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On-line
fuzzy verification of real time systems and
its uncertainty analysis. [+INFO]
Industrial environments demand
specification languages expressive enough to
model and verify complex scenarios. Such
specification requirements demand the
flexibility to manage manufacturing event
correlations, performance constraints and
timing restrictions such as holdups and
delays. Under these guidelines, this thesis
presents the functional specification
language FTL-CFree, a real runtime language
that extends temporal logics with fuzzy
semantics. Moreover, this language enriches
temporal logic expressiveness with random
access to past values and fuzzy evolutionary
semantics. Given a specific input trace,
this interpretation not only aims to measure
the degree of truth of an assertion, but
also sets how it will evolve in the future,
if new trace suffixes are provided. As is
usually the case in runtime verification,
the language provides for oracle generation,
and so, an automatic observable
specification can be obtained from
high-level requirements. As a result, a
real-time monitor is synthesized, and its
application in failure detection and quality
management systems is an increasingly common
practice. Whereas runtime verification
provides an online insight into system
behavior, the ability to analyze the
stationary response during nominal operation
is a must for the engineering community. The
evaluation outcome of a specification
requirement is undoubtedly disturbed by
process variability and, therefore,
characterizing its statistical properties is
an important concern. The semantics of
FTL-CFree converts an input scenario into a
fuzzy evaluation and, as a result, this can
be analyzed by means of random variable
algebra. Here, it is possible to demonstrate
that an FTL-CFree formula follows a custom
probability distribution and, as a result,
it can be confirmed that the probability
theory is capable of handling randomness in
fuzzy measures. Based on this fact, several
features can be used, for example, a new
methodology to tune the parameters of
formulae relating to membership functions
and temporal bounds. These parameters can be
resolved in an unsupervised manner if
certain probabilistic requirements are
provided. All aforementioned contributions,
the FTL-CFree language, the real-time
monitor, the statistical interpretation, and
the formula parameterization method are
available in the runtime platform PROMIND.
Author: Joaquin
Pérez Márquez.
Advisor: Jaime
Jiménez Verde.
Defence date: March 18th of 2015.
Qualification: Outstanding cum laude.
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Modulation
Techniques for three-level multiphase NPC
converters and efficient control of wave
energy capture devices. [+INFO]
Over the past decade, the
sector involved in the industrialization and
in the research of the energy that come from
the sea was profited from a great support
from the industry and from public and
private entities, due to the promising
growth that is expected in the sector. This
support is mostly focused in two sorts of
energy exploitation: the energy extracted
from the waves and the energy extracted from
ocean currents.
Such techniques are still in
their early stages of technological maturity
and have not reached commercialization. Some
of the barriers that must be overcome to
achieve industrialization are the following
ones:
- Regarding economic
terms, one of the main barriers is the
cost associated with the maintenance and
repair of the marine energy converters.
This problem arises largely due to
difficulties in accessing the medium
(high sea), and the bad weather that
location.
- Regarding the
extracted power, the energy density
captured from the waves and from the
ocean currents is much higher than that
of the sun or wind, resulting in the
need of processing proportionately
higher energy levels. This implies
redesigning the architecture of the
powertrain of the marine energy
converter. Also, due to the fluctuating
nature of the waves and ocean currents,
the power produced by these devices is
also irregular. It is necessary to
mitigate its fluctuations to allow the
injection into electrical grid of the
output power.
These drawbacks require the
investment of great efforts in the stages of
design and control of the power extraction
system (or Power Take-off system, PTO). The
PTO system of a marine energy converter
(wave or ocean current converter) consists,
in general terms, of an electric generator,
in a power converter and in an
energy-storage system.
Considering the previous
technological barriers, in relation to the
processing of higher energy levels and
repair and maintenance labours, including a
multiphase generator in the PTO system
instead of the classic three-phase generator
is presented as a good alternative. The
latter is based on the fact that a
multiphase system is able to operate as long
as it has at least three operational phases.
Consequently, the use of multilevel
converters (rather than having several
parallel converters) and multiphase
converters might be a good solution both in
terms of processing power and the quality of
the power generated. However, in the
literature there are relatively few studies
around multilevel and multiphase technology.
The complexity of the control and modulation
algorithms of such converters increases
exponentially just as the number of phases,
so that their use is, beforehand, complex.
One of the objectives of this
thesis is to address this deficiency. Two
modulation strategies have been proposed for
three-level multiphase NPC converter.
Considering the proposed first strategy the
results are similar to those achieved using
the SPWM (Sinusoidal Pulse Width Modulation)
and NTV (Nearest Three Vector) modulations
in three-phase converters. However, it
differs from the latter in its simplicity
and easy extension to m-phase converters as
well as in its low computational load. The
second modulation algorithm has a higher
complexity than the previous one, but it is
still intuitive and easily extensible to
m-phase converters. Likewise, it is able to
remove completely the harmful low frequency
voltage oscillations that appear in the
neutral point and keep in balance, under all
operating conditions, the voltage
distribution of the capacitors that form the
DC bus. Furthermore, the quality of the
generated signal has a low WTHD (Weighted
Total Harmonic Distortion). All the proposed
modulation strategies have been validated by
simulation in Matlab/Simulink platform and
experimentally in a prototype developed by
the Energy and Environmental division of
Tecnalia Research & Innovation.
On the other hand, to solve
the fluctuations of the power extracted by
wave and ocean current converters, as
stated, the PTO system usually includes an
energy-storage system in order to remove, or
reduce, the generated signal fluctuations
while the maximum power is extracted. Such
storage can be hydraulic, mechanical or
electrical. Attending to the storage type,
the control characteristics are different.
In this context, this thesis presents, as a
second contribution, several control
alternatives for a floating OWC (Oscillating
Water Column) wave converter. The OWC device
has been selected as one of the most
technologically mature between the different
types of wave energy converters. The control
alternatives proposed in this thesis are
focused on attaining the maximum efficiency
of the air-turbine (Wells turbine) that the
OWC device incorporates. These alternatives
are based on following the optimum turbine
speed in order to achieve the maximum power
extraction. Also, other device options of
energy-storage are proposed, such as
supercapacitors and a flywheel. Thanks to
the combination of several proposed control
strategies an improvement in the efficiency
of these systems is achieved while the
generated power fluctuations are greatly
reduced, providing the injection to the
electrical grid. As in the case of the
multilevel and multiphase modulation
strategies, these control alternatives for
an OWC wave energy converter are validated
by simulation and experimentally on a scale
prototype on a wave testbench developed by
HMRC (Hydraulics and Maritime Research
Centre) at the University of Cork, Ireland.
Author: Iraide
López Ropero.
Advisors: Jon
Andreu y Salvador Ceballos.
Defence date: March 6th of 2015.
Qualification: Outstanding cum laude.
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Human
interaction monitoring using Bluetooth
technology. [+INFO]
The characterization of human
behavior based on the analysis of their
activity requires tools that assure the
reliability of the collected data. In the
last few years, and due to the electronics
evolution and the success of personal
communication devices (smartphones, tablets,
etc.), data collection initiatives on human
interaction based on such devices have
proliferated. These initiatives make use of
the communication capabilities of personal
devices to estimate the proximity of people
who carry them. However, these devices have
not been designed for this purpose, and
consequently, they suffer from a set of
limitations that, if they are not properly
addressed, questions the quality of the
collected data and their reliability for the
characterization of human behavior.
The first part of the thesis
analyzes the limitations of previous
proximity data collection initiatives using
personal communication devices, and presents
a Bluetooth-based ad hoc system that
considers them all, and implements a set of
mechanisms to solve them when possible, or
at least, minimize their impact. Its
operation is described and its performance
in a real deployment is presented, with a
resultant high reliability database at the
disposal of the public research community.
The results of the processing stage show
important differences with the conclusions
of previous initiatives. In order to fully
understand human behavior, it is necessary
to consider the conditions, the context
where they carry out their daily activities.
The locations where people stay at every
moment are a very important part of the
context.
The second part of the thesis
is focused on the development of a tool that
provides localization information using the
data provided by the system developed in the
first part of the thesis: the information
related to human proximity and their
mobility. This tool takes the form of a
family of localization algorithms that is
validated through a set of experiments in
different scenarios with multiple
topologies. Finally, the applicability of
this tool is shown on a sample of the real
database obtained from the _rst part of the
thesis, where the proximity and mobility
information from the people in the
experiment becomes information about their
localization.
Author: José
María Cabero López.
Advisor: José
Luis Martín.
Defence date: January 29th of 2015.
Qualification: Outstanding cum laude.
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Frame
control for high availability by redundancy
in industrial automation networks over
Ethernet with PRP and HSR. [+INFO]
Communication networks, and
Ethernet networks in particular, have been
expanded into other fields, besides the
office informatics; one of their latest
conquests has been industrial automation
networks in substations. The recently
published IEC 61850-90-4 establishes
engineering lines for communication networks
and systems in power utility automation.
This standard proposes Ethernet with PRP and
HSR protocols, defined in the IEC 62439-3,
as a global standard to use in the Bus
Station and Process Bus in substations.
These protocols are characterized by a zero
recovery time, which means that, faced with
a network failure, communication is not
stopped and there is no frame loss. They
provide the hot-plugging feature, which
allows connecting and disconnecting devices
without having to stop the operation process
of the network and other devices.
Their operation is based on
sending duplicated frames through different
paths, so that, if due to any reason one of
the frames does not arrive, the other one
continues being received. This increased
availability has a drawback, among others,
an increase of the management and processing
work of the frames; in particular, a new
task appears: the elimination of duplicated
frames. In addition to the duplicated frames
introduced by the protocols themselves, a
new type of frame also appears: circulating
frames, which comes up when a frame makes a
complete lap in a loop of the network and
arrives again over the same port to the
node. The involved standards do not specify
how to discard duplicates and circulating
frames, but set strict time and operating
conditions to be complied by the discarding
method chosen.
In this thesis, these
requirements are analyzed and studied, and
particularly, parameters such as latency,
throughput or reliability. Discard methods,
which conform the requirements, are proposed
in order to obtain a correct application of
PRP and HSR in substations or power utility
automation networks in general. The
developed methods could be integrated in
devices needed in this type of high
availability networks. The hard conditions
imposed to these protocols, so as to be used
in substations, make these developments
usable for other applications in which the
availability parameters are as hard or more
relaxed.
Author: José
Angel Araujo Parra.
Advisor: Jesús
Lázaro.
Defence date: January 16th of 2015.
Qualification: Outstanding cum laude.
-
Estimating
the Resilience Against Single Event Upsets
in Applications Implemented on SRAM based
FPGAs. [+INFO]
Ongoing improvements in the
semiconductor manufacturing processes are
the basis of very complex and powerful
electronic systems. This movement together
with a rapid development in the technology
of reconfigurable devices enabled Field
Programmable Gate Arrays to grow away from
the application as pure glue logic towards
becoming an attractive implementation
platform for complete electronic
applications.
Different attributes of FPGAs,
such as a low non-recurring engineering
cost, reconfigurability and high data
throughput, make these devices an attractive
technology for harsh environments. Because
of their reconfigurable nature SRAM based
FPGAs are especially susceptible to external
faults caused by Single Event Upsets. FPGA
manufacturers address this issue with
specialized FPGA families, but these are
typically very expensive and one to two
generations behind their latest, most
powerful architecture. A consequence of this
is a strong interest in techniques, which
enable the usage of unprotected FPGAs in
critical applications.
This thesis addresses the
utilization of Custom Off The Shelf SRAM
based FPGAs in environments with an elevated
particle ux. The main focus lies on the
development and application of suitable test
methods for obtaining the exact SEU
resilience of a given design. As a first
step an external and non-invasive fault
injection method is developed addressing the
sparsity of fault injectors with low
hardware overhead in the currently available
state of the art. In a second step a
performance improved fault injection method
is developed, which includes a universal
approach for handling issues related to
fault injection using internal configuration
ports.
The proposed high performance
fault injection platform is both
mathematically characterized and evaluated
in practice with special focus on different
parameters that have a direct influence on
the speed of the fault injection and also
the accuracy of the obtained results.
Finally, the proposed fault injection
methods are used to investigate attributes
important for fault tolerant applications.
Detailed evaluations of the aspects of TMR
granularity, SEU resiliences of common
application circuits and the impact of
adequate validation on the fault injection
results are presented.
Author: Uli
Kretzschmar.
Advisor: Armando
Astarloa.
Defence date: July 24th of 2014.
Qualification: Outstanding cum laude.
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Design
and Development Procedure of HTS
Superconducting Solenoids and their
Application for Microwave Sources for Fusion
and Other Power Devices. [+INFO]
The HTS (High critical
Temperature Superconductors) materials
together with cryocoolers (cryogenic
refrigerators) permit to afford a large
number of potential applications. Among
them, power devices applications stood out,
in particular microwave sources for fusion.
This thesis is focused in cryocooled 1G HTS
solenoids, but this election is argued to be
flexible enough for the most remarkable
applications. HTS
materials where discovered more than 25
years ago. It was patented its potential
from the beginning, but the difficulties to
obtain a practical wire were underestimated.
Nowadays, one can find commercially
available wire, but at high cost and without
enough testing in large scale applications
in the long term. There are some prototypes
and incipient commercial applications, but
still reliable manufacturing procedures and
design tools are not well established.
The other pillar in which
supports this development is the
availability of small size cryocoolers. They
are reliable commercial finished products
developed for other applications (as vacuum
pumps). However, they have low efficiency
(compared to the ideal Carnot refrigerator)
and require a carefully cryostat design, as
the available cooling power is really small.
Which was achieved in
this thesis is to depth in all the aspects
required for the design, manufacturing and
testing of HTS coils refrigerated by means
of a cryocooler. The intention of the author
was easing and speeding up the development
of such devices and at the end to contribute
to the development of practical large scale
HTS applications. The
orientation has been not only theoretical,
but also practical. A cryogen-free cryostat
has been setup to achieve double pancake
coils cooling by means of a cryocooler.
Several coils have been constructed up to
large scale, and a representative section of
a large scale magnet has been constructed
with successful results.
Author: Santiago
Sanz Castillo.
Advisors: José
Luis Martín and Luis Garcia-Tabarés
Rodriguez.
Defence date: October 3rd of 2013.
Qualification: Outstanding cum laude.
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Optimizing
Power Extraction in Small Wind Turbines.
[+INFO]
Small Wind Turbines with rated
power below 100 kW can be found in multiple
applications today. In spite of the
forecasts, global Small Wind Turbine
industry has not reached the development
state of the conventional wind industry. A
mayor factor which keeps this industry from
further growth is the low efficiency of
Small Wind Turbines. During the last years
important efforts towards improvements in
efficiency have been done, specially with
vertical axis wind turbines. Another field
for improvement in Small Wind Turbines is
their control strategies. Particular
characteristics of small wind turbines make
control and optimal maximum power point
tracking difficult. In this context, this
thesis presents a new maximum power point
tracking algorithm. This new algorithm is
characterized by its ability to adapt to
changes in the wind turbine, improving its
energy efficiency. Likewise, a new inverter
control strategy with fast dynamic response
and insensitive to grid frequency variation
is presented. Furthermore, a Small Wind
Turbine simulation platform and an
experimental test bench have been developed
in this thesis to validate the designed
control algorithms. In order to improve the
simulation of Small Wind Turbine power
conversion stages, two new simulation
techniques have been proposed within the
thesis. The results have been used to
validate the most important features of the
designed control algorithms.
Author: Iñigo
Kortabarria Iparragirre.
Advisors: José
Luis Martín and Jon Andreu.
Defence date: June 21st of 2013.
Qualification: Outstanding cum laude.
-
Contributions
to hierarchical control of electrical
microgrids. [+INFO]
Microgrids can be defined as
small distributed system that can operate
both connected or disconnected from the main
grid. Thanks to this property, users that
are connected to microgrids can obtain a
high quality energy supply. Moreover, a
cleaner and more reliable electric
generation can be achieved if ecological and
economic aspects are considered. However,
the presence of microgrids is still limited
due to, among other factors, the absence of
standards for these kind of systems. At the beginning of this
thesis, a summary of the main aspects of the
distributed generation will be presented. In
this manner, the most typical power
converters used on distributed generation,
control basics and the main modulation and
commutation techniques will be presented.
Then, fundamentals of the electrical
microgrids will be described such as
protections, topologies and control systems.
This last issue is especially interesting
since a microgrid involves a great amount of
tasks that can be dealt in different
manners. In this sense, the most common
control will be described, the hierarchical
control, analyzing its two operation modes:
centralized and decentralized. Among the
different control loops involved, the droop
control, located at the first level of the
control, can be highlighted. This control
guarantees the basic operation of the
microgrid, taking care of the load sharing
and frequency and voltage regulation.
New solutions for the control
of microgrids will be reported. In this
sense, a new design of the droop control
will be provided that ensures a good
stability of a microgrid in its whole range
of load. In the same manner, a linear model
that considers both electrical and control
schemes of a microgrid will be detailed.
This model is the basis of the design of the
droop control and can be adapted to
different microgrid features. Thanks to this
design, a good performance of the microgrid
is ensured that is validated by means of
experimental tests. Finally,
this thesis will provide new solutions for
the secondary control of microgrids. This
control level comprehends two main tasks:
voltage and frequency restoration and
synchronization with the main grid. An
innovative restoration control that
considers the different dynamics of the DGs
will be provided. Moreover, this control
will be properly designed in order to ensure
a voltage and frequency restoration while
maintaining a good power quality on the
microgrid. Furthermore, this control will be
based on low-bandwidth communications that
provide an economical and reliable solution.
This thesis will consider the two operation
modes of the microgrid presenting a new
synchronization algorithm. This algorithm
will be also based on the same low-bandwidth
communications used for the restoration
control. This algorithm will guarantee a
fast and smooth synchronization in order to
ensure a good connection with the main grid.
Author: Estefania
Planas Fullaondo.
Advisors: José
Luis Martín and Jon Andreu.
Defence date: March 1st of 2013.
Qualification: Outstanding cum laude.
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Methodology
to Evaluate Offshore Wind Power Plant
Electric Topologies. [+INFO]
The development of offshore
wind power plants (OWPPs) can last between
seven and ten years, depending on the scale
of the plant and on the situation of the
supply chain involved. Project stages are
usually overlapping and iterations
implicating different teams are sometimes
necessary to find good solutions. The
approaches for the cost-benefit analyses
necessary to support the decisions that have
to be taken along the project can differ
significantly. These
design teams have the challenge of providing
a technically and economically feasible
solution to the subsystem they are
designing, bearing in mind the contracts to
be signed afterwards with their suppliers.
And they should do it without losing the
overall perspective of the OWPP and
respecting the conditions fixed in the
contracts, because changes introduced
afterwards usually lead to significant
increases in the costs. On
the other hand, these techno-economic
analyses are also interesting in relation to
engineering research. A researcher focused
on a technical improvement for a certain
subsystem of the OWPP should counterbalance
its technical or economical benefit with the
increase in cost necessary to include that
innovation in the project. And this analysis
should be done maintaining the overall
perspective, because partial approaches can
overestimate the benefits derived from
technical improvements, and besides,
precious time can be lost considering
technical alternatives that are not
realistic due to economic, logistic or
maintenance determinants. However,
to fulfil a realistic cost-benefit analysis
of an offshore windfarm is a real challenge.
The difficulties come from the technical
complexity of the asset, from the
correlation among technical, economical and
environmental variables, and from the lack
of data due to the incipient stage of the
technology. Ideally, these assessments
should be developed using a methodology
which has a scope as wide as possible, which
has a simple formulation that enables the
evaluation of a sufficient number of
scenarios, and which is opened to the
consideration of new topologies proposed by
the research community. In
this context, this thesis provides a new
methodology to evaluate techno-economically
offshore wind power plant electric
topologies. The proposal is aimed at
engineering researchers and project planning
engineers. The methodology presented is
based on the analysis of three related
issues: the already commissioned offshore
wind farms (OWFs), the medium-term
technological trends and the previous
evaluation approaches published during the
last decade. The formulation of the
methodology is presented in detail, the
relevant sources of information are cited,
the scope is clarified and, finally, the
methodology is applied to a case study.
Author: Ander
Madariaga Álvarez.
Advisors: José
Luis Martín and Inmaculada Zamora.
Defence date: January 30th of 2013.
Qualification: Outstanding cum laude.
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Go to
islanding of microgrids: study of detection
and a proposition of a control architecture
based on wireless communications. [+INFO]
Nowadays, the current
energetic scenario, mainly based on
centralised energy production and
concentrated in big generation plants, is
undergoing a progressive evolution towards a
decentralised model, known as “distributed
generation" (DG), composed of many
production centres that make almost
exclusive use of low-power renewable-energy
sources. In this frame, electrical
Microgrids (MG) are DG systems that allow
“islanding”: the possibility of
disconnection from the main grid, without
interrupting generation in the microgrid.
Switching correctly into islanding requires
developing novel control and management
systems, in order to provide some level of
intelligence to the microgrids.
Consequently, this thesis proposes a
solution based on a hierarchical management
system for microgrids, which includes a
Microgrid Central Controller (CCMG) in the
top level of the hierarchy, and several load
controllers and micro-source controllers.
All those controllers, simple and low cost,
are equipped with SimpliciTI (a version of
ZigBee) protocol based wireless
communications. In addition, some passive
algorithms to detect islanding are analyzed,
in order to study their limitations, and to
be compared with the active algorithms. The
experimental results demonstrate, from the
measured electrical parameters and from the
data transmission speed, that the proposed
MG controllers work properly.
Author: Álvaro
Llaría Leal.
Advisors: Jaime
Jiménez and Octavian Curea.
Defence date: September 14th of 2012.
Qualification: Outstanding cum laude.
-
Study on
Full Direct Current Offshore Wind Farm.
[+INFO]
Wind power has become an
important player in the power industry and
an important factor in new employment
generation. There is a continuous
development of new wind turbines adapted to
offshore wind farms. There is a clear
tendency towards manufacturing higher and
higher power wind turbines, specially in the
design of wind turbines for offshore wind
farms. Predictions by the EWEA estimate that
onshore wind power will stagnate in the next
years while offshore wind power will be a
booming industry due to higher profitability
and future lower initial investment costs.
This cost reduction should come from
improvement in technology, manufacturing
processes, logistics, operation and
maintenance techniques.
Despite the promise of higher
returns and cost reductions, offshore wind
power requires a higher initial investment
and important research and development is
required to bring costs down. Power
transmission is an important factor in the
increase of cost of offshore wind farms.
HVDC transmission is the only alternative
when the distance from the wind farm to
shore is beyond 50-80 km, but the converter
station costs are very high. Power losses in
the distribution and transmission lines have
become a concern for wind farm owners and a
reduction of a few tenths of a percentage
point becomes a major source of revenue and
a significant increase in the profitability
of the wind farms.
Power transformers are usually
one of the bulkiest and most expensive
components in power converters and they
introduce a power loss of around 1 % in the
wind turbines and the HVDC converters.
Suitable power transformers are seldom
available as standard components and they
must be specified and designed during the
converter design process. There is a
significant increase in the interest of high
frequency transformers and DC grids in
distribution systems. The opportunities for
size, cost and loss reduction with the
introduction of high frequency in wind
turbines are clear but it is still
technologically very challenging to build
this type of transformer in the MW range.
Another potential technology
for the improvement of power distribution
efficiency is the use of DC current instead
of AC current within the wind farm inner
grids. Lower logistic demand is another
effect of DC grids, as lower section cables
are needed. High power offshore power
generation farms may contribute
significantly to frequency and voltage
control of the grid if HVDC VSC systems are
used. New technologies must be developed in
the following fields: Connection between
high voltage static submarine cables and
floating platforms or vessels; HVDC system
cost reduction; cable installation at sea
bed depths beyond 1000 m; direct drive of
Very High Voltage generators from the DC bus
in HVDC VSC systems; low power converters
fed from high or medium voltage DC lines.
This thesis aims to introduce
high frequency power transformers in the
power stage of wind turbines to reduce the
size, power loss and cost of the power
stage.
This thesis presents a fully
DC integrated system for the elimination of
powerstage redundancies and an overall
reduction of power loss and cost of the
windfarm system. The document describes of a
SWHFR DC/C converter using high frequency
transformer for direct connection to DC
lines. The document explains the use of the
leakage inductance of the transformer as an
inherent element of the converter to shape
the current waveforms. Interleaved operation
of series connected SWHFR is introduced to
achieve low output current and voltage
ripple. The SWHFR concept can reduce the
power loss in the cabling and in the VSC
converter, simplifying the cooling system.
The transformer loss can be reduced by an
order of magnitude. The transformer size is
also reduced by an order of magnitude.
Last, the thesis presents the
operation of a controlled three phase
rectifier fed from a square wave three phase
inverter through a transformer (CSWHFR). The
effect of the transformer leakage inductance
and the resulting operating modes have been
described in detail, as well as the
operation in continuous and discontinuous
mode. A combination of SWHFR and CSWHFR can
be used to obtain very efficient DC/DC
conversion for connection to medium and high
voltage lines. While most of the power is
delivered through very efficient diode
rectifiers, input DC bus voltage control can
be obtained by means of a low voltage rating
CSWHFR converter.
Author: Iñigo
Martínez de Alegría Mancisidor.
Advisors: José
Luis Martín and Haritza Camblong.
Defence date: June 28th of 2012.
Qualification: Outstanding cum laude.
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Exploiting
the features of the new generation FPGAs to
improve control of the power matrix
converter and to perform real-time
simulations [+INFO]
The characteristics and
resources of reconfigurable FPGA devices
have been developed significantly in recent
years. Thus, today they can be found in many
application environments. In power converter
applications, however, despite of the
advances, the FPGAs are not yet widely used,
and they are typically only used to perform
secondary tasks.
Power converters are circuits
that perform energy conversion in a
controlled manner and, today, are used in
many fields, for example, in motor drives,
in electric vehicles, in elevators, in wind
turbines, in energy storage systems, etc.
These areas are very important in society,
and it is necessary to develop and improve
the characteristics of power converters. The
matrix converter stands out among power
converters, mainly, because it performs
direct AC/AC conversion, it has no
significant reactive elements (capacitors),
it can operate in high and low pressure
environments and at high temperatures, it
presents bidirectional power flow, it is
possible to achieve sinusoidal currents in
the grid and sinusoidal voltages at the load
and it is compact and modular. However, the
MC still presents some challenges, for
example, the control and modulation
techniques of the MC are complex and have
high computational load, it is necessary to
work at high modulation and switching
frequencies and the protection the MC is
complex.
Regarding the development and
improvement of power converters, the devices
that are used to control these converters
play an important role. Traditionally, DSPs
(Digital Signal Processors) have been widely
used to implement the control algorithms of
the power converters and, in particular, of
the MC. Meanwhile, FPGAs have been used only
as auxiliary devices of the DSPs (typically
to perform functions associated with
commutation tasks), not making full use of
their potential.
However, with today’s
development of the FPGAs, they can be an
appropriate solution that responds
efficiently to the needs of the MC. In order
to test the potential of new generation
FPGAs and to demonstrate that they can be
the control devices for the MC, in this
thesis, the implementation of the control of
the MC has been tackled from a different and
innovative point of view using an FPGA
instead of the conventional DSP aproach
(there is no references that has been made
previously). This system integrates control
and modulation functions of the MC within a
single circuit implemented by means of
hardware blocks (using VHDL), as well as the
protection functions, with the aim of
increasing the robustness of the converter.
In that way, it has been shown that FPGAs
are able to implement the most demanding
control functions of the MCs, and to respond
to the speed requirements. Moreover, the
FPGAs offer new opportunities to improve the
characteristics of the MCs, for example,
dynamic reconfiguration capability.
Modern power systems and their
controls are becoming more complex, and the
MC is a significant example. Therefore, the
development of these systems is complex and
long process. However, in order to reduce
the time to market, it is necessary to
shorten that process. To obtain that
objective, simulation is an indispensable
tool. However, the simulation of models
containing the MC and its control is complex
and requires of many resources and time.
Therefore, tools to speed up those
simulations and to simplify the debugging of
control algorithms are needed. In that
sense, there are some real time simulation
modes: SIL (Software In the Loop), HIL
(Hardware In the Loop) and RCP (Rapid
Control Prototyping). With these modes, it
is possible to speed up and simplify the
development and debugging processes of the
MC and, in general, of other power systems.
To implement these simulation modes it is
necessary to use powerful simulators. In
this case, RT-Lab eMEGAsim simulator has
been used, which is composed of a PC cluster
and an FPGA. Using the RT-Lab, some
real-time platforms have been implemented,
which are valid to accelerate and simplify
the design and validation process of the MC
and its control. The model that simulates
the power and control stages of the MC
system in real time has been implemented.
Thus, compared to traditional simulations,
the executions of simulations are speeded
up. A rapid prototyping platform for MC has
been performed, in which the control and
modulation algorithms of the MC have been
tested, in real time and in real conditions
(in a 7.5 kW MC prototype).
In the implementation of the
real-time simulation platforms, the FPGA of
the RT-Lab has performed some relevant tasks
in the control of the MC. With the
utilization of the FPGA has achieved, among
other things, high resolution models of the
MC and RL load, and the interaction with the
real MC prototype.
Author: Enekoitz
Ormaetxea Gardoqui.
Advisors: Jon
Andreu Larrañaga and Unai Bidarte Peraita.
Defence date: December 23th of 2011.
Qualification: Outstanding cum laude.
-
New
solutions for the design process and the
fault tolerance for power matrix converter
[+INFO]
Power converters can be found
in a wide range of applications, such as
wind turbines, industrial machine drives,
electric and hybrid vehicles, ships and
submarines, etc. Power converters are used
in energy conversion systems, and their
objective is to transform the electric
energy in a controlled manner. From the
different power converter topologies
available, the Matrix Converter (MC) can be
highlighted because of the features it
presents.
The MC performs direct AC/AC
power conversion, and it has no significant
reactive elements. Moreover, it can operate
in all four quadrants, and currents and
voltages with low harmonic distortion can be
obtained at the inputs and outputs of the
converter. In addition, unity power factor
can be achieved at the converter input for
any type of load. Finally, it can be said
that the MC is very efficient. Taking into
account the aforementioned features, MC
technology could be very useful for a great
number of applications. However, this power
converter is not widely used yet, mainly
because there is an absence of natural
bidirectional switches, the architecture and
the control of this converter is very
complex, and its robustness is low.
At the beginning of this
thesis, the fundamentals of the MC will be
presented. After that, the wide range of
modulation algorithms that can be found in
the literature will be taken into account,
and three remarkable modulation techniques
will be explained: the Alesina and Venturini
technique, the Space Vector Modulation (SVM)
technique and the Generalized Scalar Pulse
Width Modulation technique.
On the other hand,
perturbations that can occur at the input
side of the converter will be considered. In
that sense, the state of the art of the most
relevant solutions to compensate the effects
of the aforementioned perturbations will be
presented. Taking into account the
synchronization needs of the aforementioned
compensation techniques, the more convenient
solutions to synchronize the MC with the
power grid will be determined.
Later on, novel solutions to
improve the design process of the MC will be
proposed. On the one hand, it must be borne
in mind that the simulation of models
containing a MC is complex, and the
simulation times required in order to
perform the simulation of such models is
extremely high. In that sense, a novel
simulation method called SSMA (Switching
State Matrix Averaging) that solves these
problems will be presented and validated in
this thesis. Moreover, real time simulation
of a MC will be performed in a PC cluster,
using the proposed SSMA simulation method.
In that way, it will be possible to simulate
very long transients in a reasonable time
frame. Besides, a Rapid Control Prototyping
(RCP) platform useful to accelerate the
design process of the converter and to
debbug its control algorithms will be
presented.
Finally, the low robustness of
the MC will be also considered in this
thesis. The protection strategies of the MC
are not capable of protecting the converter
in 100 % of the cases. Therefore, in some
situations, failures can occur in the
elements that constitute the MC. If a
failure occurs, it is necessary to use a
fault tolerant strategy when the continuous
operation of the system must be guaranteed.
In that sense, the state of the art of the
fault tolerant strategies for MCs will be
presented, and the behaviour of a MC when
open switch faults occur in its switches
will be studied. After that, an strategy
capable of identifying faulty MCs switches
in open circuit will be presented, and new
fault tolerant modulation strategies that
improve the fault tolerance of the MC in the
presence of open switch faults will be
proposed. These techniques will be validated
by simulation and by experimental results.
Author: Eider
Robles Sestafe.
Advisors: José
Luis Martín González and Josep Pou Félix.
Defence date: June 23th of 2010.
Qualification: Outstanding cum laude.
-
Grid
connection and control of multipole
synchronous wind turbines. [+INFO]
Social, economic and
environmental concerns request higher
efficiency and more sustainable electrical
power systems. Wind power is considered as
the most promising renewable source and is
increasingly widespread worldwide. This has
implied two facts: the incredible growth in
turbine size and the high wind power
integration. The concept of the wind turbine
has evolved from being a passive and
minority element to become an important part
of the grid. Modern wind turbines must
contribute to power system stability and are
required to take over control tasks that
were traditionally focused on conventional
power plants. New turbine topologies face
the need of operating at very high power
rates overcoming the current electrical and
structural limits. In addition, the
fulfillment of new grid codes requires
topologies integrating more power
electronics and advanced controls.
In this thesis, the
direct-drive permanent magnet synchronous
generator with full power converter has been
found to be the most promising configuration
in order to fulfill the above mentioned
requirements. An outer rotor generator has
been envisaged with the aim of obtaining a
lighter mechanical structure. On the other
hand, taking into account the current
limitations of the power semiconductors,
multilevel converters have been considered,
since they offer, among others, the great
advantage of working at high voltage, and
thus, at high power.
From the standpoint of power
control, it is important to ensure that the
system is as immune as possible to external
disturbances, such as wind speed variations.
For that purpose, feedforward controls have
been implemented in order to counteract
these disturbances before they affect the
system.
Finally, a very important
issue for the proper operation of any
grid-connected power electronic system is
the detection of the grid voltage positive
sequence. This information is essential for
the active and reactive power injection, and
critical under unbalanced and distorted grid
conditions, especially under the new
regulations. The main objective of this
thesis and, where most of the work has been
concentrated, has been to design robust
methods to detect the positive sequence of
the grid voltage. Lately, there have been
many contributions on this subject.
Nevertheless, new grid codes imply the
operation of the wind turbines under large
disturbances and the positive sequence
detectors have to be fast and accurate in
the presence of harmonics, voltage dips,
phase jumps and frequency variations
simultaneously.
Author: Eider
Robles Sestafe.
Advisors: José
Luis Martín González and Josep Pou Félix.
Defence date: June 23th of 2010.
Qualification: Outstanding cum laude.
-
Nowadays, power electronics is
playing a very important role in many energy
conversion processes. Thanks to power
electronics converters, the characteristics
of the electric energy can be modified. In
this context, AC/AC conversion is specially
relevant because it is necessary in many
traction and generation applications. There
is a wide variety of converters for AC/AC
conversion (cycloconverter, back-to-back
converter, multilevel converter, etc.) among
which the Matrix Converter (MC) presents
very differentiated characteristics.
The MC achieves direct
conversion of AC to AC without reactive
elements and with a very modular design and
small size. Furthermore, the flux of power
is bidirectional and the power delivered is
of high quality. In spite of all this, the
MC is not yet a mature technology, mainly
because there is no natural bidirectional
semiconductors and the converter lacks in
robustness. Complexity is an added drawback
in this converter.
This thesis presents, firstly,
an exhaustive study of the properties and
the switching and modulation techniques of
the MC. In a second stage, a variation on
the Space Vector Modulation (SVM), the
Double Sided Space Vector Modulation (DS
SVM), is analyzed in detail. This modulation
technique improves the harmonic spectrum of
the currents and voltages of the MC, but, on
the other side, it has extremely large
computation requirements. On the other hand,
a method for a simplified synthesis of the
modulation algorithm is presented. Also, the
interaction between DS SVM modulation and
semisoft commutation in the drivers and
auxiliary supplies for the semiconductors of
the MC has been determined.
With the aim of finding a
solution for high speed requirements of the
MC, and taking into account that the MC
behaves better with high switching
frequencies, a new System on Chip (SoC) for
the control of the MC has been developed.
The new SoC has many embedded features such
as control, modulation and some protection
cores of the converter. All these cores
(altogether 30 ) have been implemented in
hardware in a single FPGA. By means of this
architecture, the execution speed obtained
is much faster than required by the DS SVM.
This performance proves that FPGAs are an
alternative to traditional DSP designs.
On the other hand, all
necessary design criteria for a MC have been
determined in an exhaustive way. These
criterions have been used to build a 7.5 kW
MC prototype. Moreover, the MC architecture
has been improved by means of some hardware
changes, which includes, mainly, a variation
of the MC clamp circuit and a new start-up
circuit. Taking these contributions into
consideration, the critical start-up of the
MC has been improved. Besides of this, a
driver configuration has been presented
which optimizes the switching times of the
IGBTs in the MC. Lastly, a novel fault
tolerant MC configuration is proposed.
Thanks to this configuration, the MC can
operate at full rating when there is a
failure in any of its IGBTs.
Author: Jon
Andreu Larrañaga.
Advisor: José
Luis Martín.
Defence date: December 2nd of 2008.
Qualification: Outstanding cum laude.
-
Low
latency Medium Access Control (MAC) protocol
for wireless sensor networks. [+INFO]
Wireless sensor networks have
arisen as the natural evolution of the great
development that radio communication
integrated circuits have achieved. This kind
of networks are formed by several wireless
and autonomous nodes that are able to sense
their environment and work in an unattended
fashion for long periods of time without
human intervention. In order to achieve this
performance, these nodes have to efficiently
manage their power resources, both in
sensors signal sampling and in data
transmission. These networks offer a
wireless way not only to capture the
information but also to collect it
wirelessly. This performance offers a
synchronized picture of the value of each
and every sensor in the network.
Many different medium access
control protocols for wireless sensor
networks have been published in the last few
years. Although these approaches allow
managing the medium access of all the nodes,
none of the existing implementations at the
moment of writing this thesis offered an
integrated solution with ordered, reliable
and power-aware data collection.
The purpose of this thesis is
to propose and develop a brand new medium
access control protocol for wireless sensor
networks. The main aim of this protocol is
to reduce the network’s data collection
delay. This objective will be achieved by
allocating different time slots to each node
in the network. Additionally, some tests
over real physical sensor networks have been
performed in order to validate the
theoretically obtained results.
Author: Itziar
Marín Saldaña.
Advisor: Aitzol
Zuloaga Izaguirre.
Defence date: May 7th of 2008.
Qualification: Outstanding cum laude.
-
Reliability
and Neutral Point Voltage Control
Improvement in Three-Level
Neutral-Point-Clamped Converters. [+INFO]
The aim of the thesis is to
answer one of the problems that still
suffers the Three-Level
Neutral-Point-Clamped Converter. This
drawback is the decrease in the reliability
of the converter due to the increase in the
number of semiconductors that is necessary
to use, which adversely affects the costs of
maintenance and repair of the converter.
In order to minimize this
problem, various solutions are posed aimed
at increasing the reliability of the
converter by analyzing in detail its
principle of operation and their advantages
and disadvantages.
Additionally, some of the
topologies presented can improve the
performance of the converter during normal
operation periods in the absence of faults,
allowing completely eliminate low-frequency
oscillations in the neutral point voltage.
This enables that the modulation strategy
was focused on issues such as the
improvement of the quality of voltage and
current waves or the minimization of
switching losses. In
this sense, a modulation technique that
minimizes the switching losses of some of
the fault-tolerant topologies presented in
the thesis is also introduced, achieving
higher efficieny than the standard
three-level Neutral-Point-Clamped converter
under modulation SPWM (Sinusoidal Pulse
Width Modulation) and optimum performance
from the point of view of neutral point
voltage.
Author: Salvador
Ceballos Recio.
Advisor: José
Luis Martín González and Josep Pou Félix.
Defence date: March 11th of 2008.
Qualification: Outstanding cum laude.
-
FPGA
based binarization system for OCR in
electronic voting applications [+INFO]
Many vision systems require
text recognition of images captured at very
high speed: car number identifiers,
scanners, etc. Current technology allows the
use of complex image preprocessing systems
to improve their reading characteristics.
This thesis proposes two new binarization
algorithms suited to high precision
character recognition applications.
The starting point is the
study of the different existing voting
systems and of their advantages and
disadvantages. These different systems have
been studied from the point of view of
security, privacy and ease of use. The study
of the different binarization systems and
their usefulness in electronic voting
applications has been a second step.
Once noticed that the existing
systems do not completely solve the problem,
two new algorithms have been developed and
tested under the conditions imposed by the
voting systems. Both new algorithms are
based on the use of neural networks and
modified histograms. One of the algorithms
has been selected, based on the use of a
semantic description of the histogram and a
general regression neural network, since it
is the best under the requirements imposed
by the voting systems.
Finally, a physical
implementation has been proposed using
programmable logic devices. Using this
physical implementation, the algorithm has
been tested in terms of speed and complexity
added to the voting system.
Author: Jesús
Lázaro Arrotegui.
Advisor: José
Luis Martín González.
Defence date: July 7th of 2005.
Qualification: Outstandig cum laude.
-
Nowadays, the transistor
density of electronic devices allows the
integration of complete digital systems on a
single integrated circuit. In order to
reduce the development time and to face
successfully these type of designs, they are
made usually using cores. These cores, due
to their complexity, often include
processors inside. So, in these cases, they
are called multi-processor systems.
This level of integration has
also been spread to FPGA reconfigurable
devices, which have been widely used because
of their flexibility. In spite of that, the
most common use of the reconfiguration
capability is limited to the development
stage of the design, to facilitate the debug
process and, in some cases, to perform
latter upgrades of the digital system.
However, the latest FPGAs
allow to modify part of their configuration
while the rest of the configured circuit
remains running. This ability, called
dynamic partial reconfiguration, has an
additional interest in the designs that
integrate digital systems on a single
device. For these situations, the
computations made into the chip can also set
what context changes must be performed to
the modules and apply them. These are the so
called auto-reconfigurable systems.
Auto-reconfiguration is a
complex operation. To perform it safely in a
multi-processor core based system, the FPGA
must both technologically admit the
reconfiguration and contain a control system
to manage the whole process.
This thesis proposes an
auto-reconfiguration control system for
multi-processor core based systems. First, a
general proposal for the control system is
presented. It is valid to be integrated into
systems that use the most common standard
specifications for System-on-a-Chip design.
This generalization is described based on s
generic multi-processor reconfigurable
model, that is used to define the
specifications of the different elements
that build the control infrastructure. To
help the designer to study the viability of
the auto-reconfiguration in a design, the
infrastructure area and time cost have been
modeled and parameterized.
The proposed theoretic system
is validated using a specific reconfigurable
technology. For this purpose, all the
elements specified in the control
infrastructure are implemented, and some
additional tools are developed to manage
multi-processor and multi-context designs.
The implemented infrastructure has been
applied to three platforms that have been
designed to experiment the
auto-reconfiguration with the proposed
approach. A custom prototype, that admits an
exhaustive control of the FPGA configuration
sequence, has been built to perform these
experiments.
Author: Armando
Astarloa Cuellar.
Director: Aitzol
Zuloaga Izaguirre.
Defense date: July 5th of 2005.
Qualification: Outstanding Cum Laude.
-
Location
System for Wireless Sensor Networks [+INFO]
In the last years, a great
amount of radio integrated circuits have
appeared in the market. The availability of
this kind of components has enabled the
apparition of a new sort of applications:
wireless sensor networks. In these systems,
sensors are not located in the very same
circuit, but they work as isolated complete
autonomous systems. Thus, they can monitor
and control physical magnitudes, which are
distributed in a large geographical area.
However, in order to keep these systems
economically feasible, the price of each
node (both in for its design and its
production) must be kept to a minimum. The
most important advantage of these systems is
redundancy: if a large amount of sensors
take part in the network, the absence of a
particular node (e.g. due to some hardware
failure) does not have a great impact in the
overall performance, because a new node will
take charge of its duties, until the problem
is solved.
Nevertheless, the cooperation
among such a huge amount of nodes is not a
simple task: as all sensors in the network
must have the same hardware and software and
they are all limited in terms of energy
consumption and computing power, the
protocols used in this kind of networks must
be carefully designed for the strong
characteristics of this environment. In this
case, the cooperation tasks may be
simplified greatly if the location of each
node and the overall network topology are
known. The large amount of nodes makes the
manual specification of the position
impossible, requiring an automatically
location system discovering algorithm, so
that each node can calculate its own
position.
In this thesis a new algorithm
for finding a node's position is proposed
and developed. In order to calculate this
location, the distances between the node and
some beacons are used. Since low cost nodes
are used, the quality of these measurements
is supposed not to be very high and,
therefore, errors will appear. The algorithm
described here tries to find the best
position for the node, even in the presence
of errors in the measurements.
Last, in order to examine the
results of this algorithm, a simulation
platform has been designed. By using this
platform, the algorithm proposed in this
thesis has been compared with other
algorithms used in the recent years, to
analyze what kind of computational load it
imposes to the node and how it behaves in
the presence of measurement errors. In
addition, the algorithm has been implemented
in a real node, showing that it is perfectly
feasible in the environment, for which it
has been designed.
Author: Jagoba
Arias Pérez.
Advisor: Aitzol
Zuloaga Izaguirre.
Defense date: July 1st of 2005.
Qualification: Outstanding cum laude.
-
Contributions
to the design and test of complex digital
circuits for train communication [+INFO]
The design of complex digital
circuits, including a microprocessor, some
peripherals and specific hardware, cannot be
addressed by simply using powerful software
tools. Neither traditional techniques nor
intensive development times are enough. Only
new strategies, focused more on the
methodology than on resources, can take
advantage from technologies that offer more
than 100,000 logic gates per square
millimeter. Among them: abstraction or
top-down design, architecture exploration,
predefined core integration, design based on
platforms and hardware-software codesign.
However, within the creation process of a
complex system, the verification requires a
special effort. As a matter of fact, it
consumes most of the software and human
resources; thus turning into the major
challenge.
In the railway field, the
electronics is becoming more and more
relevant, compared with the mechanics.
Nevertheless, suppliers, variety of products
and scientific literature about railway
electronic systems are scarce. The TCN
(Train Communication Network) standard
completely specifies all the levels in a
local area network to interconnect both the
devices inside a coach and the different
carriages. This has been the European answer
in telecommunications to railway
manufacturers and operators.
In this thesis, some new
electronic creation and verification
techniques have been applied in order to
design TCN devices. In fact, the master node
architecture of the Multifunction Vehicle
Bus (MVB) has been described following a
codesign methodology, including some
innovations. The ‘progressive device family’
concept has been crucial to determine which
modules constitute the functional design.
Subsequently, this architecture has been
coded in the SystemC language. In this way,
every block may be implemented either in
hardware or in software. Finally, the Lee,
Hsiung and Chen’s algorithm has guided the
hardware-software partitioning.
In addition, a specific
testbench to verify MVB devices has been
created. On the basis of a commercial tool,
it allows to perform effective simulations,
configured by means of the user interface.
Circuits under test and part of the
environment must be described in VHDL.
Nevertheless, the most complex tasks in the
testbench have been programmed in C.
Author: Jaime
Jiménez Verde.
Advisor: José
Luis Martín González.
Defence date: June 22nd of 2005.
Qualification: Outstanding Cum Laude.
-
Core-based
Architecture to Data Transfer Control in SoC
[+INFO]
Several electronic circuits
require controlling high-bandwidth data
exchange at very high speed: industrial
machinery like filling or milling machines,
PC peripherals like printers, plotters or
recorders, audiovisual equipment, mobile
telephones, etc. Today's technology supports
the integration on a single chip (SoC,
System-on-Chip) of most of the capabilities
needed by these complex systems. This Thesis
proposes a flexible and scalable
architecture for data transfer control in
core-based SoC design.
The start point is the
specification of a SoC model that is valid
for a wide range of applications. The
definition and the design of such a generic
system have been accomplished on the base of
the integration of a set of cores by means
of a standard interconnection architecture.
The selected topology uses a controller and
a bus specifically dedicated to high speed
data transfers.
Besides, a simulation platform
valid for any application designed by
reusing the generic architecture has been
developed. This environment allows to verify
the functionality of the whole system and to
analyze the reliance of system features like
bitrate and latency on parameters like the
number of simultaneous data transfers, the
type of data units, and the type of access
to a SDRAM memory. A survey that is very
useful to precisely estimate the performance
of future applications is also presented.
Finally, all the circuits have
been implemented on two FPGAs from two
different suppliers in order to achieve
these three objectives: to validate the
behaviour in real electronic cards, to
analyze the dependence of hardware
descriptions (performed in VHDL at register
transfer level -RTL-) on the technology, and
to compare the area and speed results of the
different implementations.
Author: Unai
Bidarte Peraita.
Advisor: José
Luis Martín González.
Defence date: June 23rd of 2004.
Qualification: Outstanding Cum Laude.
-
In this Thesis an architecture
to determine the optical flow from image
sequences in real-time has been proposed.
This architecture will be developed using
basically programmable logic devices,
specifically FPGAs. By that reason the
architecture will be developed using a
hardware description language, concretely
the VHDL.
The optical flow is an
important component in the development of
vision systems related with the motion
analysis. The applications of the optical
flow are diverse, going from the dynamic
characterization of objects in images to the
determination of the three-dimensional
characteristics of environment, passing
through the reconstruction and improvement
of images.
Most important constrains
imposed to the system was the real time
processing and a suitable image resolution,
similar to the obtained from an standard
television camera.
For the development of this
Thesis it was necessary to create a set of
tools that allow to work with image
processing systems developed with VHDL. In
addition a methodology to develop a system
hardware from a mathematical model has been
presented, like the used to obtain the
optical flow.
Author: Aitzol
Zuloaga Izaguirre.
Advisor: José
Luis Martín González.
Defence date: December 11th of 2001.
Qualification: Outstanding Cum Laude.
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