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Owl2 Benchmarking for the Evaluation of the Knowledge Based Systems Platforms

Thesis Info

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Author

Khan, Sher Afgun

Program

PhD

Institute

Capital University of Science & Technology

City

Islamabad

Province

Islamabad.

Country

Pakistan

Thesis Completing Year

2018

Thesis Completion Status

Completed

Subject

Ontology Engineering

Language

English

Link

http://prr.hec.gov.pk/jspui/bitstream/123456789/10458/1/Sher%20Afgun%20Khan_Ontology%20Engg_2018_CUST_PRR.pdf

Added

2021-02-17 19:49:13

Modified

2024-03-24 20:25:49

ARI ID

1676727807046

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Data modelling using OWL semantics for the development of a knowledge based system (KBS) has recently attracted the attention of many applications in various domains like Business, Biosciences, Health, and Digital Libraries etc. Well-known knowledge base systems platforms (KBSPs) are used for storing and querying the ontology-based applications using di erent storage formats (memory, graph,le, and database). Choosing an appropriate KBSP is considered as an important task to help domain experts to select suitable KBSP. In this research, a problem with the current state of the art evaluation benchmarks has been identi ed; the existing state of the art evaluation benchmarks are not designed to support complete OWL semantics (OWL1.1 and OWL2). The objectives of the research include; inspection of the existing evaluation benchmarks for the missing OWL semantics, construction of benchmark with complete OWL covergae, analysis of the proposed benchmark and evaluation of the KBSPs using proposed benchmark. In this research, the proposed OWL2 benchmark (OEB2) for the evaluation of the KBSPs is constructed using the foundational building blocks of the evaluation benchmark: data schema, dataset, and queryset with performance evaluation matric. The proposed work uses university ontology as case study in the construction of OEB2. The complete OWL semantics are added in the data schema of the proposed benchmark through survey of relevant ontologies, usage of WordNet senses, and addition of property characteristics through patterned queries. The dataset of the proposed benchmark is enriched with all the assertion level OWL semantics and coverage of all the property characterisitics. The coverage of OWL semantics in the queries set are covered by classifying the queries and also making them more generic. Finally, the proposed benchmark has been tested on the memory based,le based, graph based, and relational database KBSPs for the performance and scalability measures. The results show that OEB2 is able to evaluate the behaviour of di erent KBSPs with complete OWL semantics (OWL1.1 and OWL2). The reported results provides an evidence that di erent knowledge base system are suitable for di erent domains. The present work assist domain experts to choose a relevant knowledge base system based on the nature of their domain. This research also concludes with multiple directions for future research in this domain.
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مکدی گل مکا ماہیا

مکدی گل مکا ماہیا
دل دے ویہڑے آ ماہیا

لوکی مہنے مارن گے
دے نہ انج دغا ماہیا

یا تقدیر دے کولوں جت
یا دے آپ ہرا ماہیا

اوہلے رہ کے اکھاں نوں
نہ دے ہور سزا ماہیا

دل چندرے نوں تیرے باہجھ
سُجھدا نہ کوئی راہ ماہیا

اس عمرے، لُک روون دی
لبھدی نہ کوئی جا ماہیا

لوکاں توں میں ہردا نئیں
آ کے آپ ہرا ماہیا

Islamic Perception of Freedom of Expression: An Exploration of Islamic Thought

Islam considers freedom of expression, speech and thought as an imperative human right and liberty. Primary Islamic sources, as the Holy Quran, Hadith and Seerah of the beloved Prophet Muhammad (SAW) and Islamic jurisprudence discuss its principles parameters and boundaries comprehensively. There are many verses of the Quran, ?h?d?th of the Prophet Muhammad (SAW) and many terms of Islamic Fiqh, which guide us to describe the freedom of expression, its meanings, significance, principles and limits. Islamic scholars of different fields define the freedom of expression in different ways. It’s also observed during exploration in Islamic and Western perspectives, there is no specific and agreed upon definition of freedom of expression. Some scholars try to define it according to their own interest and requirement, but they can’t make an agreement on its definition. So, there is found a variety of definitions of freedom of expression in academic discourse. Different Islamic scholars mention different definitions due to its being a modern term. In this study efforts are made to elaborate Islamic concept of freedom of expression, thought and speech in modern context. It’s concluded, the Islamic teachings give all kind of freedom and rights to human being but their limits and boundaries are different from Western thought.

Preparation, Characterization and Applications of Quantum Dots in Conducting Polymer Composites and Low Cost Devices

Owing to the growing importance of quantum dots in future materials and devices, this thesis mainly concerns with the synthesis, characterization and applications of quantum dots in conducting polymer composites and devices such as Schottky diodes and quantum dot sensitized solar cells (QDSSCs). Quantum dots (QDs) involved in these studies include II-VI semiconductors cadmium selenide (CdSe) and cadmium sulfide (CdS) and IV-VI semiconductor lead sulfide (PbS). As regards the work related to application of QDs in functional materials, CdSeQDs have been synthesized, characterized and incorporated in polyaniline (PANI). CdSe/PANI nanocomposites have been prepared with varying amounts of CdSe QDs in PANI by in-situ polymerization technique. Pure PANI, CdSeQDs and their composites have been characterized by using X-ray Diffraction (XRD), Fourier Transform Infrared Spectroscopy (FTIR) and UV-VIS absorption spectroscopy. The surface morphologies have been investigated by Scanning Electron Microscopy (SEM). The electrical and dielectric properties have been studied by using 4-probe mechanism and LCR meter respectively. The DC conductivity of the nanocomposites has been studied in the temperature range from 298 to 368 K and it is increased with the temperature risedepicting the semiconducting behavior of the samples. DC conductivity is found to follow Mott’s 1D (one dimension) variable range hopping model. It is observed that AC conductivity of the samples is enhanced with the increase in temperature and the frequency dependent AC conductivity follows the universal power law. Dielectric behavior of the nanocomposites discussed as a function of frequency and temperature exhibits a rapid fall of dielectric constant with rise in frequencywhich can be described by Maxwell-Wagner capacitor model. It is observed that the dielectric constant is increased with the increasing temperature and also with the increase of QDconcentration in the nanocomposites. Two Schottky devices have also been fabricatedto study the device application ofCdSe/PANI nanocomposites. One device was fabricated employing layer-by-layer deposition of PANI and CdSe films on PEDOT-PSS/ITOcoated glass substrate {ITO (indium tin oxide)/PEDOT-PSS [poly (ethylene dioxy thiophene) poly (styrene sulphonate)]/PANI (polyaniline)/CdSe (cadmium selenide)} and the other by depositing PANI-CdSeQDs composite film on the same substrate (ITO/PEDOT-PSS/CdSe-PANI) using spin coating technique. The diode performance parameters have been compared and J-V characteristics of these devices show a rectifying contact with aluminum metal, however, with variation in performance parameters like barrier height, ideality factor and reverse saturation current density, the ITO/PEDOT-PSS/CdSe-PANI/Al (composite assembly) device exhibits better diode performance as compared to ITO/PEDOT-PSS/PANI/CdSe/Al (layer-by-layer) device.This work has been presented in Chapter 5 of this thesis. Fabrication and study of two series of low cost QDSSC devices prepared by varying successive ionic layer adsorption and reaction (SILAR) cycles: ITO/TiO2/CdS/CdSe/ZnS QDSSCs and FTO/TiO2/PbS/CdS/CdSe/ZnS QDSSCsare reported in Chapter 6 of this thesis.The structural, optical, morphological and electrical properties of these devices have been studied. Different modes of vibrations in the deposited films have been studied by RAMAN spectroscopy. X-ray Diffraction (XRD) patterns show that the particle size of the QDs increases with the number of SILAR cycles. However, the intensity peak of CdS QDs has not been observed after three SILAR cycles. UV-VIS spectroscopy measurement of the devices show enhancement in absorbance upto three SILAR cycles and saturation for further SILAR cycles. The SEM images of devices reveal capping of CdS QDs by CdSe QDs for four and higher SILAR cycles, resulting decrease in power conversion efficiency (PCE) of these devices. The J-V characteristics show that in order to achieve the best performance of QDSSC, the optimum parameters for CdS and CdSe QDs deposition are three cycles. The highest PCE of 5.0 % has been achieved after an optimization of dipping SILAR cycles. After adding 3 SILAR cycles of PbS QDs, the PCE value has been improved upto 6.43 %. Electrochemical Impedance Spectroscopy has been performed under dark conditions in order to discuss the physical mechanism of QDSSCs. Maximum values of recombination resistance (Rrec) and constant phase element (CPE) have been found for efficient devices with three SILAR cycles: ITO/TiO2/3CdS/3CdSe/3ZnS and FTO/TiO2/3PbS/3CdS/3CdSe/3ZnS QDSSCs. Lower and higher numbers of SILAR cyclesgive lower values of Rrec and CPE in all other QDSSCs. This shows that the charge carriers in QDSSCs with three SILAR cycles can be efficiently transported because of longer carrier lifetimes in these devices.