Artificial evolution on network structures : how time and space influence dynamics

Abstract The main objective of this work is to show how the choice of the temporal dimension and of the spatial structure of the population influences an artificial evolutionary process. In the field of Artificial Evolution we can observe a common trend in synchronously evolv¬ing panmictic populations, i.e., populations in which any individual can be recombined with any other individual. Already in the '90s, the works of Spiessens and Manderick, Sarma and De Jong, and Gorges-Schleuter have pointed out that, if a population is struc¬tured according to a mono- or bi-dimensional regular lattice, the evolutionary process shows a different dynamic with respect to the panmictic case. In particular, Sarma and De Jong have studied the selection pressure (i.e., the diffusion of a best individual when the only selection operator is active) induced by a regular bi-dimensional structure of the population, proposing a logistic modeling of the selection pressure curves. This model supposes that the diffusion of a best individual in a population follows an exponential law. We show that such a model is inadequate to describe the process, since the growth speed must be quadratic or sub-quadratic in the case of a bi-dimensional regular lattice. New linear and sub-quadratic models are proposed for modeling the selection pressure curves in, respectively, mono- and bi-dimensional regu¬lar structures. These models are extended to describe the process when asynchronous evolutions are employed. Different dynamics of the populations imply different search strategies of the resulting algorithm, when the evolutionary process is used to solve optimisation problems. A benchmark of both discrete and continuous test problems is used to study the search characteristics of the different topologies and updates of the populations. In the last decade, the pioneering studies of Watts and Strogatz have shown that most real networks, both in the biological and sociological worlds as well as in man-made structures, have mathematical properties that set them apart from regular and random structures. In particular, they introduced the concepts of small-world graphs, and they showed that this new family of structures has interesting computing capabilities. Populations structured according to these new topologies are proposed, and their evolutionary dynamics are studied and modeled. We also propose asynchronous evolutions for these structures, and the resulting evolutionary behaviors are investigated. Many man-made networks have grown, and are still growing incrementally, and explanations have been proposed for their actual shape, such as Albert and Barabasi's preferential attachment growth rule. However, many actual networks seem to have undergone some kind of Darwinian variation and selection. Thus, how these networks might have come to be selected is an interesting yet unanswered question. In the last part of this work, we show how a simple evolutionary algorithm can enable the emrgence o these kinds of structures for two prototypical problems of the automata networks world, the majority classification and the synchronisation problems. Synopsis L'objectif principal de ce travail est de montrer l'influence du choix de la dimension temporelle et de la structure spatiale d'une population sur un processus évolutionnaire artificiel. Dans le domaine de l'Evolution Artificielle on peut observer une tendence à évoluer d'une façon synchrone des populations panmictiques, où chaque individu peut être récombiné avec tout autre individu dans la population. Déjà dans les année '90, Spiessens et Manderick, Sarma et De Jong, et Gorges-Schleuter ont observé que, si une population possède une structure régulière mono- ou bi-dimensionnelle, le processus évolutionnaire montre une dynamique différente de celle d'une population panmictique. En particulier, Sarma et De Jong ont étudié la pression de sélection (c-à-d la diffusion d'un individu optimal quand seul l'opérateur de sélection est actif) induite par une structure régulière bi-dimensionnelle de la population, proposant une modélisation logistique des courbes de pression de sélection. Ce modèle suppose que la diffusion d'un individu optimal suit une loi exponentielle. On montre que ce modèle est inadéquat pour décrire ce phénomène, étant donné que la vitesse de croissance doit obéir à une loi quadratique ou sous-quadratique dans le cas d'une structure régulière bi-dimensionnelle. De nouveaux modèles linéaires et sous-quadratique sont proposés pour des structures mono- et bi-dimensionnelles. Ces modèles sont étendus pour décrire des processus évolutionnaires asynchrones. Différentes dynamiques de la population impliquent strategies différentes de recherche de l'algorithme résultant lorsque le processus évolutionnaire est utilisé pour résoudre des problèmes d'optimisation. Un ensemble de problèmes discrets et continus est utilisé pour étudier les charactéristiques de recherche des différentes topologies et mises à jour des populations. Ces dernières années, les études de Watts et Strogatz ont montré que beaucoup de réseaux, aussi bien dans les mondes biologiques et sociologiques que dans les structures produites par l'homme, ont des propriétés mathématiques qui les séparent à la fois des structures régulières et des structures aléatoires. En particulier, ils ont introduit la notion de graphe sm,all-world et ont montré que cette nouvelle famille de structures possède des intéressantes propriétés dynamiques. Des populations ayant ces nouvelles topologies sont proposés, et leurs dynamiques évolutionnaires sont étudiées et modélisées. Pour des populations ayant ces structures, des méthodes d'évolution asynchrone sont proposées, et la dynamique résultante est étudiée. Beaucoup de réseaux produits par l'homme se sont formés d'une façon incrémentale, et des explications pour leur forme actuelle ont été proposées, comme le preferential attachment de Albert et Barabàsi. Toutefois, beaucoup de réseaux existants doivent être le produit d'un processus de variation et sélection darwiniennes. Ainsi, la façon dont ces structures ont pu être sélectionnées est une question intéressante restée sans réponse. Dans la dernière partie de ce travail, on montre comment un simple processus évolutif artificiel permet à ce type de topologies d'émerger dans le cas de deux problèmes prototypiques des réseaux d'automates, les tâches de densité et de synchronisation.

Florescimento e frutificação do maracujazeiro-amarelo submetido à iluminação artificial, irrigação e sombreamento

O fotoperíodo, a temperatura do ar e a umidade do solo são fatores determinantes na produção do maracujazeiro-amarelo (Passiflora edulis Sims f. flavicarpa Deg). A sua baixa produção no período de agosto a novembro é conseqüência do não-florescimento e frutificação em função das condições climáticas. O trabalho teve por objetivo estudar a iluminação artificial associada ou não à irrigação, no florescimento e frutificação do maracujazeiro-amarelo. Compararam-se quatro sistemas de produção, combinando-se: iluminação artificial/irrigação/sombreamento; iluminação artificial/irrigação; iluminação artificial/sombreamento; iluminação artificial, e um tratamento-testemunha, em condições naturais. Os tratamentos foram submetidos a três diferentes épocas de iluminação (12 de abril, 27 de abril e 12 de maio). O experimento foi conduzido na área da Escola Técnica Agrícola de Adamantina-SP, na região da Alta Paulista, no período de abril a novembro de 1997. De acordo com os resultados, a iluminação artificial com e sem irrigação aumentou o número de flores, o número e a produção de frutos por área do maracujazeiro-amarelo. A irrigação não alterou o florescimento, a frutificação e a produtividade em maracujazeiro iluminado, mas reduziu o número de flores em ambiente sombreado. O sombreamento com e sem irrigação reduziu o número de flores. O tratamento iluminado/irrigado/sombreado aumentou a porcentagem de vingamento de frutos. O florescimento, a frutificação e a produção por área não foram significativamente alterados pelas diferentes épocas de iluminação.

Is the relationship between major depressive disorder and self-reported alcohol use disorder an artificial one ?

AIMS: Many studies have suggested a close relationship between alcohol use disorder (AUD) and major depressive disorder (MDD). This study aimed to test whether the relationship between self-reported AUD and MDD was artificially strengthened by the diagnosis of MDD. This association was tested comparing relationships between alcohol use and AUD for depressive people and non-depressive people. METHODS: As part of the Cohort Study on Substance Use Risk Factors, 4352 male Swiss alcohol users in their early twenties answered questions concerning their alcohol use, AUD and MDD at two time points. Generalized linear models for cross-sectional and longitudinal associations were calculated. RESULTS: For cross-sectional associations, depressive participants reported a higher number of AUD symptoms (β = 0.743, P < 0.001) than non-depressive participants. Moreover, there was an interaction (β = -0.204, P = 0.001): the relationship between alcohol use and AUD was weaker for depressive participants rather than non-depressive participants. For longitudinal associations, there were almost no significant relationships between MDD at baseline and AUD at follow-up, but the interaction was still significant (β = -0.249, P < 0.001). CONCLUSION: MDD thus appeared to be a confounding variable in the relationship between alcohol use and AUD, and self-reported measures of AUD seemed to be overestimated by depressive people. This result brings into question the accuracy of self-reported measures of substance use disorders. Furthermore, it adds to the emerging debate about the usefulness of substance use disorder as a concept, when heavy substance use itself appears to be a sensitive and reliable indicator.

Caracterização físico-química de frutos de maracujazeiro-amarelo submetidos à iluminação artificial, irrigação e sombreamento

O presente trabalho objetivou avaliar alguns parâmetros físicoquímicos de frutos de maracujazeiro-amarelo (Passiflora edulis Sims f. flavicarpa Deg) submetidos a diferentes sistemas de produção. Avaliaram-se o peso, o comprimento, o diâmetro, o teor de sólidos solúveis (SS) e a acidez titulável (AT) dos frutos, a relação SS/AT, o peso e o rendimento da polpa, a espessura da casca e o rendimento de suco. Compararam-se quatro sistemas de produção (iluminação artificial/irrigação/sombreamento, iluminação artificial/irrigação, iluminação artificial/sombreamento, iluminação artificial) e um tratamento-testemunha, em condições naturais. Os tratamentos foram submetidos a três diferentes épocas de iluminação (12 de abril, 27 de abril e 12 de maio). O experimento foi conduzido na área da Escola Técnica Agrícola de Adamantina - SP, na região da Alta Paulista, no período de abril a dezembro de 1997. Observou-se que, no período de junho a novembro, os diferentes sistemas de produção e as épocas de iluminação não alteraram o peso, o comprimento e o diâmetro médio dos frutos de maracujazeiro. A iluminação artificial, a irrigação e o sombreamento não influenciaram no teor de sólidos solúveis e na acidez dos frutos. Os frutos colhidos em agosto apresentaram teores de brix e de acidez maiores que os colhidos em dezembro. No mês de dezembro, no ambiente iluminado, irrigado e sombreado, verificou-se aumento do peso médio dos frutos, do peso da polpa e da espessura da casca, apesar de apresentarem menor produção. Em condições naturais, observou-se menor peso de frutos e de polpa, mas aumento no rendimento da polpa e do suco. O sombreamento artificial, na ausência de irrigação, promoveu a redução no peso e no rendimento de polpa e de suco.

End-tidal carbon dioxide monitoring using a naso-buccal sensor is not appropriate to monitor capnia during non-invasive ventilation.

BACKGROUND: In acute respiratory failure, arterial blood gas analysis (ABG) is used to diagnose hypercapnia. Once non-invasive ventilation (NIV) is initiated, ABG should at least be repeated within 1 h to assess PaCO2 response to treatment in order to help detect NIV failure. The main aim of this study was to assess whether measuring end-tidal CO2 (EtCO2) with a dedicated naso-buccal sensor during NIV could predict PaCO2 variation and/or PaCO2 absolute values. The additional aim was to assess whether active or passive prolonged expiratory maneuvers could improve the agreement between expiratory CO2 and PaCO2. METHODS: This is a prospective study in adult patients suffering from acute hypercapnic respiratory failure (PaCO2 ≥ 45 mmHg) treated with NIV. EtCO2 and expiratory CO2 values during active and passive expiratory maneuvers were measured using a dedicated naso-buccal sensor and compared to concomitant PaCO2 values. The agreement between two consecutive values of EtCO2 (delta EtCO2) and two consecutive values of PaCO2 (delta PaCO2) and between PaCO2 and concomitant expiratory CO2 values was assessed using the Bland and Altman method adjusted for the effects of repeated measurements. RESULTS: Fifty-four datasets from a population of 11 patients (8 COPD and 3 non-COPD patients), were included in the analysis. PaCO2 values ranged from 39 to 80 mmHg, and EtCO2 from 12 to 68 mmHg. In the observed agreement between delta EtCO2 and deltaPaCO2, bias was -0.3 mmHg, and limits of agreement were -17.8 and 17.2 mmHg. In agreement between PaCO2 and EtCO2, bias was 14.7 mmHg, and limits of agreement were -6.6 and 36.1 mmHg. Adding active and passive expiration maneuvers did not improve PaCO2 prediction. CONCLUSIONS: During NIV delivered for acute hypercapnic respiratory failure, measuring EtCO2 using a dedicating naso-buccal sensor was inaccurate to predict both PaCO2 and PaCO2 variations over time. Active and passive expiration maneuvers did not improve PaCO2 prediction. TRIAL REGISTRATION: ClinicalTrials.gov: NCT01489150.

La intel·ligència artificial i la seva aplicació a l'ensenyament

L'objectiu fonamental d'aquest article és mostrar com les técniques desenvolupades en intel'ligéncia artificial (lA) són d'una gran utilitat per tal de millorar el software destinat a I'ambit educatiu. Per a aixó, en primer Iloc, s'hi fa un breu resum de les finalitats i els objectius generals de les investigacions en lA realitzades fins al moment. Posteriorment, es descriuen les diferents aplicacions de la lA en I'educació dirigides als alumnes en tasques formatives i instructives, i als professors en tasques de disseny i planificació de les activitats docents. L'article acaba amb una reflexió sobre les tendéncies futures de la lA aplicada a I'educació.

Developing finished product stocking in a ventilation equipment company

Opinnäytetyön tavoitteena oli analysoida ja kehittää lopputuotteiden varastointia Halton Oy:ssä. Työ toteutettiin, koska yrityksen laajasta tuotevalikoimasta monia nimikkeitä varastoidaan tällä hetkellä ja ne sitovat runsaasti pääomaa varastoon. Lisäksi yrityksellä on vain rajallinen varastointitila käytettävissä ja sitä haluttiin hyödyntää optimaalisesti. Työssä suunniteltiin yritykselle varastoitavien tuotenimikkeiden hallintaprosessi ja lisäksi tutkittiin kuinka yritys voisi tarjota tuotteitaan nopeammin tärkeimmille ulkomaan markkina-alueille. Työn alussa huomio kohdistui myynniltään vähemmän merkittäviin varastonimikkeisiin, joita analysoitiin suunniteltujen kriteerien avulla. Tarkoituksena oli selvittää, mitkä varastonimikkeistä voitaisiin siirtää tilausohjautuviksi. Tärkeimpinä analysointikriteereinä käytettiin nimikkeiden alhaista myyntimäärää, lyhyttä tuotannonläpimenoaikaa sekä varastoitavien nimikkeiden lukumäärää tuoteryhmässä. Työssä huomioitiin kuitenkin myös muita mahdollisia syitä varastointiin. Lisäksi tehtiin havaintoja tilausohjautuvista nimikkeistä, jotka saattaisivat tarvita varastointia. Suunniteltuun hallintaprosessiin sisältyi kriteerien lisäksi myös varastotasojen määrittäminen yrityksen nykyisen varastomallin pohjalta. Työssä tutkittiin kuitenkin myös mahdollisia tulevaisuuden varastomalleja, joiden tarkoituksena olisi parantaa asiakaspalvelua ulkomailla. Tutkimus keskittyi pääasiassa nimikkeiden kysyntöjen analysointiin eri varastomallien myyntialueilla.