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Neural Machine Translation Models with Attention-Based Dropout Layer

Computers, Materials & Continua 2023年第5期75卷 2981-3009页

作者： Huma Israr Safdar Abbas Khan Muhammad ali Tahir Muhammad Khuram shahzad Muneer Ahmad Jasni Mohamad Zain School of Electrical Engineering and Computer Science(SEECS) National University of Science and TechnologyIslamabadPakistan Institute for Big Data Analytics and Artificial Intelligence(IBDAAI) Kompleks Al-KhawarizmiUniversiti Teknologi MARA40450Shah AlamSelangorMalaysia

In bilingual translation,attention-based Neural Machine Translation(NMT)models are used to achieve synchrony between input and output sequences and the notion of *** model has obtained state-of-the-art performance for several language ***,there has been little work exploring useful architectures for Urdu-to-English machine *** conducted extensive Urdu-to-English translation experiments using Long short-term memory(LSTM)/Bidirectional recurrent neural networks(Bi-RNN)/Statistical recurrent unit(SRU)/Gated recurrent unit(GRU)/Convolutional neural network(CNN)and *** results show that Bi-RNN and LSTM with attention mechanism trained iteratively,with a scalable data set,make precise predictions on unseen *** trained models yielded competitive results by achieving 62.6%and 61%accuracy and 49.67 and 47.14 BLEU scores,*** a qualitative perspective,the translation of the test sets was examined manually,and it was observed that trained models tend to produce repetitive output more *** attention score produced by Bi-RNN and LSTM produced clear alignment,while GRU showed incorrect translation for words,poor alignment and lack of a clear ***,we considered refining the attention-based models by defining an additional attention-based dropout *** dropout fixes alignment errors and minimizes translation errors at the word *** empirical demonstration and comparison with their counterparts,we found improvement in the quality of the resulting translation system and a decrease in the perplexity and over-translation *** ability of the proposed model was evaluated using Arabic-English and Persian-English datasets as *** empirically concluded that adding an attention-based dropout layer helps improve GRU,SRU,and Transformer translation and is considerably more efficient in translation quality and speed.

关键词： Natural language processing neural machine translation word embedding attention perplexity selective dropout regularization Urdu Persian Arabic BLEU

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A review on marine collagen:sources,extraction methods,colloids properties,and food applications

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Collagen and Leather 2024年第1期6卷 1-27页

作者： shahzad Farooq Muhammad Ijaz Ahmad Shijie Zheng Usman ali Yang Li Cui Shixiu Hui Zhang Jiaxing Institute of Future Food Jiaxing 314050China College of Biosystems Engineering and Food Science Zhejiang Key Laboratory for Agro-Food ProcessingZhejiang UniversityHangzhou 310058China

The growing interest in valorizing industrial by-products has led researchers to focus on exploring different sources and optimizing collagen extraction conditions over the past *** bovine hide,cattle bones,pork,and pig skins remain the most abundant collagen sources,there is a growing trend in the industrial utilization of collagen from non-mammalian *** review explores alternative marine collagen sourcesand summarizes emerging trends in collagen recovery from marine sources,with a particular focus on environmentally friendly ***,this review covers the colloidal structure-forming properties of marine collagens,including foam,film,gel,and emulsion *** also highlights the potential and important applications of marine collagen in various food *** on the currently reported marine sources,collagens extracted from fish,jellyfish,and sea cucumbers were found to have the highest yield and mostly comprised type-l collagen,while crustaceans and mollusks yielded lower percentages of *** extraction techniques isolate collagen based on acetic acid and pepsin treatment,but they come with drawbacks such as being time-consuming,causing sample destruction,and using ***,marine collagen extracted using conventional methods assisted with ultrasonication resulted in higher yields and strengthened the triple-stranded helical ***,an increasing number of new applications have been found in the food industry for marine collagens,such as biodegradable film-forming materials,colloid stabilizers,foaming agents,and micro-encapsulating ***,collagen is a modern foodstuff and is extensively used in the beverage,dairy,and meat industries to increase the stability,consistency,and elasticity of products.

关键词： Marine collagen Jellyfish Sea cucumber Colloid stabilizer Edible film Dairy product

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High HbA1c is associated with higher risk of ischaemic stroke in Pakistani population without diabetes

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Stroke & Vascular Neurology 2016年第3期1卷 133-139页

作者： ali Zohair Nomani Sumaira Nabi shahzad Ahmed Mansoor Iqbal Haris Majid Rajput Suhail Rao Department of Neurology Pakistan institute of Medical SciencesIslamabadPakistan

Context:The role of glycated haemoglobin(HbA1c)in the prediction of ischaemic stroke in individuals without diabetes is ***:We performed a study to analyse the role of HbA1c in the risk prediction of ischaemic stroke in Pakistani population without *** further studied the difference between HbA1c values of individuals with diabetes and without diabetes with *** and design:Single centre,case–*** and methods:In phase I,a total of 233 patients without diabetes with ischaemic stroke and 245 as controls were *** of HbA1c levels,lipid profiles and blood pressure recordings with ischaemic stroke was *** phase II,comparison was done between diabetics and nondiabetics with *** analysis:Comparison of the mean variables was performed with Student’s *** regression analysis with ischaemic stroke as the dependent variable was performed for phase ***:In phase I,the ischaemic stroke group had significantly higher HbA1c levels(5.9±2.9%vs 5.5±1.6%)compared with controls(p0.05).Conclusions:Higher HbA1c indicated a significantly increased risk for ischaemic *** HbA1c value above 5.6%(prediabetic range)predicted future risk of stroke and efforts to maintain glucose level within the normal range(≤5.6%)in individuals with high cardiovascular risk are important.

关键词： diabetes cholesterol cardiovascular

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Viscosity Approximation Methods for Nonexpansive Multimaps in Banach Spaces

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Acta Mathematica Sinica,English Series 2010年第6期26卷 1165-1176页

作者： Habtu ZEGEYE Naseer shahzad Bahir Dar University Department of Mathematics King Abdul Aziz University

We prove strong convergence of the viscosity approximation process for nonexpansive nonself multimaps. Furthermore, an explicit iteration process which converges strongly to a fixed point of multimap T is constructed.... 详细信息

关键词： nonexpansive retract Banach spaces fixed point inwardness nonexpansive multimap

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Effect of Reaction Temperature and Time on the Structural Properties of Cu(In,Ga)Se_2 Thin Films Deposited by Sequential Elemental Layer Technique

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Journal of Materials Science & Technology 2007年第4期23卷 499-503页

作者： Saira RIAZ shahzad NASEEM Centre for Solid State Physics University of the Punjab QACLahore-54590Pakistan

Thin films of copper indium gallium selenide Cu（In,Ga）Se2 （CIGS） were prepared by sequential elemental layer deposition in vacuum at room temperature. The as-deposited films were heated in vacuum for compound formation, and were studied at temperature as high as 1250℃ for the first time. These films were concurrently studied for their structural properties by X-ray diffraction （XRD） technique. The XRD analyses include phase transition studies, grain size variation and microstrain measurements with the reaction temperature and *** has been observed that there are three distinct regions of variation in all these parameters. These regions belong to three temperature regimes：〈450℃, 450-950℃, and 〉950℃. It is also seen that the compound formation starts at 250℃, with ternary phases appearing at 350℃ or above. Whereas, there is another phase shift at 950℃ without any preference to the quaternary compound.

关键词： Cu(In,Ga)Se2 (CIGS) X-ray Diffraction Thin films Structural analysis

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Bulk moduli of two-dimensional Yukawa solids and liquids obtained from periodic compressions

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Plasma Science and Technology 2023年第3期25卷 15-20页

作者：卢少瑜黄栋 A shahzad 冯岩 Institute of Plasma Physics and Technology School of Physical Science and TechnologySoochow UniversitySuzhou 215006Peopleʼs Republic of China Department of Physics Government College University Faisalabad(GCUF)Allama Iqbal RoadFaisalabad 38040Pakistan National Laboratory of Solid State Microstructures Nanjing UniversityNanjing 210093Peopleʼs Republic of China

Langevin dynamical simulations are performed to determine the bulk modulus in twodimensional(2D) dusty plasmas from uniform periodic radial compressions. The bulk modulus is calculated directly from its physical definition of the ratio of the internal pressure/stress to the volume strain. Under various conditions, the bulk moduli obtained agree with the previous theoretical derivations from completely different approaches. It is found that the bulk moduli of2D Yukawa solids and liquids are almost independent of the system temperature and the external compressional frequency.

关键词： bulk modulus dusty plasma simulation Langevin complex plasma Yukawa systems

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Enhancement in energy product in Sm-Co/Fe exchange coupled magnetic layers with molybdenum interlayers

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Journal of Rare Earths 2010年第2期28卷 274-276页

作者： Furrukh shahzad Saadat Anwar Siddiqi Centre for Solid State Physics University of the Punjab School of Physics and Microelectronics Shandong University

Trilayers of Sm-Co/Mo/Fe were deposited by DC and RF magnetron sputtering on Si(100) substrate at 650 °*** of very thin Mo interlayers on energy product of magnetic layers was *** the samples showed strong exchange coupling and single phase *** increasing Mo interlayer thickness,we observed oscillating behavior of saturation magnetization and energy *** rise in energy product was observed as 22% for 0.3 nm Mo interlayer as compared to sample without Mo interlayer.

关键词： exchange spring magnet nanocomposite (BH)max product rare earths

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Multi-Modal Data Analysis Based Game Player Experience Modeling Using LSTM-DNN

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Computers, Materials & Continua 2021年第9期68卷 4087-4108页

作者： Sehar shahzad Farooq Mustansar Fiaz Irfan Mehmood ali Kashif Bashir Raheel Nawaz KyungJoong Kim Soon Ki Jung School of Computer Science and Engineering Kyungpook National UniversityDaeguKorea Faculty of Engineering&Informatics School of MediaDesign and TechnologyUniversity of BradfordBradfordBD71DPUK Department of Computing and Mathematics Manchester Metropolitan UniversityManchesterUK Department of Operations TechnologyEvents and Hospitality ManagementManchester Metropolitan UniversityUK Institute of Integrated Technology Gwangju Institute of Science and TechnologyKorea

Game player modeling is a paradigm of computational models to exploit players’behavior and experience using game and player *** modeling refers to descriptions of players based on frameworks of data derived from the interaction of a player’s behavior within the game as well as the player’s experience with the *** behavior focuses on dynamic and static information gathered at the time of *** experience concerns the association of the human player during gameplay,which is based on cognitive and affective physiological measurements collected from sensors mounted on the player’s body or in the player’s *** this paper,player experience modeling is studied based on the board puzzle game“Candy Crush Saga”using cognitive data of players accessed by physiological and peripheral *** Short-Term Memory-based Deep Neural Network(LSTM-DNN)is used to predict players’effective states in terms of valence,arousal,dominance,and liking by employing the concept of transfer *** learning focuses on gaining knowledge while solving one problem and using the same knowledge to solve different but related *** homogeneous transfer learning approach has not been implemented in the game domain before,and this novel study opens a new research area for the game industry where the main challenge is predicting the significance of innovative games for entertainment and players’*** not only from a player’s point of view,it is also a benchmark study for game developers who have been facing problems of“cold start”for innovative games that strengthen the game industrial economy.

关键词： Game player modeling experience modeling player analytics deep learning LSTM game play data Candy Crush Saga

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Optimal Location and Sizing of Conglomerate DG-FACTS using an Artificial Neural Network and Heuristic Probability Distribution Methodology for Modern Power System Operations

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Protection and Control of Modern Power Systems 2022年第1期7卷 124-148页

作者： Anwar shahzad Siddiqui Prashant Department of Electrical Engineering Faculty of Engineering&TechnologyJamia Millia IslamiaJamia NagarOkhlaNew Delhi 110025India

In existing power system networks,the positioning and sizing of multi-DG is critical at the optimum locations for effective energy *** optimal power flow is assessed using the NR method(without DG)in which performance parameters such as real power loss,accuracy,selectivity and MSE are obtained,but in an undesirable *** meet load demand;multi-DGs are placed and their optimal locations are assessed by the proposed heuristic probability distribution methodology and an ANN because existing techniques provides poor performance parameters for selecting the location and sizing of *** optimal positions of multi-DGs are estimated in terms of performance parameters including real power loss of transmission network,accuracy,selectivity and MSE,while the performance parameters obtained with the ANN are better than the heuristic ***,the sizing of multi-DGs is evaluated in relation to active and reactive *** is found that that sizes of multi-DGs are smaller with ANN than with heuristic *** is preferable to connect the buses having lowest real power losses with the smallest *** performance analysis is tested in the standard IEEE 9-bus and IEEE 57-bus systems on *** improve the distortion level in real and reactive power,multi-FACTS namely TCSC,TSC and STATCOM are *** switching of TCSC and TSC is done by SPWM while STATCOM switching is controlled with *** locations of multi-FACTS devices are chosen for buses having larger distortion and the sizing of multi-FACTS devices is also optimally *** application of multi-FACTS devices helps to improve power quality and fulfill load demand with minimal size in order to make the system economical.

关键词： DG Location Sizing FACTS ANN ANFIS

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RNA-seq reveals mechanisms of SlMX1 for enhanced carotenoids and terpenoids accumulation along with stress resistance in tomato

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Science Bulletin 2017年第7期62卷 476-485页

作者： Mohamed Ewas Yangqiang Gao Farhan ali Elsayed M. Nishawy Raheel shahzad Hizar Subthain Mohamed Amar Cathie Martin Jie Luo National Key Laboratory of Crop Genetic Improvement and National Center of Plant Gene Research (Wuhan) College of Life Sdence and Technology Huazhong Agricultural University Wuhan 430070 China Egyptian Deserts Gene Bank (EDGB) Genetic Resources Department Cairo Egypt Deserts Research Center (DRC) Cairo Egypt John lnnes Centre Norwich Research Park Colney Norwich NR4 7UH UK

Improving nutritional fruit quality and impacts important agro-traits such as biotic or abiotic stresses are extremely important for human *** previous study reported that manipulation of Sl MX1 gene enhanced carotenoids accumulation and drought resistance in ***,RNA-Seq analysis proved to be a very useful tool to provide insights into the regulatory mechanisms of Sl MX1 involved in stress resistance and enhanced secondary *** analysis showed that overexpression of Sl MX1 results in substantially increased broad-spectrum tolerance to a wide-range of abiotic and biotic(fungus,bacteria,virus and insects) stresses in *** research appears to be of remarkable interest because enhanced terpenoids content has been achieved by increasing trichome *** addition,we reported two types of trichome which seems to be aberrant types in *** study unravels the mechanism of regulation of Sl MX1,which simultaneously modulates resistance and metabolic processes through regulating key structural and regulatory genes of the corresponding pathways.

关键词： Tomato SlMX1 Resistance Carotenoids Terpenoids Mechanism RNA Seq

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