are equal to 44dB, 11.7 dB, 19 dBc, 55.7 dB
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Design techniques for wideband low-power Delta-Sigma analog-to-digital converters
Delta-Sigma (ΔΣ) analog-to-digital converters (ADCs) are traditionally used in high quality audio systems, instrumentation and measurement (I&M) and biomedical devices. With the continued downscaling of CMOS technology, they are becoming popular in wideband applications such as wireless and wired communication systems,high-definition television and radar systems. There are two general realizations of a ΔΣ modulator. One is based on the discrete-time (DT) switched-capacitor (SC) circuitry and the other employs continuous-time (CT) circuitry. Compared to a CT
structure, the DT ΔΣ ADC is easier to analyze and design, is more robust to process variations and jitter noise, and is more flexible in the multi-mode applications. On the other hand, the CT ΔΣ ADC does not suffer from the strict settling accuracy requirement for the loop filter and thus can achieve lower power dissipation and higher sampling frequency than its DT counterpart.
In this thesis, both DT and CT ΔΣ ADCs are investigated. Several design innovations, in both system-level and circuit-level, are proposed to achieve lower power consumption and wider signal bandwidth.
For DT ΔΣ ADCs, a new dynamic-biasing scheme is proposed to reduce opamp bias current and the associated signal-dependent harmonic distortion is minimized by using the low-distortion architecture. The technique was verified in a 2.5MHz BW and 13bit dynamic range DT ΔΣ ADC. In addition, a second-order noise coupling technique is presented to save two integrators for the loop filter, and to achieve low power dissipation. Also, a direct-charge-transfer (DCT) technique is suggested to reduce the speed requirements of the adder, which is also preferable in wideband low-power applications.
For CT ΔΣ ADCs, a wideband low power CT 2-2 MASH has been designed. High linearity performance was achieved by using a modified low-distortion technique, and the modulator achieves higher noise-shaping ability than the single stage structure due to the inter-stage gain. Also, the quantization noise leakage due to analog circuit non-idealities can be adaptively compensated by a designed digital calibration filter. Using a 90nm process, simulation of the modulator predicts a 12bit resolution within 20MHz BW and consumes only 25mW for analog circuitry. In addition, the noise-coupling technique is investigated and proposed for the design of CT ΔΣ ADCs and it is promising to achieve low power dissipation for wideband applications.
Finally, the application of noise-coupling technique is extended and introduced to high-accuracy incremental data converters. Low power dissipation can be expected
Multiband Analog-to-Digital Conversion
The current trend in the world of digital communications is the design of versatile devices that may operate using several different communication standards in order to increase the number of locations for which a particular device may be used. The signal is quantized early on in the reciever path by Analog-to-Digital Converters (ADCs), which allows the rest of the signal processing to be done by low complexity, low power digital circuits. For this reason, it is advantageous to create an architecture that can quantize different bandwidths at different frequencies to suit several different communication protocols. This thesis outlines the design of an architecture that uses multiple ADCs in parallel to quantize several different bandwidths of a wideband signal. A multirate filter bank is then applied to approximate perfect reconstruction of the wideband signal from its subband parts. This highly flexible architecture is able to quantize signals of varying bandwidths at a wide range of frequencies by using identical hardware in every channel, which also makes for a simple design. A prototype for the quantizer used in each channel, a frequency-selective fourth-order sigma-delta (CA ) ADC, was designed and fabricated in a 0.5 pm CMOS process. This device uses a switched-capacitor technique to implement the frequency selection in the front-end of the CA ADC in each channel. Running at a 5MHz sample rate, the device can select any of the first sixteen 156.25kHz wide bands for conversion. Testing results for this fabricated part are also presented
Optical sampling and metrology using a soliton-effect compression pulse source
A low jitter optical pulse source for applications including optical sampling and optical
metrology was modelled and then experimentally implemented using photonic
components. Dispersion and non-linear fibre effects were utilised to compress a periodic
optical waveform to generate pulses of the order of 10 picoseconds duration, via
soliton-effect compression. Attractive features of this pulse source include electronically
tuneable repetition rates greater than 1.5 GHz, ultra-short pulse duration (10-15 ps), and
low timing jitter as measured by both harmonic analysis and single-sideband (SSB)
phase noise measurements. The experimental implementation of the modelled
compression scheme is discussed, including the successful removal of stimulated
Brillouin scattering (SBS) through linewidth broadening by injection dithering or phase
modulation. Timing jitter analysis identifies many unwanted artefacts generated by the
SBS suppression methods, hence an experimental arrangement is devised (and was
subsequently patented) which ensures that there are no phase modulation spikes present
on the SSB phase noise spectrum over the offset range of interest for optical sampling
applications, 10Hz-Nyquist. It is believed that this is the first detailed timing jitter study
of a soliton-effect compression scheme. The soliton-effect compression pulses are then
used to perform what is believed to be the first demonstration of optical sampling using
this type of pulse source.
The pulse source was also optimised for use in a novel optical metrology (range
finding) system, which is being developed and patented under European Space Agency
funding as an enabling technology for formation flying satellite missions. This new
approach to optical metrology, known as Scanning Interferometric Pulse Overlap
Detection (SIPOD), is based on scanning the optical pulse repetition rate to find the
specific frequencies which allow the return pulses from the outlying satellite, i.e. the
measurement arm, to overlap exactly with a reference pulse set on the hub satellite. By
superimposing a low frequency phase modulation onto the optical pulse train, it is
possible to detect the pulse overlap condition using conventional heterodyne detection.
By rapidly scanning the pulse repetition rate to find two frequencies which provide the
overlapping pulse condition, high precision optical pulses can be used to provide high
resolution unambiguous range information, using only relatively simple electronic detection circuitry. SIPOD’s maximum longitudinal range measurement is limited only
by the coherence length of the laser, which can be many tens of kilometres. Range
measurements have been made to better than 10 microns resolution over extended
duration trial periods, at measurement update rates of up to 470 Hz. This system is
currently scheduled to fly on ESA’s PROBA-3 mission in 2012 to measure the intersatellite
spacing for a two satellite coronagraph instrument.
In summary, this thesis is believed to present three novel areas of research: the first
detailed jitter characterisation of a soliton-effect compression source, the first optical
sampling using such a compression source, and a novel optical metrology range finding
system, known as SIPOD, which utilises the tuneable repetition rate and highly stable
nature of the compression source pulses
Sub-Picosecond Jitter Clock Generation for Time Interleaved Analog to Digital Converter
Nowadays, Multi-GHz analog-to-digital converters (ADCs) are becoming more and more popular in radar systems, software-defined radio (SDR) and wideband communications, because they can realize much higher operation speed through using many interleaved sub-ADCs to relax ADC sampling rates. Although the time interleaved ADC has some issues such as gain mismatch, offset mismatch and timing skew between each ADC channel, these deterministic errors can be solved by previous works such as digital calibration technique. However, time-interleaved ADCs require a precise sample clock to achieve an acceptable effective-numberof-bits (ENOB) which can be degraded by jitter in the sample clock. The clock generation circuits presented in this work achieves sub-picosecond jitter performance in 180nm CMOS which is suitable for time-interleaved ADC. Two different test chips were fabricated in 180nm CMOS to investigate the low jitter design technique. The low jitter delay line in two chips were designed in two different ways, but both of them utilized the low jitter design technique. In first test chip, the measured RMS jitter is 0.1061ps for each delay stage. The second chip uses the proposed low jitter Delay-Locked Loop can work from 80MHz to 120MHz, which means it can provide the time interleaved ADC with 2.4GHz to 3.6GHz low jitter sample clock, the measured delay stage jitter performance in second test chip is 0.1085ps
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Design Techniques for High-Performance SAR A/D Converters
The design of electronics needs to account for the non-ideal characteristics of the device technologies used to realize practical circuits. This is particularly important in mixed analog-digital design since the best device technologies are very different for digital compared to analog circuits. One solution for this problem is to use a calibration correction approach to remove the errors introduced by devices, but this adds complexity and power dissipation, as well as reducing operation speed, and so must be optimised. This thesis addresses such an approach to improve the performance of certain types of analog-to-digital converter (ADC) used in advanced telecommunications, where speed, accuracy and power dissipation currently limit applications. The thesis specifically focuses on the design of compensation circuits for use in successive approximation register (SAR) ADCs.
ADCs are crucial building blocks in communication systems, in general, and for mobile networks, in particular. The recently launched fifth generation of mobile networks (5G) has required new ADC circuit techniques to meet the higher speed and lower power dissipation requirements for 5G technology. The SAR has become one of the most favoured architectures for designing high-performance ADCs, but the successive nature of the circuit operation makes it difficult to reach ∼GS/s sampling rates at reasonable power consumption.
Here, two calibration techniques for high-performance SAR ADCs are presented. The first uses an on-chip stochastic-based mismatch calibration technique that is able to accurately compute and compensate for the mismatch of a capacitive DAC in a SAR ADC. The stochastic nature of the proposed calibration method enables determination of the mismatch of the CAPDAC with a resolution much better than that of the DAC. This allows the unit capacitor to scale down to as low as 280aF for a 9-bit DAC. Since the CAP-DAC causes a large part of the overall dynamic power consumption and directly determines both the sizes of the driving and sampling switches and the size of the input capacitive load of the ADC and the kT/C noise power, a small CAP-DAC helps the power efficiency. To validate the proposed calibration idea, a 10-bit asynchronous SAR ADC was fabricated in 28-nm CMOS. Measurement results show that the proposed stochastic calibration improves the ADC’s SFDR and SNDR by 14.9 dB, 11.5 dB, respectively. After calibration, the fabricated SAR ADC achieves an ENOB of 9.14 bit at a sampling rate of 85 MS/s, resulting in a Walden FoM of 10.9 fJ/c-s.
The second calibration technique is a timing-skew calibration for a time-interleaved (TI) SAR ADC that calibrates/computes the inter-channel timing and offset mismatch simultaneously. Simulation results show the effectiveness of this calibration method. When used together, the proposed mismatch calibration technique and the timing-skew
calibration technique enables a TI SAR ADC to be designed that can achieve a sampling rate of ∼GS/s with 10-bit resolution and a power consumption as low as ∼10mW; specifications that satisfy the requirements of 5G technology
Design of high speed folding and interpolating analog-to-digital converter
High-speed and low resolution analog-to-digital converters (ADC) are key elements in
the read channel of optical and magnetic data storage systems. The required resolution is
about 6-7 bits while the sampling rate and effective resolution bandwidth requirements
increase with each generation of storage system. Folding is a technique to reduce the
number of comparators used in the flash architecture. By means of an analog preprocessing
circuit in folding A/D converters the number of comparators can be reduced significantly.
Folding architectures exhibit low power and low latency as well as the ability to run at high
sampling rates. Folding ADCs employing interpolation schemes to generate extra folding
waveforms are called "Folding and Interpolating ADC" (F&I ADC).
The aim of this research is to increase the input bandwidth of high speed conversion, and
low latency F&I ADC. Behavioral models are developed to analyze the bandwidth
limitation at the architecture level. A front-end sample-and-hold unit is employed to tackle
the frequency multiplication problem, which is intrinsic for all F&I ADCs. Current-mode
signal processing is adopted to increase the bandwidth of the folding amplifiers and
interpolators, which are the bottleneck of the whole system. An operational
transconductance amplifier (OTA) based folding amplifier, current mirror-based
interpolator, very low impedance fast current comparator are proposed and designed to
carry out the current-mode signal processing. A new bit synchronization scheme is
proposed to correct the error caused by the delay difference between the coarse and fine
channels.
A prototype chip was designed and fabricated in 0.35μm CMOS process to verify the
ideas. The S/H and F&I ADC prototype is realized in 0.35μm double-poly CMOS process
(only one poly is used). Integral nonlinearity (INL) is 1.0 LSB and Differential nonlinearity
(DNL) is 0.6 LSB at 110 KHz. The ADC occupies 1.2mm2 active area and dissipates
200mW (excluding 70mW of S/H) from 3.3V supply. At 300MSPS sampling rate, the ADC
achieves no less than 6 ENOB with input signal lower than 60MHz. It has the highest input
bandwidth of 60MHz reported in the literature for this type of CMOS ADC with similar
resolution and sample rate
Nonlinear models and algorithms for RF systems digital calibration
Focusing on the receiving side of a communication system, the current trend in pushing the digital domain ever more closer to the antenna sets heavy constraints on the accuracy and linearity of the analog front-end and the conversion devices. Moreover, mixed-signal implementations of Systems-on-Chip using nanoscale CMOS processes result in an overall poorer analog performance and a reduced yield. To cope with the impairments of the low performance analog section in this "dirty RF" scenario, two solutions exist: designing more complex analog processing architectures or to identify the errors and correct them in the digital domain using DSP algorithms. In the latter, constraints in the analog circuits' precision can be offloaded to a digital signal processor.
This thesis aims at the development of a methodology for the analysis, the modeling and the compensation of the analog impairments arising in different stages of a receiving chain using digital calibration techniques.
Both single and multiple channel architectures are addressed exploiting the capability of the calibration algorithm to homogenize all the channels' responses of a multi-channel system in addition to the compensation of nonlinearities in each response. The systems targeted for the application of digital post compensation are a pipeline ADC, a digital-IF sub-sampling receiver and a 4-channel TI-ADC.
The research focuses on post distortion methods using nonlinear dynamic models to approximate the post-inverse of the nonlinear system and to correct the distortions arising from static and dynamic errors. Volterra model is used due to its general approximation capabilities for the compensation of nonlinear systems with memory. Digital calibration is applied to a Sample and Hold and to a pipeline ADC simulated in the 45nm process, demonstrating high linearity improvement even with incomplete settling errors enabling the use of faster clock speeds.
An extended model based on the baseband Volterra series is proposed and applied to the compensation of a digital-IF sub-sampling receiver. This architecture envisages frequency selectivity carried out at IF by an active band-pass CMOS filter causing in-band and out-of-band nonlinear distortions. The improved performance of the proposed model is demonstrated with circuital simulations of a 10th-order band pass filter, realized using a five-stage Gm-C Biquad cascade, and validated using out-of-sample sinusoidal and QAM signals. The same technique is extended to an array receiver with mismatched channels' responses showing that digital calibration can compensate the loss of directivity and enhance the overall system SFDR.
An iterative backward pruning is applied to the Volterra models showing that complexity can be reduced without impacting linearity, obtaining state-of-the-art accuracy/complexity performance.
Calibration of Time-Interleaved ADCs, widely used in RF-to-digital wideband receivers, is carried out developing ad hoc models because the steep discontinuities generated by the imperfect canceling of aliasing would require a huge number of terms in a polynomial approximation. A closed-form solution is derived for a 4-channel TI-ADC affected by gain errors and timing skews solving the perfect reconstruction equations. A background calibration technique is presented based on cyclo-stationary filter banks architecture. Convergence speed and accuracy of the recursive algorithm are discussed and complexity reduction techniques are applied
High-Bandwidth Voltage-Controlled Oscillator based architectures for Analog-to-Digital Conversion
The purpose of this thesis is the proposal and implementation of data conversion
open-loop architectures based on voltage-controlled oscillators (VCOs) built with
ring oscillators (RO-based ADCs), suitable for highly digital designs, scalable to
the newest complementary metal-oxide-semiconductor (CMOS) nodes.
The scaling of the design technologies into the nanometer range imposes the
reduction of the supply voltage towards small and power-efficient architectures,
leading to lower voltage overhead of the transistors. Additionally, phenomena
like a lower intrinsic gain, inherent noise, and parasitic effects (mismatch between
devices and PVT variations) make the design of classic structures for ADCs more
challenging. In recent years, time-encoded A/D conversion has gained relevant
popularity due to the possibility of being implemented with mostly digital structures.
Within this trend, VCOs designed with ring oscillator based topologies
have emerged as promising candidates for the conception of new digitization
techniques.
RO-based data converters show excellent scalability and sensitivity, apart from
some other desirable properties, such as inherent quantization noise shaping and
implicit anti-aliasing filtering. However, their nonlinearity and the limited time
delay achievable in a simple NOT gate drastically limits the resolution of the converter,
especially if we focus on wide-band A/D conversion. This thesis proposes
new ways to alleviate these issues.
Firstly, circuit-based techniques to compensate for the nonlinearity of the ring
oscillator are proposed and compared to equivalent state-of-the-art solutions.
The proposals are designed and simulated in a 65-nm CMOS node for open-loop
RO-based ADC architectures. One of the techniques is also validated experimentally
through a prototype. Secondly, new ways to artificially increase the effective
oscillation frequency are introduced and validated by simulations. Finally, new
approaches to shape the quantization noise and filter the output spectrum of a
RO-based ADC are proposed theoretically. In particular, a quadrature RO-based
band-pass ADC and a power-efficient Nyquist A/D converter are proposed and
validated by simulations.
All the techniques proposed in this work are especially devoted for highbandwidth
applications, such as Internet-of-Things (IoT) nodes or maximally
digital radio receivers. Nevertheless, their field of application is not restricted to
them, and could be extended to others like biomedical instrumentation or sensing.El propósito de esta tesis doctoral es la propuesta y la implementación de arquitecturas
de conversión de datos basadas en osciladores en anillos, compatibles
con diseños mayoritariamente digitales, escalables en los procesos CMOS de fabricación
más modernos donde las estructuras digitales se ven favorecidas.
La miniaturización de las tecnologías CMOS de diseño lleva consigo la reducción
de la tensión de alimentación para el desarrollo de arquitecturas pequeñas
y eficientes en potencia. Esto reduce significativamente la disponibilidad de tensión
para saturar transistores, lo que añadido a una ganancia cada vez menor
de los mismos, ruido y efectos parásitos como el “mismatch” y las variaciones
de proceso, tensión y temperatura han llevado a que sea cada vez más complejo
el diseño de estructuras analógicas eficientes. Durante los últimos años la conversión
A/D basada en codificación temporal ha ganado gran popularidad dado
que permite la implementación de estructuras mayoritariamente digitales. Como
parte de esta evolución, los osciladores controlados por tensión diseñados con topologías
de oscilador en anillo han surgido como un candidato prometedor para
la concepción de nuevas técnicas de digitalización.
Los convertidores de datos basados en osciladores en anillo son extremadamente
sensibles (variación de frecuencia con respecto a la señal de entrada) así como
escalables, además de otras propiedades muy atractivas, como el conformado
espectral de ruido de cuantificación y el filtrado “anti-aliasing”. Sin embargo, su
respuesta no lineal y el limitado tiempo de retraso alcanzable por una compuerta
NOT restringen la resolución del conversor, especialmente para conversión A/D
en aplicaciones de elevado ancho de banda. Esta tesis doctoral propone nuevas
técnicas para aliviar este tipo de problemas.
En primer lugar, se proponen técnicas basadas en circuito para compensar el
efecto de la no linealidad en los osciladores en anillo, y se comparan con soluciones
equivalentes ya publicadas. Las propuestas se diseñan y simulan en tecnología
CMOS de 65 nm para arquitecturas en lazo abierto. Una de estas técnicas
presentadas es también validada experimentalmente a través de un prototipo.
En segundo lugar, se introducen y validan por simulación varias formas de incrementar
artificialmente la frecuencia de oscilación efectiva. Para finalizar, se
proponen teóricamente dos enfoques para configurar nuevas formas de conformación
del ruido de cuantificación y filtrado del espectro de salida de los datos
digitales. En particular, son propuestos y validados por simulación un ADC pasobanda
en cuadratura de fase y un ADC de Nyquist de gran eficiencia en potencia. Todas las técnicas propuestas en este trabajo están destinadas especialmente
para aplicaciones de alto ancho de banda, tales como módulos para el Internet
de las cosas o receptores de radiofrecuencia mayoritariamente digitales. A pesar
de ello, son extrapolables también a otros campos como el de la instrumentación
biomédica o el de la medición de señales mediante sensores.Programa de Doctorado en Ingeniería Eléctrica, Electrónica y Automática por la Universidad Carlos III de MadridPresidente: Juan Pablo Alegre Pérez.- Secretario: Celia López Ongil.- Vocal: Fernando Cardes Garcí
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