67 research outputs found

    Using Assembler Encoding to Solve Inverted Pendulum Problem

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    Assembler Encoding is Artificial Neural Network encoding method. To date, Assembler Encoding has been tested in two problems, i.e. in an optimization problem in which a solution is in the form of a matrix and in the so-called predator-prey problem in which the task of ANN is to control agent-predators whose common goal is to capture a fast moving agent-prey. The next problem in which Assembler Encoding was tested is the inverted pendulum problem. In the experiments Assembler Encoding was compared to several evolutionary and reinforcement learning methods. The results of the tests are presented at the end of the paper

    Reconfigurable microarchitectures at the programmable logic interface

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    Accessing genetic variability in Spanish barleys through high-throughput sequencing

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    193 Pags.- Tabls.- Grafcs. Research memory presented by Carlos Pérez Cantalapiedra to obtain the title of Doctor in Plant Biology and Biotechnology from Universidad Autónoma de Barcelona (UAB). This work has been done at Estación Experimental de Aula Dei (EEAD), belonging to Consejo Superior de Investigaciones Científicas (CSIC), in Zaragoza[EN] High-throughput sequencing (HTS) has revolutionized plant research. It has made it possible to sequence the genomes of multiple organisms. The sequence-enriched physical map of barley was published in late 2012. A first step to exploit barley genomics, for practical purposes, was facilitating geneticists and breeders access to the barley physical map. This was the aim which led us to the development of Barleymap, a software tool which allows locating genetic markers in the barley physical-genetic map. This application effectively integrates and maps markers from different widely used barley genotyping platforms, and, in general, any marker with sequence information.[ES] La secuenciación de alto rendimiento (HTS, por sus siglas en inglés) ha revolucionado la investigación, haciendo posible secuenciar los genomas de múltiples organismos. El mapa físico de cebada y sus secuencias asociadas fueron publicados a finales de 2012. Para sacar partido de estos recursos, había que facilitar el acceso a ellos a genetistas y mejoradores. Este fue el objetivo que nos llevó a desarrollar Barleymap, una herramienta informática que permite localizar marcadores genéticos en el genoma de cebada. La aplicación integra y localiza marcadores de distintas plataformas de genotipado de cebada ampliamente utilizadas.Peer reviewe

    The development of a program analysis environment for Ada: Reverse engineering tools for Ada

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    The Graphical Representations of Algorithms, Structures, and Processes for Ada (GRASP/Ada) has successfully created and prototyped a new algorithm level graphical representation for Ada software, the Control Structure Diagram (CSD). The primary impetus for creation of the CSD was to improve the comprehension efficiency of Ada software and thus improve reliability and reduce costs. The emphasis was on the automatic generation of the CSD from Ada source code to support reverse engineering and maintenance. The CSD has the potential to replace traditional prettyprinted Ada source code. In Phase 1 of the GRASP/Ada project, the CSD graphical constructs were created and applied manually to several small Ada programs. A prototype (Version 1) was designed and implemented using FLEX and BISON running under the Virtual Memory System (VMS) on a VAX 11-780. In Phase 2, the prototype was improved and ported to the Sun 4 platform under UNIX. A user interface was designed and partially implemented. The prototype was applied successfully to numerous Ada programs ranging in size from several hundred to several thousand lines of source code. In Phase 3 of the project, the prototype was prepared for limited distribution (GRASP/Ada Version 3.0) to facilitate evaluation. The user interface was extensively reworked. The current prototype provides the capability for the user to generate CSD from Ada source code in a reverse engineering mode with a level of flexibility suitable for practical application

    Full-scale system impact analysis: Digital document storage project

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    The Digital Document Storage Full Scale System can provide cost effective electronic document storage, retrieval, hard copy reproduction, and remote access for users of NASA Technical Reports. The desired functionality of the DDS system is highly dependent on the assumed requirements for remote access used in this Impact Analysis. It is highly recommended that NASA proceed with a phased, communications requirement analysis to ensure that adequate communications service can be supplied at a reasonable cost in order to validate recent working assumptions upon which the success of the DDS Full Scale System is dependent

    Implementing von Neumann’s architecture for machine self reproduction within the tierra artificial life platform to investigate evolvable genotype-phenotype mappings

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    John von Neumann first presented his theory of machine self reproduction in the late 1940's in which he described a machine capable of performing the logical steps necessary to accommodate self reproduction, and provided an explanation in principle for how arbitrarily complex machines can construct other (offspring) machines of equal or even greater complexity. In this thesis, a machine having the von Neumann architecture for self reproduction is designed to operate within the computational world of Tierra. This design implements a (mutable) genotype-phenotype mapping during reproduction, and acts as an exploratory model to observe the phenomena which may arise with such a system. A substitution mapping was chosen to carry out the genotype-phenotype mapping, and two specific implementations of a substitution mapping were investigated, via the use of a look-up table and a translation table. During implementation of the look-up table, preliminary experiments showed a degeneration to self copiers where a lineage of von Neumann style self reproducers degenerated into self copiers. Further experiments showed that a particular phenomenon emerges, where "pathological constructors" quickly develop, which can ultimately lead to total ecosystem collapse. If redundancy is introduced to the genotype-phenotype mapping, certain inheritable perturbations (mutations) prove to be non-reversible via a change to the genotype, which leads to a bias in the evolution of the genotype-phenotype mapping, consistently resulting in the loss of any target symbols from the mapping which are not vital for reproduction. It demonstrated how instances of Lamarkian inheritance may occur, which allowed these genetically ``non-reversible'' perturbations to be reversed, but only when accompanied by a very specific perturbation to the phenotype. The underlying dynamics of the chosen coding system was studied in order to better understand why these phenomena occur. When implementing a translation table, the space of possible mutations to the genotype-phenotype mapping was investigated and the same phenomena observed, where non vital symbols were lost from the mapping, and an instance of Lamarkian inheritance is necessary in order to introduce symbols to the mapping
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