6 research outputs found
Accelerating FPGA-based evolution of wavelet transform filters by optimized task scheduling
Adaptive embedded systems are required in various applications. This work addresses these needs in the
area of adaptive image compression in FPGA devices. A simplified version of an evolution strategy is utilized
to optimize wavelet filters of a Discrete Wavelet Transform algorithm. We propose an adaptive image compression system in FPGA where optimized memory architecture, parallel processing and optimized task scheduling allow reducing the time of evolution. The proposed solution has been extensively evaluated in terms of the quality of compression as well as the processing time. The proposed architecture
reduces the time of evolution by 44% compared to our previous reports while maintaining the quality of compression unchanged with respect to existing implementations. The system is able to find an
optimized set of wavelet filters in less than 2 min whenever the input type of data changes
Towards the development of flexible, reliable, reconfigurable, and high-performance imaging systems
Current FPGAs can implement large systems because of the high density of
reconfigurable logic resources in a single chip. FPGAs are comprehensive devices
that combine flexibility and high performance in the same platform compared to
other platform such as General-Purpose Processors (GPPs) and Application Specific
Integrated Circuits (ASICs). The flexibility of modern FPGAs is further enhanced by
introducing Dynamic Partial Reconfiguration (DPR) feature, which allows for
changing the functionality of part of the system while other parts are functioning.
FPGAs became an important platform for digital image processing applications
because of the aforementioned features. They can fulfil the need of efficient and
flexible platforms that execute imaging tasks efficiently as well as the reliably with
low power, high performance and high flexibility. The use of FPGAs as accelerators
for image processing outperforms most of the current solutions. Current FPGA
solutions can to load part of the imaging application that needs high computational
power on dedicated reconfigurable hardware accelerators while other parts are
working on the traditional solution to increase the system performance. Moreover,
the use of the DPR feature enhances the flexibility of image processing further by
swapping accelerators in and out at run-time. The use of fault mitigation techniques
in FPGAs enables imaging applications to operate in harsh environments following
the fact that FPGAs are sensitive to radiation and extreme conditions.
The aim of this thesis is to present a platform for efficient implementations of
imaging tasks. The research uses FPGAs as the key component of this platform and
uses the concept of DPR to increase the performance, flexibility, to reduce the power
dissipation and to expand the cycle of possible imaging applications. In this context,
it proposes the use of FPGAs to accelerate the Image Processing Pipeline (IPP)
stages, the core part of most imaging devices. The thesis has a number of novel
concepts. The first novel concept is the use of FPGA hardware environment and
DPR feature to increase the parallelism and achieve high flexibility. The concept also
increases the performance and reduces the power consumption and area utilisation.
Based on this concept, the following implementations are presented in this thesis: An
implementation of Adams Hamilton Demosaicing algorithm for camera colour
interpolation, which exploits the FPGA parallelism to outperform other equivalents.
In addition, an implementation of Automatic White Balance (AWB), another IPP
stage that employs DPR feature to prove the mentioned novelty aspects. Another
novel concept in this thesis is presented in chapter 6, which uses DPR feature to
develop a novel flexible imaging system that requires less logic and can be
implemented in small FPGAs. The system can be employed as a template for any
imaging application with no limitation. Moreover, discussed in this thesis is a novel
reliable version of the imaging system that adopts novel techniques including
scrubbing, Built-In Self Test (BIST), and Triple Modular Redundancy (TMR) to
detect and correct errors using the Internal Configuration Access Port (ICAP)
primitive. These techniques exploit the datapath-based nature of the implemented
imaging system to improve the system's overall reliability. The thesis presents a
proposal for integrating the imaging system with the Robust Reliable Reconfigurable
Real-Time Heterogeneous Operating System (R4THOS) to get the best out of the
system. The proposal shows the suitability of the proposed DPR imaging system to
be used as part of the core system of autonomous cars because of its unbounded
flexibility. These novel works are presented in a number of publications as shown in section
1.3 later in this thesis
Knowledge-based web services for context adaptation.
The need for higher value, reliable online services to promote new Internet-based business models is a requirement facing many technologists and business leaders. This need coupled with the trend towards greater mobility of networked devices and consumers creates significant challenges for current and future systems developers. The proliferation of mobile devices and the variability of their capabilities present an overwhelming number of options to systems designers and engineers who are tasked with the development of next generation context adaptive software services. Given the dynamic nature of this environment, implementing solutions for the current set of devices in the held makes an assumption that this deployment situation is somehow fixed this assumption does little to support the future and longer term needs within the marketplace. To add to the complexity, the timeframes necessary to develop robust and adaptive online software services can be long by comparison, so that the development projects and their resources are often behind on platform support before the first release is launched to the public. New approaches and methodologies for engineering dynamic and adaptive online services will be necessary and, as will be shown, are in fact mandated by the regulation imposed by service level guarantees. These new techniques and technology are commercially useless unless they can be used in engineering practice. New context adaptation processes and architectures must be capable of performing under strict service level agreements those that will undoubtedly govern future business relationships between online parties. This programme of engineering study and research investigates several key issues found in the emerging area of context adaptation services for online mobile networks. As a series of engineering investigations, the work described here involves a wider array of technical activity than found in traditional doctoral work and this is reflected throughout the dissertation. First, a clear definition of industrial motivation is stated to provide the engineering foundation. Next, the programme focuses on the nature of contextual adaptation through product development projects. The development process within these projects results in several issues with the commercial feasibility of the technology. From this point, the programme of study then progresses through the lifecycle of the engineering process, investigating at each stage the critical engineering challenges. Further analysis of the problems and possible solutions for deploying such adaptive solutions are reviewed and experiments are undertaken in the areas of systems component and performance analysis. System-wide architectural options are then evaluated with specific interest in using knowledge-base systems as one approach to solving some of the issues in context adaptation. The central hypothesis is that due to the dynamic nature of context parameters, the concept of a mobile device knowledge base as a necessary component of an architectural solution is presented and justified through prototyping efforts. The utility of web ontologies and other "soft computing" technologies on the nature of the solution are also examined through the review of relevant work and the engineering design of the demonstration system. These technology selections are supported directly by the industrial context and mission. In the final sections, the architecture is evaluated through the demonstration of promising techniques and methods in order to confirm understanding and to evaluate the use of knowledge-bases, AI and other technologies within the scope of the project. Through the implementation of a context adaptation architecture as a business process workflow, the impact of future trends of device reconfiguration are highlighted and discussed. To address the challenge of context adaptation in reconftgurable device architectures, an evolutionary computation approach is then presented as a means to provide an optimal baseline on which a service may execute. These last two techniques are discussed and new designs are proposed to specifically address the major issues uncovered in timely collection and evaluation of contextual parameters in a mobile service network. The programme summary and future work then brings together all the key results into a practitioner's reference guide for the creation of online context adaptive services with a greater degree of intelligence and maintainability while executing with the term of a service level agreement
Real-time communications over switched Ethernet supporting dynamic QoS management
Doutoramento em Engenharia InformáticaDurante a última década temos assistido a um crescente aumento na utilização
de sistemas embutidos para suporte ao controlo de processos, de sistemas
robóticos, de sistemas de transportes e veículos e até de sistemas domóticos
e eletrodomésticos. Muitas destas aplicações são críticas em termos de
segurança de pessoas e bens e requerem um alto nível de determinismo com
respeito aos instantes de execução das respectivas tarefas. Além disso, a implantação
destes sistemas pode estar sujeita a limitações estruturais, exigindo
ou beneficiando de uma configuração distribuída, com vários subsistemas
computacionais espacialmente separados. Estes subsistemas, apesar de
espacialmente separados, são cooperativos e dependem de uma infraestrutura
de comunicação para atingir os objectivos da aplicação e, por consequência,
também as transacções efectuadas nesta infraestrutura estão sujeitas às
restrições temporais definidas pela aplicação.
As aplicações que executam nestes sistemas distribuídos, chamados
networked embedded systems (NES), podem ser altamente complexas e
heterogéneas, envolvendo diferentes tipos de interacções com diferentes
requisitos e propriedades. Um exemplo desta heterogeneidade é o modelo de
activação da comunicação entre os subsistemas que pode ser desencadeada
periodicamente de acordo com uma base de tempo global (time-triggered),
como sejam os fluxos de sistemas de controlo distribuído, ou ainda ser
desencadeada como consequência de eventos assíncronos da aplicação
(event-triggered). Independentemente das características do tráfego ou do
seu modelo de activação, é de extrema importância que a plataforma de
comunicações disponibilize as garantias de cumprimento dos requisitos da
aplicação ao mesmo tempo que proporciona uma integração simples dos
vários tipos de tráfego.
Uma outra propriedade que está a emergir e a ganhar importância no seio
dos NES é a flexibilidade. Esta propiedade é realçada pela necessidade de
reduzir os custos de instalação, manutenção e operação dos sistemas. Neste
sentido, o sistema é dotado da capacidade para adaptar o serviço fornecido à
aplicação aos respectivos requisitos instantâneos, acompanhando a evolução
do sistema e proporcionando uma melhor e mais racional utilização dos
recursos disponíveis.
No entanto, maior flexibilidade operacional é igualmente sinónimo de
maior complexidade derivada da necessidade de efectuar a alocação dinâmica
dos recursos, acabando também por consumir recursos adicionais no sistema.
A possibilidade de modificar dinâmicamente as caracteristicas do sistema
também acarreta uma maior complexidade na fase de desenho e especificação.
O aumento do número de graus de liberdade suportados faz aumentar
o espaço de estados do sistema, dificultando a uma pre-análise. No sentido de
conter o aumento de complexidade são necessários modelos que representem
a dinâmica do sistema e proporcionem uma gestão optimizada e justa dos
recursos com base em parâmetros de qualidade de serviço (QdS).
É nossa tese que as propriedades de flexibilidade, pontualidade e gestão
dinâmica de QdS podem ser integradas numa rede switched Ethernet (SE),
tirando partido do baixo custo, alta largura de banda e fácil implantação. Nesta
dissertação é proposto um protocolo, Flexible Time-Triggered communication
over Switched Ethernet (FTT-SE), que suporta as propriedades desejadas e
que ultrapassa as limitações das redes SE para aplicações de tempo-real tais
como a utilização de filas FIFO, a existência de poucos níveis de prioridade
e a pouca capacidade de gestão individualizada dos fluxos. O protocolo
baseia-se no paradigma FTT, que genericamente define a arquitectura de uma
pilha protocolar sobre o acesso ao meio de uma rede partilhada, impondo
desta forma determinismo temporal, juntamente com a capacidade para
reconfiguração e adaptação dinâmica da rede. São ainda apresentados vários
modelos de distribuição da largura de banda da rede de acordo com o nível de
QdS especificado por cada serviço utilizador da rede.
Esta dissertação expõe a motivação para a criação do protocolo FTT-SE,
apresenta uma descrição do mesmo, bem como a análise de algumas das
suas propiedades mais relevantes. São ainda apresentados e comparados
modelos de distribuição da QdS. Finalmente, são apresentados dois casos de
aplicações que sustentam a validade da tese acima mencionada.During the last decade we have witnessed a massive deployment of embedded
systems on a wide applications range, from industrial automation to process
control, avionics, cars or even robotics. Many of these applications have an
inherently high level of criticality, having to perform tasks within tight temporal
constraints. Additionally, the configuration of such systems is often distributed,
with several computing nodes that rely on a communication infrastructure to
cooperate and achieve the application global goals. Therefore, the communications
are also subject to the same temporal constraints set by the application
requirements.
Many applications relying on such networked embedded systems (NES)
are complex and heterogeneous, comprehending different activities with different
requirements and properties. For example, the communication between
subsystems may follow a strict temporal synchronization with respect to a
global time-base (time-triggered), like in a distributed feedback control loop,
or it may be issued asynchronously upon the occurrence of events (eventtriggered).
Regardless of the traffic characteristics and its activation model, it
is of paramount importance having a communication framework that provides
seamless integration of heterogeneous traffic sources while guaranteeing the
application requirements.
Another property that has been emerging as important for NES design and
operation is flexibility. The need to reduce installation and operational costs,
while facilitating maintenance is promoting a more rational use of the available
resources at run-time, exploring the ability to tune service parameters as the
system evolves.
However, such operational flexibility comes with the cost of increasing the
complexity of the system to handle the dynamic resource management, which
on the other hand demands the allocation of additional system resources.
Moreover, the capacity to dynamically modify the system properties also
causes a higher complexity when designing and specifying the system, since
the operational state-space increases with the degrees of flexibility of the
system.
Therefore, in order to bound this complexity appropriate operational models
are needed to handle the system dynamics and carry on an efficient and
fair resource management strategy based on quality of service (QoS) metrics.
This thesis states that the properties of flexibility and timeliness as needed
for dynamic QoS management can be provided to switched Ethernet based
systems. Switched Ethernet, although initially designed for general purpose
Internet access and file transfers, is becoming widely used in NES-based applications.
However, COTS switched Ethernet is insufficient regarding the needs
for real-time predictability and for supporting the aforementioned properties due
the use of FIFO queues too few priority levels and for stream-level management
capabilities. In this dissertation we propose a protocol to overcome those
limitations, namely the Flexible Time-Triggered communication over Switched
Ethernet (FTT-SE). The protocol is based on the FTT paradigm that generically
defines a protocol architecture suitable to enforce real-time determinism on a
communication network supporting the desired flexibility properties.
This dissertation addresses the motivation for FTT-SE, describing the
protocol as well as its schedulability analysis. It additionally covers the resource
distribution topic, where several distribution models are proposed to manage
the resource capacity among the competing services and while considering
the QoS level requirements of each service. A couple of application cases are
shown that support the aforementioned thesis