TY - INPR A1 - Nassourou, Mohamadou T1 - Towards a Knowledge-Based Learning System for The Quranic Text N2 - In this research, an attempt to create a knowledge-based learning system for the Quranic text has been performed. The knowledge base is made up of the Quranic text along with detailed information about each chapter and verse, and some rules. The system offers the possibility to study the Quran through web-based interfaces, implementing novel visualization techniques for browsing, querying, consulting, and testing the acquired knowledge. Additionally the system possesses knowledge acquisition facilities for maintaining the knowledge base. KW - Wissensbanksystem KW - Wissensmanagement KW - Text Mining KW - Visualisierung KW - Koran KW - Knowledge-based System KW - Knowledge Management System KW - Text Mining KW - Visualization KW - Quran Y1 - 2012 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-70003 ER - TY - INPR A1 - Nassourou, Mohamadou T1 - Computing Generic Causes of Revelation of the Quranic Verses Using Machine Learning Techniques N2 - Because many verses of the holy Quran are similar, there is high probability that, similar verses addressing same issues share same generic causes of revelation. In this study, machine learning techniques have been employed in order to automatically derive causes of revelation of Quranic verses. The derivation of the causes of revelation is viewed as a classification problem. Initially the categories are based on the verses with known causes of revelation, and the testing set consists of the remaining verses. Based on a computed threshold value, a naïve Bayesian classifier is used to categorize some verses. After that, using a decision tree classifier the remaining uncategorized verses are separated into verses that contain indicators (resultative connectors, causative expressions…), and those that do not. As for those verses having indicators, each one is segmented into its constituent clauses by identification of the linking indicators. Then a dominant clause is extracted and considered either as the cause of revelation, or post-processed by adding or subtracting some terms to form a causal clause that constitutes the cause of revelation. Concerning remaining unclassified verses without indicators, a naive Bayesian classifier is again used to assign each one of them to one of the existing classes based on features and topics similarity. As for verses that could not be classified so far, manual classification was made by considering each verse as a category on its own. The result obtained in this study is encouraging, and shows that automatic derivation of Quranic verses’ generic causes of revelation is achievable, and reasonably reliable for understanding and implementing the teachings of the Quran. KW - Text Mining KW - Koran KW - Text mining KW - Statistical classifiers KW - Text segmentation KW - Causes of revelation KW - Quran Y1 - 2011 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-66083 ER - TY - INPR A1 - Nassourou, Mohamadou T1 - Design and Implementation of a Model-driven XML-based Integrated System Architecture for Assisting Analysis, Understanding, and Retention of Religious Texts:The Case of The Quran N2 - Learning a book in general involves reading it, underlining important words, adding comments, summarizing some passages, and marking up some text or concepts. Once deeper understanding is achieved, one would like to organize and manage her/his knowledge in such a way that, it could be easily remembered and efficiently transmitted to others. This paper discusses about modeling religious texts using semantic XML markup based on frame-based knowledge representation, with the purpose of assisting understanding, retention, and sharing of knowledge they contain. In this study, books organized in terms of chapters made up of verses are considered as the source of knowledge to model. Some metadata representing the multiple perspectives of knowledge modeling are assigned to each chapter and verse. Chapters and verses with their metadata form a meta-model, which is represented using frames, and published on a web mashup. An XML-based annotation and visualization system equipped with user interfaces for creating static and dynamic metadata, annotating chapters’ contents according to user selected semantics, and templates for publishing generated knowledge on the Internet, has been developed. The system has been applied to the Quran, and the result obtained shows that multiple perspectives of information modeling can be successfully applied to religious texts, in order to support analysis, understanding, and retention of the texts. KW - Wissensrepräsentation KW - Wissensmanagement KW - Content Management KW - XML KW - Koran KW - Knowledge representation KW - Meta-model KW - Frames KW - XML model KW - Knowledge Management KW - Content Management KW - Quran Y1 - 2011 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-65737 ER - TY - INPR A1 - Nassourou, Mohamadou T1 - Computer-based Textual Documents Collation System for Reconstructing the Original Text from Automatically Identified Base Text and Ranked Witnesses N2 - Given a collection of diverging documents about some lost original text, any person interested in the text would try reconstructing it from the diverging documents. Whether it is eclecticism, stemmatics, or copy-text, one is expected to explicitly or indirectly select one of the documents as a starting point or as a base text, which could be emended through comparison with remaining documents, so that a text that could be designated as the original document is generated. Unfortunately the process of giving priority to one of the documents also known as witnesses is a subjective approach. In fact even Cladistics, which could be considered as a computer-based approach of implementing stemmatics, does not present or recommend users to select a certain witness as a starting point for the process of reconstructing the original document. In this study, a computational method using a rule-based Bayesian classifier is used, to assist text scholars in their attempts of reconstructing a non-existing document from some available witnesses. The method developed in this study consists of selecting a base text successively and collating it with remaining documents. Each completed collation cycle stores the selected base text and its closest witness, along with a weighted score of their similarities and differences. At the end of the collation process, a witness selected more often by majority of base texts is considered as the probable base text of the collection. Witnesses’ scores are weighted using a weighting system, based on effects of types of textual modifications on the process of reconstructing original documents. Users have the possibility to select between baseless and base text collation. If a base text is selected, the task is reduced to ranking the witnesses with respect to the base text, otherwise a base text as well as ranking of the witnesses with respect to the base text are computed and displayed on a bar diagram. Additionally this study includes a recursive algorithm for automatically reconstructing the original text from the identified base text and ranked witnesses. KW - Textvergleich KW - Text Mining KW - Textual document collation KW - Base text KW - Reconstruction of original text KW - Gothenburg model KW - Bayesian classifier KW - Textual alterations weighting system Y1 - 2011 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-65749 ER - TY - INPR A1 - Nassourou, Mohamadou T1 - Philosophical and Computational Approaches for Estimating and Visualizing Months of Revelations of Quranic Chapters N2 - The question of why the Quran structure does not follow its chronology of revelation is a recurring one. Some Islamic scholars such as [1] have answered the question using hadiths, as well as other philosophical reasons based on internal evidences of the Quran itself. Unfortunately till today many are still wondering about this issue. Muslims believe that the Quran is a summary and a copy of the content of a preserved tablet called Lawhul-Mahfuz located in the heaven. Logically speaking, this suggests that the arrangement of the verses and chapters is expected to be similar to that of the Lawhul-Mahfuz. As for the arrangement of the verses in each chapter, there is unanimity that it was carried out by the Prophet himself under the guidance of Angel Gabriel with the recommendation of God. But concerning the ordering of the chapters, there are reports about some divergences [3] among the Prophet’s companions as to which chapter should precede which one. This paper argues that Quranic chapters might have been arranged according to months and seasons of revelation. In fact, based on some verses of the Quran, it is defendable that the Lawhul-Mahfuz itself is understood to have been structured in terms of the months of the year. In this study, philosophical and mathematical arguments for computing chapters’ months of revelation are discussed, and the result is displayed on an interactive scatter plot. KW - Text Mining KW - Visualisierung KW - Koran KW - Text mining KW - Visualization KW - Chronology of revelation KW - Chapters arrangement KW - Quran KW - Lawhul-Mahfuz Y1 - 2011 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-65784 ER - TY - JOUR A1 - Naseem, Muhammad A1 - Dandekar, Thomas T1 - The Role of Auxin-Cytokinin Antagonism in Plant-Pathogen Interactions JF - PLOS Pathogens N2 - No abstract available. KW - disease KW - pseudomas-syringae KW - arabidpsis thaliana KW - immunity KW - organogenesis KW - transcription KW - resistance KW - crosstalk Y1 - 2012 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-131901 VL - 8 IS - 11 ER - TY - JOUR A1 - Nagler, Matthias A1 - Nägele, Thomas A1 - Gilli, Christian A1 - Fragner, Lena A1 - Korte, Arthur A1 - Platzer, Alexander A1 - Farlow, Ashley A1 - Nordborg, Magnus A1 - Weckwerth, Wolfram T1 - Eco-Metabolomics and Metabolic Modeling: Making the Leap From Model Systems in the Lab to Native Populations in the Field JF - Frontiers in Plant Science N2 - Experimental high-throughput analysis of molecular networks is a central approach to characterize the adaptation of plant metabolism to the environment. However, recent studies have demonstrated that it is hardly possible to predict in situ metabolic phenotypes from experiments under controlled conditions, such as growth chambers or greenhouses. This is particularly due to the high molecular variance of in situ samples induced by environmental fluctuations. An approach of functional metabolome interpretation of field samples would be desirable in order to be able to identify and trace back the impact of environmental changes on plant metabolism. To test the applicability of metabolomics studies for a characterization of plant populations in the field, we have identified and analyzed in situ samples of nearby grown natural populations of Arabidopsis thaliana in Austria. A. thaliana is the primary molecular biological model system in plant biology with one of the best functionally annotated genomes representing a reference system for all other plant genome projects. The genomes of these novel natural populations were sequenced and phylogenetically compared to a comprehensive genome database of A. thaliana ecotypes. Experimental results on primary and secondary metabolite profiling and genotypic variation were functionally integrated by a data mining strategy, which combines statistical output of metabolomics data with genome-derived biochemical pathway reconstruction and metabolic modeling. Correlations of biochemical model predictions and population-specific genetic variation indicated varying strategies of metabolic regulation on a population level which enabled the direct comparison, differentiation, and prediction of metabolic adaptation of the same species to different habitats. These differences were most pronounced at organic and amino acid metabolism as well as at the interface of primary and secondary metabolism and allowed for the direct classification of population-specific metabolic phenotypes within geographically contiguous sampling sites. KW - eco-metabolomics KW - in situ analysis KW - metabolomics KW - metabolic modeling KW - SNP KW - natural variation KW - Jacobian matrix KW - green systems biology Y1 - 2018 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-189560 SN - 1664-462X VL - 9 IS - 1556 ER - TY - JOUR A1 - Müller, Konstantin A1 - Leppich, Robert A1 - Geiß, Christian A1 - Borst, Vanessa A1 - Pelizari, Patrick Aravena A1 - Kounev, Samuel A1 - Taubenböck, Hannes T1 - Deep neural network regression for normalized digital surface model generation with Sentinel-2 imagery JF - IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing N2 - In recent history, normalized digital surface models (nDSMs) have been constantly gaining importance as a means to solve large-scale geographic problems. High-resolution surface models are precious, as they can provide detailed information for a specific area. However, measurements with a high resolution are time consuming and costly. Only a few approaches exist to create high-resolution nDSMs for extensive areas. This article explores approaches to extract high-resolution nDSMs from low-resolution Sentinel-2 data, allowing us to derive large-scale models. We thereby utilize the advantages of Sentinel 2 being open access, having global coverage, and providing steady updates through a high repetition rate. Several deep learning models are trained to overcome the gap in producing high-resolution surface maps from low-resolution input data. With U-Net as a base architecture, we extend the capabilities of our model by integrating tailored multiscale encoders with differently sized kernels in the convolution as well as conformed self-attention inside the skip connection gates. Using pixelwise regression, our U-Net base models can achieve a mean height error of approximately 2 m. Moreover, through our enhancements to the model architecture, we reduce the model error by more than 7%. KW - Deep learning KW - multiscale encoder KW - sentinel KW - surface model Y1 - 2023 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-349424 SN - 1939-1404 VL - 16 ER - TY - THES A1 - Mäder, Andreas T1 - Performance Models for UMTS 3.5G Mobile Wireless Systems T1 - Leistungsmodelle für UMTS 3.5G Mobilfunksysteme N2 - Mobile telecommunication systems of the 3.5th generation (3.5G) constitute a first step towards the requirements of an all-IP world. As the denotation suggests, 3.5G systems are not completely new designed from scratch. Instead, they are evolved from existing 3G systems like UMTS or cdma2000. 3.5G systems are primarily designed and optimized for packet-switched best-effort traffic, but they are also intended to increase system capacity by exploiting available radio resources more efficiently. Systems based on cdma2000 are enhanced with 1xEV-DO (EV-DO: evolution, data-optimized). In the UMTS domain, the 3G partnership project (3GPP) specified the High Speed Packet Access (HSPA) family, consisting of High Speed Downlink Packet Access (HSDPA) and its counterpart High Speed Uplink Packet Access (HSUPA) or Enhanced Uplink. The focus of this monograph is on HSPA systems, although the operation principles of other 3.5G systems are similar. One of the main contributions of our work are performance models which allow a holistic view on the system. The models consider user traffic on flow-level, such that only on significant changes of the system state a recalculation of parameters like bandwidth is necessary. The impact of lower layers is captured by stochastic models. This approach combines accurate modeling and the ability to cope with computational complexity. Adopting this approach to HSDPA, we develop a new physical layer abstraction model that takes radio resources, scheduling discipline, radio propagation and mobile device capabilities into account. Together with models for the calculation of network-wide interference and transmit powers, a discrete-event simulation and an analytical model based on a queuing-theoretical approach are proposed. For the Enhanced Uplink, we develop analytical models considering independent and correlated other-cell interference. N2 - Die vorliegende Arbeit beschäftigt sich mit Mobilfunksystemen der Generation 3.5 im Allgemeinen, und mit den UMTS-spezifischen Ausprägungen HSDPA (High Speed Downlink Packet Access) und HSUPA (High Speed Uplink Packet Access) bzw. Enhanced Uplink im speziellen. Es werden integrierte Systeme betrachtet, d.h. 3.5G Datenkanäle koexistieren mit "klassischen" UMTS Datenkanälen wie in den Spezifikationen von UMTS Release ´99 beschrieben. T3 - Würzburger Beiträge zur Leistungsbewertung Verteilter Systeme - 02/08 KW - Mobilfunk KW - Leistungsbewertung KW - UMTS KW - HSPA KW - Funkressourcenverwaltung KW - Modellierungstechniken KW - Netzwerkplanung KW - UMTS KW - HSPA KW - radio resource management KW - modeling techniques KW - network planning Y1 - 2008 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-32525 ER - TY - THES A1 - Milbrandt, Jens T1 - Performance Evaluation of Efficient Resource Management Concepts for Next Generation IP Networks T1 - Effiziente Konzepte und Leistungsbewertung zum Ressourcen Management in zukünftigen IP Netzen N2 - Next generation networks (NGNs) must integrate the services of current circuit-switched telephone networks and packet-switched data networks. This convergence towards a unified communication infrastructure necessitates from the high capital expenditures (CAPEX) and operational expenditures (OPEX) due to the coexistence of separate networks for voice and data. In the end, NGNs must offer the same services as these legacy networks and, therefore, they must provide a low-cost packet-switched solution with real-time transport capabilities for telephony and multimedia applications. In addition, NGNs must be fault-tolerant to guarantee user satisfaction and to support business-critical processes also in case of network failures. A key technology for the operation of NGNs is the Internet Protocol (IP) which evolved to a common and well accepted standard for networking in the Internet during the last 25 years. There are two basically different approaches to achieve QoS in IP networks. With capacity overprovisioning (CO), an IP network is equipped with sufficient bandwidth such that network congestion becomes very unlikely and QoS is maintained most of the time. The second option to achieve QoS in IP networks is admission control (AC). AC represents a network-inherent intelligence that admits real-time traffic flows to a single link or an entire network only if enough resources are available such that the requirements on packet loss and delay can be met. Otherwise, the request of a new flow is blocked. This work focuses on resource management and control mechanisms for NGNs, in particular on AC and associated bandwidth allocation methods. The first contribution consists of a new link-oriented AC method called experience-based admission control (EBAC) which is a hybrid approach dealing with the problems inherent to conventional AC mechanisms like parameter-based or measurement-based AC (PBAC/MBAC). PBAC provides good QoS but suffers from poor resource utilization and, vice versa, MBAC uses resources efficiently but is susceptible to QoS violations. Hence, EBAC aims at increasing the resource efficiency while maintaining the QoS which increases the revenues of ISPs and postpones their CAPEX for infrastructure upgrades. To show the advantages of EBAC, we first review today’s AC approaches and then develop the concept of EBAC. EBAC is a simple mechanism that safely overbooks the capacity of a single link to increase its resource utilization. We evaluate the performance of EBAC by its simulation under various traffic conditions. The second contribution concerns dynamic resource allocation in transport networks which implement a specific network admission control (NAC) architecture. In general, the performance of different NAC systems may be evaluated by conventional methods such as call blocking analysis which has often been applied in the context of multi-service asynchronous transfer mode (ATM) networks. However, to yield more practical results than abstract blocking probabilities, we propose a new method to compare different AC approaches by their respective bandwidth requirements. To present our new method for comparing different AC systems, we first give an overview of network resource management (NRM) in general. Then we present the concept of adaptive bandwidth allocation (ABA) in capacity tunnels and illustrate the analytical performance evaluation framework to compare different AC systems by their capacity requirements. Different network characteristics influence the performance of ABA. Therefore, the impact of various traffic demand models and tunnel implementations, and the influence of resilience requirements is investigated. In conclusion, the resources in NGNs must be exclusively dedicated to admitted traffic to guarantee QoS. For that purpose, robust and efficient concepts for NRM are required to control the requested bandwidth with regard to the available transmission capacity. Sophisticated AC will be a key function for NRM in NGNs and, therefore, efficient resource management concepts like experience-based admission control and adaptive bandwidth allocation for admission-controlled capacity tunnels, as presented in this work are appealing for NGN solutions. N2 - In meiner Dissertation zum Thema “Performance Evaluation of Efficient Resource Management Concepts for Next Generation IP Networks” werden im Wesentlichen zwei miteinander verwobene Konzepte zur effizienten Nutzung von Übertragungsressourcen in zukünftigen IP Netzen untersucht. Das Management solcher Ressourcen ist zur Unterstützung qualitativ hochwertiger Netzdiensten (z.B. IP Telephonie, IP TV, etc.) in Zukunft unabdingbar. Gegenwärtig werden diese Dienste durch den Einsatz hoher Übertragungskapazitäten (engl. capacity overprovisioning) in den IP Breitbandnetzen ermöglicht. Um in Spitzenlastzeiten die Qualität der Dienste aufrecht zu erhalten, sind die Bandbreiten derart hoch angesetzt, dass unter normalen Umständen die Ressourcen nur sehr schwach ausgelastet sind (im Bereich zwischen 10 und 30 Prozent). Diese Überdimensionierungslösung ist einfach zu realisieren aber auch sehr kostenintensiv, ineffizient und vor allem nicht (zukunfts-)sicher, da bei ständig steigendem Bandbreitenbedarf, die Netzkapazitäten häufig angepasst werden müssen. Eine Effizienzsteigerung bei der Ressourcennutzung in heutigen Kommunikationsnetzen ist daher ein wichtiges Kriterium für die Wirtschaftlichkeit zukünftiger IP Netze. Erreicht werden kann dies mit den Mitteln der Netzzugangskontrolle (engl. admission control, kurz AC), welche bereits in verschiedenen Formen entwickelt, untersucht und teilweise auch in heutigen IP Netzen realisiert ist. Die AC stellt eine vergleichsweise komplexe Lösung zur Aufrechterhaltung der Dienstgüte in IP Netzen dar. Daher sind einfache und effiziente Mechanismen/Automatismen zur Durchführung der AC gefordert, um deren Einsatz an Stelle der Überdimensionierung zu rechtfertigen. Den zuvor genannten Forderungen nach effizienter Ressourcennutzung entsprechend stellt der erste Hauptbeitrag der Dissertation einen neuen Ansatz zur AC dar, die so genannte erfahrungsbasierte Netzzugangskontrolle (engl. experience-based admission control, kurz EBAC). Gegenüber den existierenden alternativen, d.h. parameter- oder mess-basierten Verfahren der AC zeichnet sich die EBAC durch effiziente Ressourcennutzung und begünstigt gleichzeitig die Aufrechterhaltung der Dienstgüte. Die genaue Funktionsweise der EBAC und die simulative Leistungsuntersuchung sind in der Dissertation nachzulesen. Der zweite Themenschwerpunkt der Dissertation greift eine tunnel-basierte Netzarchitektur auf und präsentiert mit deren Hilfe eine neue Methode zur Bewertung verschiedener Bandbreitenallokationsstrategien in Kombination mit AC. Die neue Bewertungsmethode wird zwar anhand einer speziellen tunnel-basierten AC untersucht, lässt sich aber auf alle Arten so genannter budget-basierter AC anwenden. Bei der konventionellen Leistungsbewertung verschiedener AC-Systeme dienen abstrakte Blockierungswahrscheinlichkeiten als Leistungsmaß. Im Gegensatz hierzu, bewertet die neue Methode die Leistung eines AC-Systems anhand des zugehörigen Bandbreitenbedarfs in Abhängigkeit verschiedener Einflussfaktoren, z.B. der avisierten Blockierwahrscheinlichkeit des AC-Systems, der Verkehrszusammensetzung, des Verkehrsvolumens, der Verkehrsdynamik und vor allem der angewandten Bandbreitenallokationsstrategie. In zukünftigen IP Netzen müssen die Ressourcen zur Datenübertragung besser verwaltet und kontrolliert werden. Zugelassener Verkehr mit hohen Dienstgüteanforderungen muss exklusiv Bandbreite zugewiesen werden, um die geforderte Dienstgüte garantieren zu können. Um dieses Ziel zu erreichen werden robuste und effiziente Konzepte zum Management von Netzressourcen benötigt. Intelligenter Netzzugangskontrolle wird eine Schlüsselfunktion in zukünftigen IP Netzen zukommen. Die in dieser Dissertation vorgestellten, effizienten Ressourcenmanagementkonzepte „erfahrungsbasierte Netzzugangskontrolle“ und „adaptive Bandbreitenallokation in zugangskontrollierten Kapazitätstunnel“ tragen zum Erreichen dieses Ziels bei. T3 - Würzburger Beiträge zur Leistungsbewertung Verteilter Systeme - 01/07 KW - Ressourcenmanagement KW - Leistungsbewertung KW - Rechnernetz KW - IP KW - Ressourcen Management KW - Leistungsbewertung KW - zukünftige Kommunikationsnetze KW - Resource Management KW - Performance Analysis KW - Next Generation Networks Y1 - 2007 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:20-opus-23332 ER -