Fabrication and Pseudo-Analog Characteristics of Ta2O5 -Based ReRAM Cell

Memristori on yksi elektroniikan peruskomponenteista vastuksen, kondensaattorin ja kelan lisäksi. Se on passiivinen komponentti, jonka teorian kehitti Leon Chua vuonna 1971. Kesti kuitenkin yli kolmekymmentä vuotta ennen kuin teoria pystyttiin yhdistämään kokeellisiin tuloksiin. Vuonna 2008 Hewlett Packard julkaisi artikkelin, jossa he väittivät valmistaneensa ensimmäisen toimivan memristorin. Memristori eli muistivastus on resistiivinen komponentti, jonka vastusarvoa pystytään muuttamaan. Nimens mukaisesti memristori kykenee myös säilyttämään vastusarvonsa ilman jatkuvaa virtaa ja jännitettä. Tyypillisesti memristorilla on vähintään kaksi vastusarvoa, joista kumpikin pystytään valitsemaan syöttämällä komponentille jännitettä tai virtaa. Tämän vuoksi memristoreita kutsutaankin usein resistiivisiksi kytkimiksi. Resistiivisiä kytkimiä tutkitaan nykyään paljon erityisesti niiden mahdollistaman muistiteknologian takia. Resistiivisistä kytkimistä rakennettua muistia kutsutaan ReRAM-muistiksi (lyhenne sanoista resistive random access memory). ReRAM-muisti on Flash-muistin tapaan haihtumaton muisti, jota voidaan sähköisesti ohjelmoida tai tyhjentää. Flash-muistia käytetään tällä hetkellä esimerkiksi muistitikuissa. ReRAM-muisti mahdollistaa kuitenkin nopeamman ja vähävirtaiseman toiminnan Flashiin verrattuna, joten se on tulevaisuudessa varteenotettava kilpailija markkinoilla. ReRAM-muisti mahdollistaa myös useammin bitin tallentamisen yhteen muistisoluun binäärisen (”0” tai ”1”) toiminnan sijaan. Tyypillisesti ReRAM-muistisolulla on kaksi rajoittavaa vastusarvoa, mutta näiden kahden tilan välille pystytään mahdollisesti ohjelmoimaan useampia tiloja. Muistisoluja voidaan kutsua analogisiksi, jos tilojen määrää ei ole rajoitettu. Analogisilla muistisoluilla olisi mahdollista rakentaa tehokkaasti esimerkiksi neuroverkkoja. Neuroverkoilla pyritään mallintamaan aivojen toimintaa ja suorittamaan tehtäviä, jotka ovat tyypillisesti vaikeita perinteisille tietokoneohjelmille. Neuroverkkoja käytetään esimerkiksi puheentunnistuksessa tai tekoälytoteutuksissa. Tässä diplomityössä tarkastellaan Ta2O5 -perustuvan ReRAM-muistisolun analogista toimintaa pitäen mielessä soveltuvuus neuroverkkoihin. ReRAM-muistisolun valmistus ja mittaustulokset käydään läpi. Muistisolun toiminta on harvoin täysin analogista, koska kahden rajoittavan vastusarvon välillä on usein rajattu määrä tiloja. Tämän vuoksi toimintaa kutsutaan pseudoanalogiseksi. Mittaustulokset osoittavat, että yksittäinen ReRAM-muistisolu kykenee binääriseen toimintaan hyvin. Joiltain osin yksittäinen solu kykenee tallentamaan useampia tiloja, mutta vastusarvoissa on peräkkäisten ohjelmointisyklien välillä suurta vaihtelevuutta, joka hankaloittaa tulkintaa. Valmistettu ReRAM-muistisolu ei sellaisenaan kykene toimimaan pseudoanalogisena muistina, vaan se vaati rinnalleen virtaa rajoittavan komponentin. Myös valmistusprosessin kehittäminen vähentäisi yksittäisen solun toiminnassa esiintyvää varianssia, jolloin sen toiminta muistuttaisi enemmän pseudoanalogista muistia.

On the effect of Arabian Sea and Indian Ocean sea surface temperature anomaly on the monsoon rainfall of south-east of Iran

Southeast region of the country has hot and dry weather which causes to happen heavy rainfall in short time period of warm seasons and to occur river flooding. These precipitations are influenced by monsoon system of India ocean. In these thesis, It was tried to evaluate the relation between thermal anomaly of sea surface in India ocean and Arab sea which effects on southeast monsoon precipitations of Iran, For evaluation of this happening in southeast, data were collected from 7 synoptic observation stations of Bandar Abbas, Minab, Kerman , Bam, Chabahar, Iranshahr, Zahedan and 17 rain gauge stations during June to September of each year from 1980 to 2010. Rainy days were determine and then some information about synoptic circulation models, maps of average pressure of sea surface, geopotential height of 700hP surface, geopotential height of 500hP surface, temperature of 850 hPa surface, humidity of 700 hPa surface, vertical velocity of 700 hPa surface, vertical velocity of 500 hP and humidity of 2 meters height for 6 systems were extracted from NCEP/NCAR website for evaluation. By evaluation of these systems it was determined that the monsoon low pressure system tab brings needed humidity of these precipitations to this region from India ocean and Arab sea with a vast circulation. It is seen that warm air pool locates on Iran and cold air pool locates on west of India at 800 hPa surface. In a rainy day this warm air transfers to high latitudes and influences the temperature trough of southeast cold air pool of the country. In the middle surfaces of 700 and 500 hPa, the connection between low height system above India and low height system above the higher latitudes causes the low height system above India to be strength and developed. By evaluation of humidity at 2 meters height and 700 hPa surface we observe that humidity Increases in the southeast region. With penetrating of the low height system of India above the 700 and 500 hPa surfaces of southeast of Iran, the value of negative omega (Rising vertical velocity) is increased. In the second pace, it was shown the evaluation of how the correlation between sea surface temperature anomaly in India Ocean and Arab sea influences southeast monsoon precipitation of Iran. For this purpose the data of water surface temperature anomaly of Arab sea and India ocean, the data of precipitation anomaly of 7 synoptic stations , mentioned above, and correlation coefficient among the data of precipitation anomaly and water surface temperature anomaly of Arab Sea, east and west of India ocean were calculated. In conclusion it was shown that the maximum correlation coefficient of precipitation anomaly had belonged to India Ocean in June and no meaningful correlation was resulted in July among precipitation anomaly and sea surface temperature anomaly for three regions, which were evaluated.

Motivic Decomposition of Projective Pseudo-Homogeneous Varieties

Let G be a semi-simple algebraic group over a field k. Projective G-homogeneous varieties are projective varieties over which G acts transitively. The stabilizer or the isotropy subgroup at a point on such a variety is a parabolic subgroup which is always smooth when the characteristic of k is zero. However, when k has positive characteristic, we encounter projective varieties with transitive G-action where the isotropy subgroup need not be smooth. We call these varieties projective pseudo-homogeneous varieties. To every such variety, we can associate a corresponding projective homogeneous variety. In this thesis, we extensively study the Chow motives (with coefficients from a finite connected ring) of projective pseudo-homogeneous varieties for G inner type over k and compare them to the Chow motives of the corresponding projective homogeneous varieties. This is done by proving a generic criterion for the motive of a variety to be isomorphic to the motive of a projective homogeneous variety which works for any characteristic of k. As a corollary, we give some applications and examples of Chow motives that exhibit an interesting phenomenon. We also show that the motives of projective pseudo-homogeneous varieties satisfy properties such as Rost Nilpotence and Krull-Schmidt.

Efficient Hill Climber for Constrained Pseudo-Boolean Optimization Problems

Efficient hill climbers have been recently proposed for single- and multi-objective pseudo-Boolean optimization problems. For $k$-bounded pseudo-Boolean functions where each variable appears in at most a constant number of subfunctions, it has been theoretically proven that the neighborhood of a solution can be explored in constant time. These hill climbers, combined with a high-level exploration strategy, have shown to improve state of the art methods in experimental studies and open the door to the so-called Gray Box Optimization, where part, but not all, of the details of the objective functions are used to better explore the search space. One important limitation of all the previous proposals is that they can only be applied to unconstrained pseudo-Boolean optimization problems. In this work, we address the constrained case for multi-objective $k$-bounded pseudo-Boolean optimization problems. We find that adding constraints to the pseudo-Boolean problem has a linear computational cost in the hill climber.

On the trace anomaly of a Weyl fermion

La seguente tesi si sviluppa in tre parti: un'introduzione alle simmetrie conformi e di scala, una parte centrale dedicata alle anomalie quantistiche ed una terza parte dedicata all'anomalia di traccia per fermioni. Nella seconda parte in particolare si introduce il metodo di calcolo alla Fujikawa e si discute la scelta di regolatori adeguati ed un metodo per ottenerli, si applicano poi questi metodi ai campi, scalare e vettoriale, per l'anomalia di traccia in spazio curvo. Nell'ultimo capitolo si calcolano le anomalie di traccia per un fermione di Dirac e per uno di Weyl; la motivazione per calcolare queste anomalie nasce dal fatto che recenti articoli hanno suggerito che possa emergere un termine immaginario proporzionale alle densità di Pontryagin nell'anomalia di Weyl. Noi non abbiamo trovato questo termine e il risultato è che l'anomalia di traccia risulta essere metà di quella per il caso di Dirac.

Logoi demagogou, erga tyrannou : El testimonio del lexema demagogos de Pseudo Andócides

"Para describir la vida política de las democracias antiguas nos vemos forzados a servirnos de términos que utilizamos para las democracias modernas. Pero hay que tener cuidado de no engañarse. Pues las mismas palabras contemplan a menudo las realidades más diversas" (Reverdin, 1945: 201). Esta afirmación nos autoriza a preguntarnos si hay o no una conexión entre los demagogou atenienses y lo que nosotros entendemos por "demagogos". El lexema ingresó a los idiomas modernos por una traducción al francés de una traducción latina de la Política de Aristóteles en el siglo XIV d.C. (Robert, 1954: s.v.), donde ya era patente el carácter peyorativo del lexema. Durante los últimos cincuenta años, los especialistas han analizado las ocurrencias del campo léxico de la demagogia desde una perspectiva histórico- sociológica y en ese sentido coinciden en que estos vocablos en su origen eran "neutros" (Connor, 1992; Lane, 2012). Ostwald, por su parte, opina que la connotación peyorativa del término probablemente se deba a Aristóteles, específicamente a un pasaje de la Política (4.4.1292a4-38) (1986: 201). Sin embargo, contamos con testimonios del lexema de fines del siglo V a.C. y principios del IV a.C. donde es posible entender cierta connotación negativa. Dentro del conjunto de testimonios se encuentra el Contra Alcibíades del Pseudo Andócides. El presente trabajo, complementario de análisis anteriores en el corpus del siglo V a.C., tiene como objetivo analizar el mencionado lexema en su cotexto a la luz de una perspectiva que concibe las palabras como piezas lingüísticas susceptibles de variación semántica incluso en un mismo estadio sincrónico, aplicando conceptos de las teorías de la Nueva Retórica y del Análisis del Discurso

Logoi demagogou, erga tyrannou : El testimonio del lexema demagogos de Pseudo Andócides

"Para describir la vida política de las democracias antiguas nos vemos forzados a servirnos de términos que utilizamos para las democracias modernas. Pero hay que tener cuidado de no engañarse. Pues las mismas palabras contemplan a menudo las realidades más diversas" (Reverdin, 1945: 201). Esta afirmación nos autoriza a preguntarnos si hay o no una conexión entre los demagogou atenienses y lo que nosotros entendemos por "demagogos". El lexema ingresó a los idiomas modernos por una traducción al francés de una traducción latina de la Política de Aristóteles en el siglo XIV d.C. (Robert, 1954: s.v.), donde ya era patente el carácter peyorativo del lexema. Durante los últimos cincuenta años, los especialistas han analizado las ocurrencias del campo léxico de la demagogia desde una perspectiva histórico- sociológica y en ese sentido coinciden en que estos vocablos en su origen eran "neutros" (Connor, 1992; Lane, 2012). Ostwald, por su parte, opina que la connotación peyorativa del término probablemente se deba a Aristóteles, específicamente a un pasaje de la Política (4.4.1292a4-38) (1986: 201). Sin embargo, contamos con testimonios del lexema de fines del siglo V a.C. y principios del IV a.C. donde es posible entender cierta connotación negativa. Dentro del conjunto de testimonios se encuentra el Contra Alcibíades del Pseudo Andócides. El presente trabajo, complementario de análisis anteriores en el corpus del siglo V a.C., tiene como objetivo analizar el mencionado lexema en su cotexto a la luz de una perspectiva que concibe las palabras como piezas lingüísticas susceptibles de variación semántica incluso en un mismo estadio sincrónico, aplicando conceptos de las teorías de la Nueva Retórica y del Análisis del Discurso

Development and validation of a computationally efficient pseudo 3D model for planar SOFC integrated with a heating furnace

Efficient numerical models facilitate the study and design of solid oxide fuel cells (SOFCs), stacks, and systems. Whilst the accuracy and reliability of the computed results are usually sought by researchers, the corresponding modelling complexities could result in practical difficulties regarding the implementation flexibility and computational costs. The main objective of this article is to adapt a simple but viable numerical tool for evaluation of our experimental rig. Accordingly, a model for a multi-layer SOFC surrounded by a constant temperature furnace is presented, trained and validated against experimental data. The model consists of a four-layer structure including stand, two interconnects, and PEN (Positive electrode-Electrolyte-Negative electrode); each being approximated by a lumped parameter model. The heating process through the surrounding chamber is also considered. We used a set of V-I characteristics data for parameter adjustment followed by model verification against two independent sets of data. The model results show a good agreement with practical data, offering a significant improvement compared to reduced models in which the impact of external heat loss is neglected. Furthermore, thermal analysis for adiabatic and non-adiabatic process is carried out to capture the thermal behaviour of a single cell followed by a polarisation loss assessment. Finally, model-based design of experiment is demonstrated for a case study.

La règle des syzygies et le dualisme dans les Homélies et les Reconnaissances pseudo-clémentines: Études littéraires

Les Homélies et les Reconnaissances du Pseudo-Clément, aussi appelées Pseudo-Clémentines, sont des témoins privilégiés du foisonnement intellectuel et théologique des premiers siècles chrétiens. Alors que la recherche moderne a longtemps tenté de déterminer les différentes étapes de leur constitution (ne posant pour seule conclusion certaine que l’existence d’un « Écrit de base » à leur origine), le présent mémoire offre une enquête littéraire qui permettra de situer l’état final des Pseudo-Clémentines dans leur contexte rédaction, en établissant comment elles dialoguent avec les principaux groupes religieux de leur milieu (chrétiens, judéo-chrétiens, juifs, gnostiques et païens). Dans ce cadre, cette étude définit le dualisme pseudo-clémentin selon ses quatre aspects : la règle de syzygies ou des couples antagonistes, qui veut que tout, dans la création, soit organisé par Dieu en couples opposés ; les prophéties masculine et féminine, dont la première apporte la vérité alors que la seconde apporte le mensonge ; la doctrine des deux rois, dont l’un, qui est bon, gouverne le royaume du monde à venir, alors que l’autre, qui est mauvais, règne sur le monde présent ; la doctrine des deux voies, dont l’une mène au salut et l’autre à la perdition. Après une analyse de ces thèmes au sein des Pseudo-Clémentines, qui révèle les différences qui existent entre les deux textes, ces mêmes motifs sont recherchés dans la littérature apparentée, en particulier dans les textes gnostiques de la bibliothèque de Nag Hammadi, les textes découverts à Qumrân et la littérature judéo-chrétienne. Les conclusions dégagées permettent de définir précisément le dualisme des Homélies et celui des Reconnaissances, d’identifier des fonctions polémiques et rhétoriques de ce dualisme et de cerner des groupes religieux possiblement alliés et ennemis des Pseudo-Clémentines.

EVENTOS SÍSMICOS NO BRASIL. PERCEPÇÃO DE RISCO DE DISCENTES DE GEOGRAFIA FRENTE A EVENTOS PSEUDO-REMOTOS

Nas últimas duas décadas a temática ambiental adquiriu corpo no Brasil e, ainda que em descompasso com relação aos Estados Unidos da América e Europa, trouxe a necessidade de análises intersetoriais e interdisciplinares dos problemas derivados da ação antrópica. Uma das facetas desta ascensão temática à agenda política do país foi a elaboração da Política Nacional de Defesa Civil (Resolução CONDEC n.º 2, de 12 de dezembro de 1994) e do Sistema Nacional de Defesa Civil, o SINDEC (através do Decreto Federal nº. 5.376 de 17 de fevereiro de 2005). Ao lado de determinados alarmismos, e em um cenário dominado por incertezas (ou certezas probabilísticas), as ações da Defesa Civil deveriam se pautar por um pragmatismo responsável. O vasto campo de sua atuação previu, através da Classificação e da Codificação de Desastres (CODAR), os desastres naturais ligados a sismologia e os desastres mistos ligados a sismicidade induzida. Tais eventos, e suas referências, sempre constituíram uma espécie de literatura cinzenta em se tratando de um país “isento de terremotos”. Para confrontar a percepção de risco dos estudantes de Geografia com as evidências dos principais centros de pesquisas sísmicas, aplicamos um questionário por correio eletrônico aos discentes das principais faculdades de Geografia do país.

Real-time anomaly detection of gamma-ray bursts for the Cherenkov Telescope Array using deep learning

The Cherenkov Telescope Array (CTA) will be the next-generation ground-based observatory to study the universe in the very-high-energy domain. The observatory will rely on a Science Alert Generation (SAG) system to analyze the real-time data from the telescopes and generate science alerts. The SAG system will play a crucial role in the search and follow-up of transients from external alerts, enabling multi-wavelength and multi-messenger collaborations. It will maximize the potential for the detection of the rarest phenomena, such as gamma-ray bursts (GRBs), which are the science case for this study. This study presents an anomaly detection method based on deep learning for detecting gamma-ray burst events in real-time. The performance of the proposed method is evaluated and compared against the Li&Ma standard technique in two use cases of serendipitous discoveries and follow-up observations, using short exposure times. The method shows promising results in detecting GRBs and is flexible enough to allow real-time search for transient events on multiple time scales. The method does not assume background nor source models and doe not require a minimum number of photon counts to perform analysis, making it well-suited for real-time analysis. Future improvements involve further tests, relaxing some of the assumptions made in this study as well as post-trials correction of the detection significance. Moreover, the ability to detect other transient classes in different scenarios must be investigated for completeness. The system can be integrated within the SAG system of CTA and deployed on the onsite computing clusters. This would provide valuable insights into the method's performance in a real-world setting and be another valuable tool for discovering new transient events in real-time. Overall, this study makes a significant contribution to the field of astrophysics by demonstrating the effectiveness of deep learning-based anomaly detection techniques for real-time source detection in gamma-ray astronomy.

Domain adaptation per classificazione di point cloud mediante pseudo-annotazioni

La classificazione di dati geometrici 3D come point cloud è un tema emergente nell'ambito della visione artificiale in quanto trova applicazione in molteplici contesti di guida autonoma, robotica e realtà aumentata. Sebbene nel mercato siano presenti una grande quantità di sensori in grado di ottenere scansioni reali, la loro annotazione costituisce un collo di bottiglia per la generazione di dataset. Per sopperire al problema si ricorre spesso alla domain adaptation sfruttando dati sintetici annotati. Questo elaborato si pone come obiettivo l'analisi e l'implementazione di metodi di domain adaptation per classificazione di point cloud mediante pseudo-labels. In particolare, sono stati condotti esperimenti all'interno del framework RefRec valutando la possibilità di sostituire nuove architetture di deep learning al modello preesistente. Tra queste, Transformer con mascheramento dell'input ha raggiunto risultati superiori allo stato dell'arte nell'adattamento da dati sintetici a reali (ModelNet->ScanNet) esaminato in questa tesi.

Query Library Development and Anomaly Detection on Flight Data

During the last semester of the Master’s Degree in Artificial Intelligence, I carried out my internship working for TXT e-Solution on the ADMITTED project. This paper describes the work done in those months. The thesis will be divided into two parts representing the two different tasks I was assigned during the course of my experience. The First part will be about the introduction of the project and the work done on the admittedly library, maintaining the code base and writing the test suits. The work carried out is more connected to the Software engineer role, developing features, fixing bugs and testing. The second part will describe the experiments done on the Anomaly detection task using a Deep Learning technique called Autoencoder, this task is on the other hand more connected to the data science role. The two tasks were not done simultaneously but were dealt with one after the other, which is why I preferred to divide them into two separate parts of this paper.

Anomaly Detection in Random Graph

La presenti tesi ha come obiettivo lo studio di due algoritmi per il rilevamento di anomalie all' interno di grafi random. Per entrambi gli algoritmi sono stati creati dei modelli generativi di grafi dinamici in modo da eseguire dei test sintetici. La tesi si compone in una parte iniziale teorica e di una seconda parte sperimentale. Il secondo capitolo introduce la teoria dei grafi. Il terzo capitolo presenta il problema del rilevamento di comunità. Il quarto capitolo introduce possibili definizioni del concetto di anomalie dinamiche e il problema del loro rilevamento. Il quinto capitolo propone l' introduzione di un punteggio di outlierness associato ad ogni nodo sulla base del confronto tra la sua dinamica e quella della comunità a cui appartiene. L' ultimo capitolo si incentra sul problema della ricerca di una descrizione della rete in termini di gruppi o ruoli sulla base della quale incentrare la ricerca delle anomalie dinamiche.

Framework for anomaly detection on photovoltaic plants

Technological advancement has undergone exponential growth in recent years, and this has brought significant improvements in the computational capabilities of computers, which can now perform an enormous amount of calculations per second. Taking advantage of these improvements has made it possible to devise algorithms that are very demanding in terms of the computational resources needed to develop architectures capable of solving the most complex problems: currently the most powerful of these are neural networks and in this thesis I will combine these tecniques with classical computer vision algorithms to improve the speed and accuracy of maintenance in photovoltaic facilities.