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As AI technology is increasingly used in production systems, different approaches have emerged from highly decentralized small-scale AI at the edge level to centralized, cloud-based services used for higher-order optimizations. Each direction has disadvantages ranging from the lack of computational power at the edge level to the reliance on stable network connections with the centralized approach. Thus, a hybrid approach with centralized and decentralized components that possess specific abilities and interact is preferred. However, the distribution of AI capabilities leads to problems in self-adapting learning systems, as knowledgebases can diverge when no central coordination is present. Edge components will specialize in distinctive patterns (overlearn), which hampers their adaptability for different cases. Therefore, this paper aims to present a concept for a distributed interchangeable knowledge base in CPPS. The approach is based on various AI components and concepts for each participating node. A service-oriented infrastructure allows a decentralized, loosely coupled architecture of the CPPS. By exchanging knowledge bases between nodes, the overall system should become more adaptive, as each node can “forget” their present specialization.
Identifying urban pluvial flood-prone areas is necessary but the application of two-dimensional hydrodynamic models is limited to small areas. Data-driven models have been showing their ability to map flood susceptibility but their application in urban pluvial flooding is still rare. A flood inventory (4333 flooded locations) and 11 factors which potentially indicate an increased hazard for pluvial flooding were used to implement convolutional neural network (CNN), artificial neural network (ANN), random forest (RF) and support vector machine (SVM) to: (1) Map flood susceptibility in Berlin at 30, 10, 5, and 2 m spatial resolutions. (2) Evaluate the trained models' transferability in space. (3) Estimate the most useful factors for flood susceptibility mapping. The models' performance was validated using the Kappa, and the area under the receiver operating characteristic curve (AUC). The results indicated that all models perform very well (minimum AUC = 0.87 for the testing dataset). The RF models outperformed all other models at all spatial resolutions and the RF model at 2 m spatial resolution was superior for the present flood inventory and predictor variables. The majority of the models had a moderate performance for predictions outside the training area based on Kappa evaluation (minimum AUC = 0.8). Aspect and altitude were the most influencing factors on the image-based and point-based models respectively. Data-driven models can be a reliable tool for urban pluvial flood susceptibility mapping wherever a reliable flood inventory is available.
Honeybees, Apis mellifera, can differ considerably in their birth weights but the consequences of these weight differences for behaviour are unknown. I investigated how these birth weight differences affected their cognitive skills when the bees reached foraging age. Individual sucrose responsiveness measured by the proboscis extension response is a strong determinant of appetitive olfactory learning performance in honeybees. Most of the observed learning differences between individuals or between genetic bee strains correlate with differences in their sucrose responsiveness. My second aim was therefore to investigate whether the sucrose responsiveness of newly emerged bees could predict the learning behaviour of the bees 3 weeks later. Both birth weight and sucrose responsiveness measured at emergence could predict olfactory learning scores as demonstrated by significant positive correlations. Heavy bees and bees with high sucrose responsiveness later learned better than lighter individuals or bees with lower responsiveness to sucrose at emergence. These results demonstrate for the first time a fundamental relationship between sensory responsiveness and morphology at emergence and later cognitive skills in insects. Because sensory responsiveness is closely linked to division of labour in honeybees, differences in weight and sucrose responsiveness at emergence might be involved in regulating division of labour.
Analphabetismus und Teilhabe
(2015)
Aus bildungstheoretisch-gesellschaftskritischer Perspektive stellt sich Lernen als soziales Handeln in gesellschaftlich-vermittelten Verhältnissen – Möglichkeiten wie auch Begrenzungen – dar. Funktionaler Analphabetismus ist mit einem bundesweiten Anteil von 14% der erwerbsfähigen Bevölkerung oder 7,5 Millionen Analphabeten in Deutschland nicht nur ein bildungspolitisches und -praktisches, sondern auch ein wissenschaftlich zu untersuchendes Phänomen. Es gibt zahlreiche Untersuchungen, die sich mit dieser Thematik auseinandersetzen und Anknüpfungspunkte für die vorliegende Studie bieten. Aus der Zielgruppenforschung beispielsweise ist bekannt, dass die Hauptadressaten der Männer, der Älteren und der Bildungsfernen nicht adäquat erreicht bzw. als Teilnehmende gewonnen werden. Aus der Teilnehmendenforschung sind Abbrüche und Drop-Outs bekannt.
Warum Analphabeten im Erwachsenenalter, also nach der Aneignung vielfältigster Bewältigungsstrategien, durch das sich das Phänomen einer direkten Sichtbarkeit entzieht, dennoch beginnen das Lesen und Schreiben (wieder) zu lernen, wird bislang weder bildungs- noch lerntheoretisch untersucht. Im Rahmen der vorliegenden Erwachsenenbildungsstudie werden genau diese Lernanlässe empirisch herausgearbeitet.
Als Heuristik wird auf eine subjekttheoretische Theoriefolie rekurriert, die sich in besonderer Weise eignet Lernbegründungen im Kontext gesellschaftlich verhafteter Biografien sichtbar zu machen. Lernforschung im Begründungsmodell muss dabei auf eine Methodik zurückgreifen, die die Perspektive des Subjekts, Bedeutungszusammenhänge und typische Sinnstrukturen hervorbringen kann. Daher wird ein auf Einzelfallstudien basierendes, qualitatives Forschungsdesign gewählt, das Daten aus der Erhebung mittels problemzentrierter Interviews bereitstellt, die eine Auswertung innerhalb der Forschungsstrategie der Grounded Theory erfahren und in einer empirisch begründeten Typenbildung münden. Dieses Design ermöglicht die Rekonstruktion typischer Lernanlässe und im Ergebnis die Entwicklung einer gegenstandsbezogene Theorie mittlerer Reichweite.
Aus der vorliegenden Bedeutungs-Begründungsanalyse konnten empirisch fünf Lernbegründungstypen ausdifferenziert werden, die sich im Spannungsverhältnis von Teilhabeausrichtung und Widersprüchlichkeit bewegen und in ihrer Komplexität mittels der drei Schlüsselkategorien Bedeutungsraum, Reflexion der sozialen Eingebundenheit und Kompetenzen sowie Lernen bzw. dem Erleben der Diskrepanzerfahrung zwischen Lesen-Wollen und Lesen-Können dargestellt werden. Das Spektrum der Lernbegründungstypen reicht von teilhabesicherndem resignierten Lernen, bei dem die Sicherung des bedrohten Status quo im Vordergrund steht und die Welt als nicht gestaltbar erlebt wird, bis hin zu vielschichtigem teilhabeerweiternden Lernen, das auf die Erweiterung der eigenen Handlungsmöglichkeiten zielt und die umfangreichste Reflexion der sozialen Eingebundenheit und Kompetenzen aufweist. Funktionale Analphabeten begründen ihr Lernen und Nicht-Lernen vor dem Hintergrund ihrer sozialen Situation, ihrer Begrenzungen und Möglichkeiten: Schriftsprachlernen erhält erst im Kontext gesellschaftlicher Teilhabe und dessen Reflexion eine Bedeutung.
Mit der Einordnung der Lernbegründungen funktionaler Analphabeten in: erstens, Diskurse der Bildungsbenachteiligung durch Exklusionsprozesse; zweitens, die lerntheoretische Bedeutung von Inklusionsprozessen und drittens, den internationalen Theorieansatz transformativen Lernens durch die Integration der Reflexionskategorie, erfolgt eine Erweiterung bildungs- und lerntheoretischer Ansätze. In dieser Arbeit werden Alphabetisierungs- und Erwachsenen-bildungsforschung verbunden und in den jeweiligen Diskurs integriert. Weitere Anschluss- und Verwertungsmöglichkeiten in der Bildungsforschung wären denkbar. Die Untersuchung von Lernbegründungen im Längsschnitt beispielsweise kann Transformationsprozesse rekonstruierbar machen und somit Erträge für eine Bildungsprozessforschung liefern. Bildungspraktisch können die Lernbegründungstypen einerseits der Teilnehmergewinnung dienen, andererseits Ausgangspunkt für reflexive Lernbegleitungskonzepte sein, die Lernbegründungen zur Sprache bringen und die soziale Eingebundenheit thematisieren und damit Lernprozesse unterstützen.
Purpose: The acquisition of skills is essential to the conceptualization of cognitive-behavioural therapy. Yet, what experiences are encountered and what skills actually learned during therapy, and whether patients and therapists have concurrent views hereof, remains poorly understood.
Method: An explorative pilot study with semi-structured, corresponding interview guides was conducted. Pilot data from our outpatient unit were transcribed and content-analyzed following current guidelines.
Results: The responses of 18 participants (patients and their psychotherapists) were assigned to six main categories. Educational and cognitive aspects were mentioned most frequently and consistently by both groups. Having learned Behavioural alternatives attained the second highest agreement between perspectives.
Conclusions: Patients and therapists valued CBT as an opportunity to learn new skills, which is an important prerequisite also for the maintenance of therapeutic change. We discuss limitations to generalizability but also theoretical and therapy implications.
Purpose: The acquisition of skills is essential to the conceptualization of cognitive-behavioural therapy. Yet, what experiences are encountered and what skills actually learned during therapy, and whether patients and therapists have concurrent views hereof, remains poorly understood. Method: An explorative pilot study with semi-structured, corresponding interview guides was conducted. Pilot data from our outpatient unit were transcribed and content-analyzed following current guidelines. Results: The responses of 18 participants (patients and their psychotherapists) were assigned to six main categories. Educational and cognitive aspects were mentioned most frequently and consistently by both groups. Having learned Behavioural alternatives attained the second highest agreement between perspectives. Conclusions: Patients and therapists valued CBT as an opportunity to learn new skills, which is an important prerequisite also for the maintenance of therapeutic change. We discuss limitations to generalizability but also theoretical and therapy implications.
Spatial abilities have been found to interact with the design of visualizations in educational materials in different forms: (1) spatial abilities enhanced learning with optimized visual design (ability-as-enhancer) or (2) spatial abilities compensated for suboptimal visual design (ability-as-compensator). A brief review of pertinent studies suggests that these two forms are viewed as mutually exclusive. We propose a novel unifying conceptualization. This conceptualization suggests that the ability-as enhancer interaction will be found in the low-medium range of a broad ability continuum whereas the ability-as-compensator interaction will be found in the medium-high range. The largest difference in learning outcomes between visual design variations is expected for medium ability. A corresponding analytical approach is suggested that includes nonlinear quadratic interactions. The unifying conceptualization was confirmed in an experiment with a consistent visual-spatial task. In addition, the conceptualization was investigated with a reanalysis of pooled data from four multimedia learning experiments. Consistent with the conceptualization, quadratic interactions were found, meaning that interactions depended on ability range. The largest difference between visual design variations was obtained for medium ability, as expected. It is concluded that the unifying conceptualization is a useful theoretical and methodological approach to analyze and interpret aptitude-treatment interactions that go beyond linear interactions.
This article presents the design and a first pilot evaluation of the computer-based training program Calcularis for children with developmental dyscalculia (DD) or difficulties in learning mathematics. The program has been designed according to insights on the typical and atypical development of mathematical abilities. The learning process is supported through multimodal cues, which encode different properties of numbers. To offer optimal learning conditions, a user model completes the program and allows flexible adaptation to a child's individual learning and knowledge profile. Thirty-two children with difficulties in learning mathematics completed the 6-12-weeks computer training. The children played the game for 20 min per day for 5 days a week. The training effects were evaluated using neuropsychological tests. Generally, children benefited significantly from the training regarding number representation and arithmetic operations. Furthermore, children liked to play with the program and reported that the training improved their mathematical abilities.
In diesem Beitrag wird "fallbasierte Lernberatung" als ein zentrales Moment der Weiterentwicklung der Studierfähigkeit der Studierenden vor- und dargestellt. Fallbasierte Lernberatung wird darin als reflexive Praktik verstanden, die in Lehrveranstaltungen oder begleitend zu Lehrveranstaltungen angeboten werden kann. Mit der Bereitstellung eines solchen Lernberatungsangebots wird zweierlei erreicht. Studierende erhalten die professionell begleitete Gelegenheit, ihre Lernfähigkeiten weiter zu entwickeln und Lehrende Aufschluss über die konkreten Lernprobleme der Studierenden. Dieser kann wiederum auf das Lehrangebot rückwirken und so die Qualität der Lehre verbessern helfen.
Language skills and mathematical competencies are argued to influence each other during development. While a relation between the development of vocabulary size and mathematical skills is already documented in the literature, this study further examines how children's ability to map a novel word to an unknown object as well as their ability to retain this word from memory may be related to their knowledge of number words. Twenty-five children were tested longitudinally (at 30 and at 36 months of age) using an eye-tracking-based fast mapping task, the Give-a Number task, and standardized measures of vocabulary. The results reveal that children's ability to create and retain a mental representation of a novel word was related to number knowledge at 30 months, but not at 36 months while vocabulary size correlated with number knowledge only at 36 months. These results show that even specific mapping processes are initially related to the acquisition of number words and they speak for a parallelism between the development of lexical and number-concept knowledge despite their semantic and syntactic differences.