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A Hybrid Deep Learning-Based Unsupervised Anomaly Detection in High Dimensional Data

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Computers, Materials & Continua 2022年第3期70卷 5363-5381页

作者： Amgad Muneer Shakirah Mohd Taib Suliman Mohamed Fati abdullateef O.Balogun Izzatdin abdul aziz Department of Computer and Information Sciences Universiti Teknologi PETRONASSeri Iskandar32160Malaysia Centre for Research in Data Science(CERDAS) Universiti Teknologi PETRONASSeri Iskandar32610PerakMalaysia Information Systems Department Prince Sultan UniversityRiyadh11586Saudi Arabia

Anomaly detection in high dimensional data is a critical research issue with serious implication in the real-world *** issues in this field still unsolved,so several modern anomaly detection methods struggle to maintain adequate accuracy due to the highly descriptive nature of big *** a phenomenon is referred to as the“curse of dimensionality”that affects traditional techniques in terms of both accuracy and ***,this research proposed a hybrid model based on Deep Autoencoder Neural Network(DANN)with five layers to reduce the difference between the input and *** proposed model was applied to a real-world gas turbine(GT)dataset that contains 87620 columns and 56 *** the experiment,two issues have been investigated and solved to enhance the *** first is the dataset class imbalance,which solved using SMOTE *** second issue is the poor performance,which can be solved using one of the optimization *** optimization algorithms have been investigated and tested,including stochastic gradient descent(SGD),RMSprop,Adam and ***,Adamax optimization algorithm showed the best results when employed to train *** experimental results show that our proposed model can detect the anomalies by efficiently reducing the high dimensionality of dataset with accuracy of 99.40%,F1-score of 0.9649,Area Under the Curve(AUC)rate of 0.9649,and a minimal loss function during the hybrid model training.

关键词： Anomaly detection outlier detection unsupervised learning autoencoder deep learning hybrid model

Predicting the distribution of the Asian tapir in Peninsular Malaysia using maximum entropy modeling

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Integrative Zoology 2012年第4期7卷 400-406页

作者： Gopalasamy Reuben CLEMENTS D.Mark RAYAN Sheema abdul aziz Kae KAWANISHI Carl TRAEHOLT David MAGINTAN Muhammad Fadlli abdul YAZI Reid TINGLEY Center for Tropical Environmental and Sustainability Science and School of Marine and Tropical Biology James Cook UniversityCairnsAustralia Center for Malaysian Indigenous Studies University of MalayaKuala LumpurMalaysia WWF Malaysia Petaling JayaMalaysia Durrell Institute of Conservation and Ecology University of KentCanterburyUK Malaysian Conservation Alliance for Tigers(MYCAT)Secretariat's Office Petaling JayaMalaysia Copenhagen Zoo CopenhagenDenmark Department of Wldife and National Parks Peninsular Malaysia Kuala LumpurMalaysia School of Biological Sciences University of SydneySydneyAustralia

In 2008,the IUCN threat status of the Asian tapir(Tapirus indicus)was reclasified from‘vulnerable'to‘en-dangered'.The latest distribution map from the IUCN Red List suggests that the tapirs'native range is becom-ing increasingly fragmented in Peninsular Malaysia,but distribution data collected by local researchers sug-gest a more extensive geographical ***,we compile a database of 1261 tapir occurrence records within Peninsular Malaysia,and demonstrate that this species,indeed,has a much broader geographical range than the IUCN range map ***,extreme spatial and temporal bias in these records limits their utility for conservation ***,we used maximum entropy(MaxEnt)modeling to elucidate the potential ex-tent of the Asian tapir's occurrence in Peninsular Malaysia while accounting for bias in existing distribution *** MaxEnt model predicted that the Asian tapir has a wider geographic range than our fine-scale data and the IUCN range map both *** 37%of Peninsular Malaysia contains potentially suit-able tapir *** results justify a revision to the Asian tapir's extent of occurrence in the IUCN Red ***,our modeling demonstrated that selectively logged forests encompass 45%of potentially suitable tapir habitats,underscoring the importance of these habitats for the conservation of this species in Peninsular Malaysia.

关键词： ecological niche IUCN Malayan tapir mammal MaxEnt species distribution model

Helicobacter pylori infection and gastropathy:A comparison between Indonesian and Japanese patients

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World Journal of Gastroenterology 2009年第39期15卷 4928-4931页

作者： Murdani abdullah Hiroyuki Ohtsuka abdul aziz Rani Tadashi Sato Ari F Syam Masayuki A Fujino Division of Gastroenterology Department of Internal MedicineFaculty of Medicine University of IndonesiaCipto Mangunkusumo Hospital First Department of Medicine Yamanashi Medical University

AIM： To compare the effects of He/icobacter py/ori （Hpylon） infection on gastropathy between Indonesian and Japanese patients. METHODS： Biopsy specimens were obtained during upper gastrointestinal endoscopy from 167 subjects （125 Indonesians and 42 Japanese） with uninvestigated symptoms of dyspepsia. The specimens were analyzed for the presence of H pylori using urease analysis, histopathology, and cell culture. The grade and activity of gastritis was assessed using the updated Sydney system. RESULTS： The percentages of Indonesian and Japanese patients who were H py/ori-positive at the antrum or body of the stomach were similar （68% and 59.5%, respectively; P = 0.316）. Of those who were Hpylori-positive, more Japanese patients than Indonesian patients had high levels of polymorphonuclear cells （P = 0.001）, mononuclear cells （P = 0.013）, glandular atrophy （P = 0.000）, and intestinal metaplasia （P = 0.011） in both the antrum and body of the stomach. CONCLUSION： The grade of gastritis and prevalence of mucosal atrophy and intestinal metaplasia were higher in Japanese patients. The difference between Indonesian and Japanese patients was significant.

关键词： Helicobacterpylori Gastritis Gastric cancer Intestinal metaplasia Atrophy

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掺Ni钒磷氧化物催化剂的合成和表征

催化学报 2007年第12期28卷 1037-1040页

作者： TAUFIQ-YAP Yun Hin abdul GHANI abdul aziz 博特拉大学科学院化学系博特拉科学和技术实验室

以VOPO4.2H2O为原料制备了钒磷氧化物催化剂,考察了镍掺杂(1%,2%和5%)对该催化剂的影响.低掺杂量的Ni明显提高了活性晶格氧物种O-的数量,降低了V5+和V4+相的还原峰温.粉末X射线衍射、程序升温还原和化学分析结果表明,高掺杂量的Ni促使V5... 详细信息

以VOPO4.2H2O为原料制备了钒磷氧化物催化剂,考察了镍掺杂(1%,2%和5%)对该催化剂的影响.低掺杂量的Ni明显提高了活性晶格氧物种O-的数量,降低了V5+和V4+相的还原峰温.粉末X射线衍射、程序升温还原和化学分析结果表明,高掺杂量的Ni促使V5+物相生成并抑制V4+物相出现.高含量与V5+相关的氧物种会降低正丁烷的转化率,但会提高马来酸酐的选择性.

关键词：焦磷酸钒酰镍正丁烷氧化马来酸酐

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Green Lignosulphonate as co-surfactant for wettability alteration

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Petroleum Research 2020年第2期5卷 154-163页

作者： Zhe Qin Lim Nabilla Afzan abdul aziz Ahmad Kamal Idris Nur Asyraf Md Akhir Center of Research of Enhanced Oil Recovery Universiti Teknologi PETRONAS32610Seri IskandarPerakMalaysia Universiti Teknologi Malaysia 81310SkudaiJohor BahruMalaysia

Surfactant flooding is one of the common tertiary method to recover remaining oil in the reservoir, byreducing the interfacial tension (IFT) between two immiscible fluids nevertheless, current surfactantforms emulsion and difficult to achieve ultra-low IFT between the water and oil without addition of cosurfactant. In this research, two types of anionic lignosulphonate-based surfactants, Sodium Lignosulphonate (SLS) and Calcium Lignosulphonate (CLS) are chosen as co-surfactant. The main surfactantused in this project is the common anionic surfactant, Sodium Dodecyl Sulfate (SDS) at a fixed concentration of 4 mmol/l. Each type of co-surfactant with different concentrations (0.5%, 1.0%, 1.5% and2.0 wt %) was mixed with 4 mmol/L of SDS at each test tube to create the surfactant solution. The result ofthe experiment showed that at 0.5 wt % for SLS and CLS surfactant solution, the contact angle of oil tosurface lowered down with a reduction of 6° and 7° respectively. This indicate that the system will bemore water-wet which the oil droplet will be less adhesive to the rock surface. In conclusion, by using theoptimum concentration of 0.5 wt % lignosulphonate as co-surfactant is able to alter the wettability ofrocks and it is recommended to test the biological-based co-surfactant at increasing temperature as analternative to enhance the surfactant flooding performance which improves the oil recovery.

关键词： Biosurfactant Co-surfactant Wettability Microemulsion Water-wet

Response to(Comment on the paper "Theoretical & Applied Mechanics Letters 7(2017) 235–242”)

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Theoretical & Applied Mechanics Letters 2019年第4期9卷 274-275页

作者： Yahaya Shagaiya Daniel Zainal abdul aziz Zuhaila Ismail Faisal Salah UTM Centre for Industrial and Applied Mathematics Universiti Teknologi MalaysiaJohorMalaysia Department of Mathematics Faculty of ScienceUniversity of KordofanElobid 51111Sudan

Equation(1)in Ref.[1]with parameter RD is the standard governing equation for entropy generation of nanofluid flow over a stretching sheet via Buongiorno's *** to countless published papers,as few are listed below[2–... 详细信息

关键词： Response pap sheet via

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Impact of renewable power market penetration on coal power generation capacity growth

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Journal of Coal Science & Engineering(China) 2011年第2期17卷 217-224页

作者： abdul Majeed aziz R. Larry Grayson VLADISLAV Kecojevic The Pennsylvania State University（University Park） 16802 USA West Virginia University Morgantown WV26506-6070 USA

Since renewable energy sources are growing in importance, how well they can penetrate the energy market for power generation will be a very important factor in the role the coal industry will play in the future. This paper examined the displacement of coal power plant capacity from 2010 to 2050 by renewables with respect to three drivers assumed under various conditions： the American Recovery and Reinvestment Act （ARRA）, Greenhouse Gas （GItG） policy, and varying plant capital cost cases. The results by 2050 illustrate that renewable market penetration captures anywhere from 1.9% to 6.4% of potential coal power generation capacity additions. Renewable power generation capacity additions is expected to outpace coal power plant additions by 89% with respect to ARRA in 2050, however with no GHG policy coal power generation capacity build-outs will outpace renewables by as high as 809%. Finally, coal power generation is still projected to be the largest single energy source contributor to the electricity market making up 28.0% of total available capacity, while renewables are expected to only make up 16.3% of total available capacity.

关键词： coal renewable energy power generation electricity policy

Numerical investigation for a hyperbolic annular fin with temperature dependent thermal conductivity

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Propulsion and Power Research 2016年第1期5卷 55-62页

作者： M.T.Darvishi F.Khani abdul aziz Department of Mathematics Razi UniversityKermanshah 67149Iran Department of Mechanical Engineering School of Engineering and Applied ScienceGonzaga UniversitySpokaneWA 99258USA

An annular fin of hyperbolic profile with temperature dependent thermal conductivity is studied by pseudospectral *** illustrating the effect of fin dimensions,surface convection characteristics and the thermal conductivity parameter on the thermal performance of the fin are presented and discussed.A comparison of the obtained numerical results is made with the closed form analytical solution available in the literature for the case of constant themal *** comparison confirms the high accuracy of numerical *** the thermal conductivity increases with temperature,the effect is to elevate both the temperature distribution in the fin and the fin *** converse is true when the themal conductivity decreases with temperature.

关键词： Hyperbolic annular fin Thermal performance Pseudospectral method

Effect of different additives on the phase separation behavior and thermodynamics of p-tert-alkylphenoxy poly (oxyethylene) ether in absence and presence of drug

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Chinese Journal of Chemical Engineering 2018年第5期26卷 1110-1118页

作者： Marzia Rahman Md. Anamul Hoque mohammed abdullah Khan Malik abdul Rub abdullah M. Asiri Department of Chemistry Jahangirnagar University Savar Dhaka 1342 Bangladesh Chemistry Department Faculty of Science King Abdulaziz University Jeddah 21589 Saudi Arabia Center of Excellence for Advanced Materials Research King Abdulaziz UniversityJeddah 21589 Saudi Arabia

Cloud point （CP） determinations of 4-（1,1,3,3-tetramethylbutyl）phenyl-polyethylene glycol （TX-100 （nonionic surfactant）） was carried out in aqueous as well as in the attendance of drug （ceftriaxone sodium trihydrate （CFT））/（CFT ＋ different inorganic salts） and discussed thoroughly. Nonionic surfactants are employed exten- sively in different formulations. In aqueous solution, the values of CP of TX-100 are obtained to increase by means of enhancing of their concentration in the solution. The CP values of TX-100 solutions were found to de- crease in the presence of drug and their values decrease more with rising concentrations of the drug. The values of CP of CFT and TX-100 mixtures were found to further decrease in the attendance of inorganic salts in compar- ison to their absence. The effect of different sodium salts in decreasing CP values of TX-100 was achieved in the following order： NaCO3 〉 Na2SO4 〉 NaCl. However, in the case of potassium and ammonium salts, the decreasing order obtained is K2SO4 〉 KCO3 〉 KCI and （NH4）2SO4 〉 Na2CO3 〉 NH4Cl respectively. Various thermodynamic pa- rameters for example standard free energy （△G c）, standard enthalpy （△H c） as well as standard entropy （△S c） changes of phase separation were also evaluated and discussed in detail on the basis of their behavior.

关键词： Cloud point TX-100 Ceftriaxone sodium trihydrate Inorganic salts Thermodynamic parameters

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