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Privacy-preserved learning from non-i.i.d data in fog-assisted IoT:A federated learning approach

Digital Communications and Networks 2024年第2期10卷 404-415页

作者： mohamed Abdel-Basset Hossam Hawash Nour moustafa Imran Razzak mohamed Abd Elfattah Faculty of Computers and Informatics Zagazig UniversityZagazigSharqiyah44519Egypt School of Engineering and Information Technology University of New South Wales@ADFACanberraACT2600Australia Deakin University Geelong Waurn Ponds CampusAustralia Computer Science Department Misr Higher Institute for Commerce and ComputersMansoura35511Egypt

With the prevalence of the Internet of Things(IoT)systems,smart cities comprise complex networks,including sensors,actuators,appliances,and cyber *** complexity and heterogeneity of smart cities have become vulnerable to sophisticated cyber-attacks,especially privacy-related attacks such as inference and data poisoning *** Learning(FL)has been regarded as a hopeful method to enable distributed learning with privacypreserved intelligence in IoT *** though the significance of developing privacy-preserving FL has drawn as a great research interest,the current research only concentrates on FL with independent identically distributed(i.i.d)data and few studies have addressed the non-i.i.d *** is known to be vulnerable to Generative Adversarial Network(GAN)attacks,where an adversary can presume to act as a contributor participating in the training process to acquire the private data of other *** paper proposes an innovative Privacy Protection-based Federated Deep Learning(PP-FDL)framework,which accomplishes data protection against privacy-related GAN attacks,along with high classification rates from non-i.i.d ***-FDL is designed to enable fog nodes to cooperate to train the FDL model in a way that ensures contributors have no access to the data of each other,where class probabilities are protected utilizing a private identifier generated for each *** PP-FDL framework is evaluated for image classification using simple convolutional networks which are trained using MNIST and CIFAR-10 *** empirical results have revealed that PF-DFL can achieve data protection and the framework outperforms the other three state-of-the-art models with 3%–8%as accuracy improvements.

关键词： Privacy preservation Federated learning Deep learning Fog computing Smart cities

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Generalization of Some Problems with <i>s</i>-Separation

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Applied Mathematics 2015年第1期6卷 1-6页

作者： Beih El-Sayed El-Desouky mohamed moustafa gad Shimaa El-Eraqy Department of Mathematics Faculty of Science Mansoura University Mansoura Egypt

In this article we apply and discuss El-Desouky technique to derive a generalization of the problem of selecting k balls from an n-line with no two adjacent balls being s-separation. We solve the problem in which the separation of the adjacent elements is not having odd and even separation. Also we enumerate the number of ways of selecting k objects from n-line objects with no two adjacent being of separations m, m + 1, …, pm, where p is positive integer. Moreover we discuss some applications on these problems.

关键词： Probability Function ss-Separation s-Successions n-Line n-Circle

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Ibuprofen-Induced Toxic Epidermal Necrolysis:A Case Report

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International Journal of Dermatology and Venereology 2024年第2期7卷 108-110页

作者： Nevin Kannappilly mohamed Z.Peediyakkal Mohamad Y.Khatib Dore C.Ananthegowda moustafa S.Elshafei Hani El Zeer Karimulla S.Shaik Moayad M.AlFayoumi Dyaneshwar P.Mutkule Ahmed A.Soliman Abdulqadir J.Nashwan Critical Care Department Hamad Medical Corporation(HMC)Doha 3050Qatar

Introduction:Toxic epidermal necrolysis(TEN)is a medical emergency that most commonly occurs as an adverse effect of certain ***,we describe a case of a 41-year-old man with no comorbid illness who developed *** presentation:The patient had been prescribed ibuprofen for myalgia and developed skin lesions after the single *** lesions were erythematous papules and macules distributed all over the body after ibuprofen *** was diagnosed based on the patient’s clinical presentation and laboratory *** was treated with intravenous dexamethasone,intravenous immunoglobulin,and *** dressing changes and skin care was done with saline,chlorhexidine,and liquid *** patient was intubated and tracheostomized,and he gradually improved and ***,he developed septicemia in the intensive care unit and was treated ***:The management of TEN includes cessation of the causative cause,multidisciplinary intensive care unit(ICU)care,prevention and early detection of sepsis,fluid and electrolyte balance,adequate analgesia and temperature control,proper organ support,aggressive nutritional management,and good psychological *** pharmacological therapy for TEN includes corticosteroids,intravenous immunoglobulin,and *** key elements of management are aseptic care and proper dressing of the ***:TEN is associated with high mortality if not managed in a systemic and protocolized way.

关键词： ibuprofen toxic epidermal necrolysis erythema drug-induced erythema

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Antimicrobial activities of three seaweeds extract against some human viral and bacterial pathogens

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BIOCELL 2022年第1期46卷 247-261页

作者： JELAN MOFEED mohamed DEYAB ABDELNASER mohamed MAHMOUD moustafa SALLY NEGM EMAD EL-BILAWY Faculty of Science King Salman International UniversitySinaiEgypt Faculty of Fish Resources Suez UniversitySuezEgypt Faculty of Science Damietta UniversityDamiettaEgypt Department of Biology College of ScienceKing Khalid UniversityAbha9004Saudi Arabia Department of Botany and Microbiology Faculty of ScienceSouth Valley UniversityQenaEgypt Life Sciences Department Faculty of Science and ArtKing Khalid UniversityMahayel Aseer 61421Saudi Arabia Unit of Food Bacteriology Central Laboratory of Food HygieneMinistry of HealthSharkia44516Egypt

Microbial infections cause complicated health influences along with bad economic *** the present investigation,three dominant seaweeds namely,Amphiroa anceps,Corallina officinalis and Sargassum filipendula were collected from different Egyptian sites at the Red Sea and Mediterranean Sea during autumn *** extracts of the three algae were screened for their antibacterial activity against three pathogenic bacteria Salmonella typhiimurium,Staphylococcus aureus and Escherichia coli,in addition to in vitro antiviral activity against Rotavirus(RV),and Coxsackie virus B3(CVB3)that cause severe diseases in *** extract of ***,*** and *** inhibit *** cells by 57.1%,85.7%,and 91.4%,*** highest level of concentration of the *** extract(100μg/mL)inhibits 100%of Staphylococcus aureus cells followed by *** and *** extract which inhibit 82.5%and 75%of ***,the highest concentration of *** extract inhibits *** by 80%.The extract of *** exhibited a high antiviral effect against RV infection with TI=22 and virus titers lessened by 2.75 log TCID_(50) followed by extractions of *** with TI=18.3 and virus titers reduced by 2.5 log TCID_(50).Against CVB3 infection,the extract of *** causes the highest antiviral activity with TI=15 and reduce the viral titers by 2.5 log TCID_(50),followed by extractions of *** with TI=8.8 and inhibition of virus titers by 1.75 log TCID_(50).Extract of *** displayed the lowest antiviral effects against RV and CVB3 infection with TI=2.4 and 1.4,*** obtained results clarified that the extract of three marine seaweeds maintains a potent antimicrobial activity,making them a future promising source of new antimicrobial drugs.

关键词： Seaweeds Antimicrobial Antibacterial Cytotoxicity Antiviral

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Hybrid Single Image Super-Resolution Algorithm for Medical Images

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Computers, Materials & Continua 2022年第9期72卷 4879-4896页

作者： Walid El-Shafai Ehab Mahmoud mohamed Medien Zeghid Anas MAli moustafa H.Aly Department of Electronics and Electrical Communications Engineering Faculty of Electronic EngineeringMenoufia UniversityMenouf32952Egypt Security Engineering Lab Computer Science DepartmentPrince Sultan UniversityRiyadh11586Saudi Arabia Electrical Engineering Department College of EngineeringPrince Sattam Bin Abdulaziz UniversityWadi Addwasir11991Saudi Arabia Electrical Engineering Department Aswan UniversityAswan81542Egypt Electronics and Micro-Electronics Laboratory(E.μ.E.L) Faculty of SciencesUniversity of MonastirMonastir5000Tunisia Alexandria Higher Institute of Engineering&Technology(AIET) AlexandriaEgypt Electronics and Communications Engineering Department College of Engineering and TechnologyArab Academy for ScienceTechnology and Maritime TransportAlexandria1029Egypt

High-quality medical microscopic images used for diseases detection are expensive and difficult to ***,low-resolution images are favorable due to their low storage space and ease of sharing,where the images can be enlarged when needed using Super-Resolution(SR)***,it is important to maintain the shape and size of the medical images while enlarging *** of the problems facing SR is that the performance of medical image diagnosis is very poor due to the deterioration of the reconstructed image ***,this paper suggests a multi-SR and classification framework based on Generative Adversarial Network(GAN)to generate high-resolution images with higher quality and finer details to reduce *** proposed framework comprises five GAN models:Enhanced SR Generative Adversarial Networks(ESRGAN),Enhanced deep SR GAN(EDSRGAN),Sub-Pixel-GAN,SRGAN,and Efficient Wider Activation-B GAN(WDSR-b-GAN).To train the proposed models,we have employed images from the famous BreakHis dataset and enlarged them by 4×and 16×upscale factors with the ground truth of the size of 256×256×***,several evaluation metrics like Peak Signal-to-Noise Ratio(PSNR),Mean Squared Error(MSE),Structural Similarity Index(SSIM),Multiscale Structural Similarity Index(MS-SSIM),and histogram are applied to make comprehensive and objective comparisons to determine the best methods in terms of efficiency,training time,and storage *** obtained results reveal the superiority of the proposed models over traditional and benchmark models in terms of color and texture restoration and detection by achieving an accuracy of 99.7433%.

关键词： GAN medical images SSIM MS-SSIM PSNR SISR

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Nanotechnology for Water Treatment: Is It the Best Solution Now?

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Journal of Earth Science 2023年第5期34卷 1616-1620页

作者： moustafa Gamal Snousy Hassan mohamed Helmy Jianhua Wu M.F.Zawrah A.Abouelmagd Egyptian Petroleum Sector Petrotrade Co.1 Anwar Al Moftty St.-Abbas El Akkad St.-Nasr CityCairoEgypt Geology Department Faculty of ScienceMinia UniversityEl-Minia 61519Egypt School of Water and Environment Chang'an UniversityNo.126 Yanta RoadXi'an 710054China Key Laboratory of Subsurface Hydrology and Ecological Effects in Arid Region of the Ministry of Education Chang'an UniversityNo.126 Yanta RoadXi'an 710054China Key Laboratory of Eco-Hydrology and Water Security in Arid and Semi-Arid Regions of the Ministry of Water Resources Chang'an UniversityNo.126 Yanta RoadXi'an 710054China Refractory Ceramics and Building Materials DepartmentCenter of Excellence for Advanced SciencesAdvanced Materials and Nano GroupNational Research CentreCairo 12622-DokkiEgypt Egyptian Petroleum Sector 85 Nasr Road1st DistrictNasr CityCairoEgypt

INTRODUCTION Preservation of the freshwater resources is a big challenge for a healthy civilized *** water consumption increased more than twice the population increase rate,drinking water pollution and freshwater shortage increased dramatically during the last decades(Kar et al.,2012;Mueller and Nowack,2010).Only 0.01%of freshwater resources are suitable for human needs(Rashid et al.,2019),even in the areas of abundant freshwater(Yeston et al.,2006).By 2050,over 5 billion of the world population will be under severe fresh water supply conditions due to climate change and urbanization exacerbate(Sealy,2019;Oves et al.,2015;Kar et al.,2012).Currently,one billion people drink unhygienic water,especially in developing countries which leads to severe waterborne diseases which might cause death(Aminiyan et al.,2018).Twelve million people die every year due to this problem(Zhao et al.,2019;Oves et al.,2015).

关键词： abundant freshwater pollution

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Characterization of some bacterial strains isolated from the Egyptian eastern and northern coastlines with antimicrobial activity of Bacillus zhangzhouensis OMER4

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Acta Oceanologica Sinica 2022年第3期41卷 86-93页

作者： mohamed O.Soliman Waleed B.Suleiman mohamed M.Roushdy Eman N.Elbatrawy Ahmed M.gad Department of Botany and Microbiology Faculty of ScienceAl-Azhar UniversityCairo 11884Egypt The Regional Center for Mycology and Biotechnology Al-Azhar UniversityCairo 11884Egypt Microbiology Laboratory Marine Environmental DivisionNational Institute of Oceanography and FisheriesAlexandria 11865Egypt

Marine microorganisms were considered to be important sources of marine bioactive *** major objective of the study was to isolate and characterize bacteria with antimicrobial activities from the various marine environment of *** this respect,thirty-five bacterial isolates were recovered from sediment samples collected from different spots along the Egyptian Red Sea coastline and Alexandria coastline during the summer season of 2017 and *** to the morphological,physiological,and biochemical characteristics,the bacterial isolates were clustered into 13 groups designated as A,B,…,***,14 Gram-negative and 21 Grampositive bacteria were *** isolated bacterial strains were screened for their potentiality for antimicrobial agent(s)production against ten indicator *** Mo13 was showed high antimicrobial activity against all empirical ***,the most promising marine bacterial isolate with code MO13 was identified as Bacillus zhangzhouensis OMER4 according to the phenotypic characterization through morphological,physiological,and biochemical tests as well as genotypic characterization through the 16 S rDNA *** bioactive components were extracted with ethyl acetate,then analyzed using GC-MS and the substantial component was recognized as phenol,2,4-bis(1,1-dimethyl ethyl).

关键词： marine bacteria natural product Egyptian coastline antimicrobial Bacillus zhangzhouensis GC-MS characterization

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Integrated Use of Organic and Bio-fertilizers to Improve Yield and Fruit Quality of Olives Grown in Low Fertility Sandy Soil in an Arid Environment

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Phyton-International Journal of Experimental Botany 2023年第6期92卷 1813-1829页

作者： Bassam F.Alowaiesh M.M.gad mohamed Saleh M.Ali Biology Department College of ScienceJouf UniversitySakaka72341Saudi Arabia Horticulture Department Faculty of AgricultureZagazig UniversityZagazig44511Egypt Horticulture Department (pomology)Faculty of AgricultureSuez Canal UniversityIsmailia41522Egypt

Olive productivity should be improved through stimulating nutrition,particularly under poor fertility ***,the objective of this study was to assess the efficacy of applying organic and bio-fertilizers on the physiological growth,yield and fruit quality of olive trees under newly reclaimed poor-fertility sandy soil in an arid *** a field experiment carried out at El-Qantara,North Sinai,Egypt over two consecutive seasons(2019-2020 and 2020-2021),olive Kalamata trees were evaluated under three organic fertilizer treatments alone or in combination with three bio-fertilizers *** fertilizer was applied as goat manure(16.8 kg/tree/year),or olive pomace(8.5 kg/tree/year)in mid-December of each season *** *** bio-fertilizers were applied as N-fixing bacteria(150 g/tree)was inculated in early March of each season,or amino acid mixture(1.5%)was applied three times,at 70%of full bloom,21 days after full bloom,and a month later in comparison to a non-fertilized trees(control).The cultivar used was Kalamata,a dual-purpose cultivar for oil and table olives whose value increases when processed as table *** results indicated that the goat manure followed by olive pomace significantly enhanced photosynthetic pigments(chlorophyll a,b,and carotenoids),leaf mineral contents(N,P,K,Ca,Mg and Fe),tree canopy volume,number of flowers per inflorescence,number of inflorescences per shoot,initial fruit set,fruit *** fruit quality,fruit length and width,fruit weight,and total fruit yield was increased compared to the non-fertilized ***,The bio-fertilizer N-fixing bacteria followed by the amino acid mixture significantly improved all of the aforementioned ***,it is recommended,both environmentally and economically to utilize organic and bio-fertizers,particularly goat manure combined with N-fixing bacteria,in low-fertility soil to sustain olive production as well as reducing mineral ferti

关键词： Organic and bio-fertilizers olives kalamata vegetative growth leaf mineral contents fruit quality

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Vanishing Lung

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Open Journal of Thoracic Surgery 2022年第3期12卷 43-50页

作者： mohamed Alhaj moustafa Department of Thoracic and General Surgery IDA Hospital Aleppo Syria

Background: Vanishing lung is a rare syndrome. It mainly affects young males who are smokers, it considered an advanced stage of bullous disease, where the entire lobe or lung paranchym is replaced by bullae, it appears radiologically as a hyperlucency due to air trapping and destruction of interstitial tissue and vascularity in alveolar wall’s. Misdiagnosed usually as pneumothorax so must be differentiated from other causes of Hyperlucency lung syndrom. Hereby a case of vanishing lung diagnosed primarily as a post TB lung destruction. Case Report: A sixteenth-year-old virgin female patient, with treated for TB for six months without radilogical improvement. CXR and CT scan revealed diffuse left lung hyperlucency, TB work up (sputum exam, washing by bronchoscopy) appears no active disease. Left pneumenctomy had done, grossly there are no lung pranchyma and microscopically no signs of TB in the specimen. The findings are consistent with Vanishing lung. Conclusions: An understanding of the broad differential diagnosis of pulmonary hyperlucency is necessary to determine the underlying cause and provide appropriate patient care.

关键词： Vanishing Lung Bullae Post TB Lung Destruction Lung Hyperlucency

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Right Main Bronchus Disruption Discovered after One Year of Blunt Chest Trauma

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Open Journal of Thoracic Surgery 2022年第4期12卷 51-59页

作者： mohamed Alhaj moustafa Department of Thoracic and General Surgery IDA Hospital Aleppo Syria

Central airway injury is a very rare entity during blunt chest trauma. It is serious and may be fatal. Usually, it has fundamental manifestations but in some cases, it is insidious and has been discovered lately. It’s suspected when major air leaks from the chest tube and the lung fail to expand despite adequate chest drainage. Right main bronchus injuries are the most frequent. Diagnosis can be suspected clinically and confirmed by Ct scan and bronchoscopy. Conservative management can be applied in special cases but the majority of cases need surgical intervention which depends on primary reconstruction. An early diagnosis and treatment can avoid dramatic complications and provide complete recovery. Associated other organ injury is common and is an important mortality factor. Close cooperation with the emergency team and anesthesiologists is necessary. Here I presented a case of right main bronchus disruption discovered after one year of blunt chest trauma with complete lung atelectasis, managed successfully by resection of the fibrotic injured bronchus and primary reconstruction saving the lung.

关键词： Blunt Chest Trauma Tracheobronchial Injuries Bronchial Reconstruction

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