جدول المحتويات

مجلة ديالى للعلوم الصرفة

ISSN: 83732222/25189255
الجامعة: جامعة ديالى
الكلية: العلوم
اللغة: Arabic and English

This journal is Open Access

حول المجلة

مجلة جامعة ديالى للعلوم الصرفة مجلة علمية فصلية تصدر عن كلية العلوم في جامعة ديالى وباللغتين العربية وألأنكليزية وتهدف للمساهمة في تطوير المعرفة وذلك بنشر البحوث الأصيلة والمراجعات في مختلف العلوم الصرفة والتطبيقية، بحيث تكون سجلاّ للدراسات في هذين المجالين.

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معلومات الاتصال

admin@djps.uodiyala.edu.iq
diyalajournal@gmail.com

جدول المحتويات السنة: 2017 المجلد: 13 العدد: 2 - part 2

Article
A study of the Biochemical and Haematological parameters in Patients of Typhoid Fever
دراسة العلاقة بين الدالات الكيميائية الحيوية والدموية عند مرضى حمى التايفويد

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الخلاصة

Many studies have indicated several biochemical and/ or haematological parameters that are involved in developing the risk of typhoid fever such as hepatic dysfunction, central nervous system complications, cardiovascular complications, leucopenia and neutrophils leukocytosis. The aim of this study was to evaluate the relation between biochemical and haematological parameters. Total 47 subjects were studied, 19 healthy individuals and 28 typhoid patients (aged 15-60 years old). Levels of Monocyte, Lymphocytes, total White Blood Cells (WBC), Haemoglobin concentration (Hb), Packed Cell Volume (PCV), Platelet count (PLT), Red Blood Cells (RBC), Uric acid, total Serum Bilirubin (TSB) , Blood Urea (B.Urea) and serum enzyme activity: Aspartate transaminase (AST), Alanine transaminase (ALT), Alkaline phosphatase (ALP) and Creatine Kinase (CK). Results showed that ALT, AST, ALP, TSB, S.Uric acid, B.Urea and RBC were higher in patients compared with control while CK, Hb, PCV, WBC, Monocyte, Lymphocyte and PLT were lower in patients compared with control. Conclusion: correlation between haematological and biochemical parameters could be afford and thereby serves as indications for more reliable and diagnosis aid of the infection with typhoid fever which could changes the necessary antibiotic therapy .


Article
Effect of Nano (Y2O3 ) on the Mechanical Properties of the (PS:NR:PMMA) Polymer Blend Composite
التحقق من تأثير مادة Y2O3 النانوية على الخواص الميكانيكية (PS:NR:PMMA) لمزيج مركب بوليمري

المؤلفون: Waleed Bdaiwi وليـد بديـوي
الصفحات: 10-32
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الخلاصة

Study of the mechanical properties of polymer blend composite to the preparation of matrix Unsaturated Polyester resin (UPS) with natural rubber (NR) and polymethyl methacrylate (UPS:NR:PMMA) material and study influence Nano Yttrium Oxide (Y2O3) on the composite . The first group is the preparation of samples of the mixture of polyester matrix with natural rubber material in ratio certain, It was examined the mechanical properties: tensile, flexure at break, young modules, hardness and compression decreases with increases the natural Rubber ratio but Elongation test increases when increases Rubber ratio. The second group is the samples preparation of the mixture of polyester with PMMA material, test mechanical properties decreases with increases the PMMA ratio. Third group was prepared from a mixture of polymer blend composite, which consists of fixed ratios of polyester, natural rubber and PMMA. Addition of Nano material Y2O3 at ratio (0.25-1.5) wt% .result test mechanical properties increases with increases the Y2O3 ratio.


Article
Evaluation of Routing Protocols on Ad Hoc Network Modelling from Medical Data using OpNet Simulation
محاكاة تقييم بروتوكولات التوجيه على شبكة نقل البيانات الطبية

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الخلاصة

It is widely known that the communication of nodes via Ad Hoc wireless network have to face the impacts of radio communication, such as connection problems, sound, interloping and disappearing, etc. Those problems reduce the productivity and of course upsurge time postponement for the information movement. Besides that, there are other problems which are associated with connections such as less bandwidth than a wired network, each node in the wireless network node occupations as both a host. In addition the router and the control of the network is disseminated between the nodes. Therefore, the objective of this paper is to study the approaches of conveying actual time information from a quantity of active nodes in hospital settings in space area 1500m2 and develop a practical orientation that offers direction and suggested practices on unloading operational information. The best results of our comparison were based on the results the best of protocols was Optimized Link State Routing Protocol (OLSR) which has the lowest average end to end delay and the highest value of average throughput.


Article
Arabic (Indian) Numeral Handwritten Recognition Using Angular Radial Transform
تمييز الارقام العربية (الهندية) المكتوبة باليد بأستخدام تحويل نصف القطر الزاوي

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الخلاصة

In this paper, an Arabic (Indian) numeral handwritten recognition method is presented based on angular radial transform. The angular radial transform is considered as a global features extraction descriptor in order to provide distinct and rotation invariant features about the images of Arabic numeral handwritten. Also, in this, paper the performance of both angular transform and radial transform is investigated and compared. Hellinger distance measure is adopted in the classification stage to compute the distance between the test and training Arabic numeral handwritten images. The extensive experiments indicate that the proposed approach achieved a high recognition rate of 96.74% which is better of recognition rates achieved using its counterpart's angular and radial transforms which achieved 91.34% and 87.10% respectively. Also, they indicated that the performance of angular transforms is outperforms the performance of radial transform. Furthermore, observed that the proposed method is rotation invariant.


Article
Epidemiological study of Visceral Leishmaniasis in Diyala Province, Iraq
دراســـة وبائية عن داء اللشمانيا الاحشائية في محافظة ديالى، العراق

المؤلفون: Nasir Kareem Dhahir ناصر كريم ظاهر
الصفحات: 65-73
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الخلاصة

The study has been done in the Al-Batool hospital in Baqubah Town, Diyala province on the patients admitted to hospital in the period from January-2015 till January-2016. The aim of the study, is to study the epidemiology and the source with pathogenesis of the visceral Leishmaniasis also the variations about the distribution of the disease between all districts of diyala province. Data were collected from (280) subjects infected with by Visceral Leishmaniasis in the hospital, the study reveal that the highest incidence of disease among the children less than one year of age (43%) and the children in less than two years of age (42%).the incidence was higher in females than in male (female to male ratio is about (1.14: 1). The highest incidence of the disease appeared in patients admitted to the hospital during the period from (January to April) of the (81.3%). In addition the highest incidence of infections was in patients living in Al khalis district (28.9%). The results of the present study showed that the death rate was (7.85%), (4.28% among males and 3.57% among females), but the percentage according to death is (10.8%) in age bellow (12 years). The best accurate method of diagnosis is by using Immune Fluorescent Assay Test (IFAT). (69.6%).


Article
Production and Characterization of Nano-sized Copper particles by Electro deposition
إنتاج وتشخيص دقائق نحاس نانوية منتجة بطريقة الترسيب الكهربائي

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الخلاصة

The synthesis of copper NPS many routs ,thermal decrease , chemical decrease and metal vapour synthesis , radiation routes ,removal by laser . Electrolytic precipitation is one of the most suitable, simplest and low cost routes are using for broad range of materials.were put to produce copper nano utilized electrolytic routes . It could be possible to get onnano copper for large scale . They are properties by X-ray diffraction (XRD), scanning electron microscope(SEM).The morphology deposited structure of the nano copper powder prepared by electrolysis has dendritic shape.The particle size was decreased with additives and morphology of copper powder particles was changed from dendritic shape to cluster shape with presence of sodium sulphate and gelatin.


Article
Evaluation Serum Gamma-Aminobutyric Acid (Gaba) Receptor Levels In Autistic Children And Correlated With Behavior
تقييم مستويات مستقبل Gamma-aminobutyric acid (الكابا ) في مصل اطفال التوحد وعلاقته بسلوكهم

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الخلاصة

Autism is described by impaired functioning on three behavior domains: qualitative impairments in social interaction, qualitative impairments in communication, and the occurrence of stereotyped behaviors or restricted interests. Experimental evidence of GABAergic mechanism in Autistic Disorders is limited. Few reports have demonstrated abnormalities involving the GABA receptor in the brain, blood, and platelets of subjects with autism in compared to nonautistics. Serum from 50 individuals with autism (36 males, 14 females;, mean age 7.80 years) and 25 non-autistic group (21 males, 4 females; mean age 8.46years) was assessed for GABA receptor concentration using ELISAs. Personality ,severity, language and ability to learning) was assessed in these autistic individuals and compared with GABA receptor. In this novel study, individuals with Autistic had significantly significant decrease serum level of GABA (p < 0.05) (33.10±5.12 ng/ml) compared with the healthy control (144.04±9 ng/ml). In addition, the negative correlation was found between low GABA receptor levels and speaking, learning, symptoms severity. While positive correlation between low GABA receptor levels and personality among autistic patients. These results concluded correlation between GABA and Autism.


Article
Recognition a Hand Drawn Chemical Structure Diagrams Using the Discrete B-Spline Wavelet Transform
تمييز خط اليد لمخططات الهياكل الكيميائية باستخدام التحويل المويجي ب – سبلاين

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الخلاصة

Chemical structures are a suitable way to represent the chemical equations perfectly in 2D space. But sometimes a hands drawn structures have some complicated when one take them as a document image and then recognized it to its full meaning to be accepted in machine data mining techniques so far. The wavelets with Spline are very steady and commonly symmetric or anti-symmetric. B-Spline has the preferable parataxis properties over all different types of wavelets in order L-1. In this paper a unified framework was built to include the organic and inorganic expressions. A suitable way was presented to classify hand drawn chemical structures using the B-Spline wavelet transform as a tool for image classification. In empirical valuation one can show that an enforcement of this method exceed the open source system available. The proposed framework achieved in Test-5 with 84.7% data accuracy for recognition the handwritten chemical expression database. Also with 77.8% classification accuracy using discrete B-Spline wavelet transforms.


Article
Study algae and fungi interaction in some artificial open sand mine ponds in Kalak sub district- Duhok, Iraq
دراسة تداخل الطحالب والفطريات في البرك الناتجة من مقالع الرمل والحصو في ناحية الكلك- دهوك, العراق

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الخلاصة

Phycology, mycology and physicochemical parameters of some artificial open sand mine ponds in Kalak sub district-Duhok- Iraq were investigated, for a period of six months from July to December-2015. Water samples were collected monthly basis and analyzed for measuring of water temperature, turbidity, pH, electrical conductivity, nitrate, nitrite, ammonium, orthophosphate, dissolved oxygen and biochemical oxygen demand. Concerning algal communities, the results showed that the sixty taxa were identified in samples collected during the study period. They belong to classes Cyanophyceae (18 taxa) with percentage composition of 30%, Chlorophyceae (20 taxa) with percentage composition of 33.3%, Euglenophyceae (2 taxa) with percentage composition of 3.4%and Bacillariophyceae (20 taxa) with percentage composition of 33.3%.According to Shannon-Weiner index, species diversity varied from (2.053to 3.895bits/ind), in pond 3 and in July had the highest diversity were recorded. Concerning to Jaccard similarity index, the highest percentage of similarity to algal community observed between site2 and site 4 reached to 32%. The diatoms were the most noticeable algae in all ponds which represented by Cyclotella, Navicula, Syndra and Cymbella with respect to the frequency of occurrence and number of individuals in all ponds. The diatoms showed their best growths through this study. The dominant of Chlorophyta and Cyanophyta followed by diatoms. The dominate species among non-diatoms were, Oscillatoria, Pedistrum, Oedogonium, Cladophoraand Cosmarium. Out of 23 fungal species belongs to 17 fungal genera were isolated. Trichoderma sp. was most frequent species, Aspergillus spp. followed by Penicillium spp. and Eurotium spp.


Article
Variant length, Self-extracted audio watermark for verification using LWT and random selections
التوليد الذاتي لعلامة مائية ذات طول متغير لاغراض التوثيق باستخدام محول LWT وطريقة الاختيار العشوائي

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الخلاصة

In the last decade with the expansion of cyber multimedia activities, concepts like authentication, identification and verification became a must. Audio is one of the challenging media in cyber security for its complicated nature. Watermarking rises as an important methods used in securing audio files and other media. In this research a new method is used for extracting the signal features from random positions in the original audio signals by some signal calculations in time domain and hide them within the same audio in other positions after transforming the samples in these positions using lift wavelet transform, all positions were chosen depending on random walk method and a secret key. The extracted features will be compared with the hidden features (watermark) for verification. The proposed method was tested against compression (mp3) and noise addition (White Gaussian noise). Many types of performance measurements like peak signal to noise ratio, bit error rat, mean square error and others were used to measure the efficiency of the proposed method.


Article
Formal Language Space Time Block Code for Mobile Network
لغه رسميه لترميز مجموعة الوقت والمكان لشبكه الموبايل

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الخلاصة

Formal Language for Space Time Block Code (FL-STBC) is proposed to protect data in physical layer for mobile network and it can replace network code (NC) within STBC coding in which each pixel will change its location as 2D standard map and change the value of pixel by using set of keys (key, rx,ry) and two index or keys (h1 and h2). Key, rx and ry are generated based on Number Theory which is different and unduplicated. This method can generate keys in infinite keys, fast and simple manner. h1 and h2 which are generated according to color of each pixel. In (FL-STBC) new method 4-dimensions standard chaotic map is proposed to make diffusion and confusion on data. Test results show the strong of the proposed method. It makes randomness in transfer's data as Network Code and it operates in all cases if attacker channel is noiseless. Results of security measures for physical layer security, measures of image cipher (used as media through sending and receiving) and measure of randomness keys ensure an efficient and strong of method (FL-STBC).


Article
Preparation of M-type Barium Hexaferrite and Studying Structural and Microwave Properties
تحضير فرايت الباريوم السداسي(نوع –M) ودراسة خصائصه التركيبية والمايكروية

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الخلاصة

M-type Barium hexaferrite (BaFe12O19) were prepared using sol-gel auto composition method which represent substantial magnetic materials and utilized as microwave absorbers and electronic devices. The powder was obtained after auto-composition procedure, then calcined at different temperatures700℃,800℃ and 900℃ for 3hour. The XRD tests showed that difficultly of preparing the hexagonal phase directly after auto-composition procedure, but for the sample which calcined at 700℃ shows the presence of intermediate phase (BaFe2O4) and the existence of (γ-Fe2O3) with barium hexaferrite (BaFe12O19) formation, when the temperature at 800℃, hexagonal phase formation was observed. The average grain size was estimated from SEM micrographs about (0.5, 0.6 and 0.8 µm) at 800℃,900℃ and 1000℃ respectively. Microwave absorbing characteristic studied within X-band region using VNA (Vector Network Analyzer), it observed maximum reflection loss-26.61dB at 11.22GHz for the specimens that sintered at 1000℃ , while the specimens which sintered at 800℃ showed attenuation peaks exceeded -20 dB because it contains granules sufficiently small to approach single domain characteristic therefore it was actively participating in the attenuation. The relative complex permittivity and permeability were calculated by using Nicolson-Ross-Wier (NRW) method for resonance attenuation peaks.


Article
Oligosteginid Assemblages of Basinal limestone Succession in Ismael awa Section, kurdistan region, North Iraq
تجمعات الاوليجوستجند لتتابع الحجر الجيري الحوضي في مقطع اسماعيل آوه, اقليم كردستان, شمال العراق

المؤلفون: Salah Ali Hussain صلاح علي حسين
الصفحات: 183-196
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الخلاصة

Oligosteginid (calcispheres ) assemblages which found in Dokan Formation, Erbil Governorate, Kurdistan Region, have a stratigraphic distribution similar to that found in Bangestan Group (Albian-Campanian) of Lurestan Province, Iran. Ten rock samples were collected from Ismael Awa section, Dokan formation and 20 thin sections were made and studied under microscope. There are five oligosteginid species found in Dokan Formation and all these species are of Late Albian, the depositional environment of the formation is tropical to subtropical, warm water 30-32 ◦C on the continental slope to abyssal zone and paleosalinity between 34-37 ‰.


Article
Numerical Modelling of Subsurface Cavities Using 2D Electrical Resistivity Tomography Technique
النمذجة الرقمية للفجوات تحت السطحية باستخدام طريقة المقاومة النوعية الكهربائية التصويرية ثنائية البعد

المؤلفون: Asem Ahmed Hassan عاصم احمد حسن
الصفحات: 197-216
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الخلاصة

The formation of subsurface cavities in karstic rocks causes serious engineering problems for shallow and deep foundations. These cavities restrict the urban development and trigger significant geotechnical and geoenvironmental hazards. In this work, 2D Electrical Resistivity Tomography (ERT) technique was adopted to simulate subsurface cavities commonly formed in limestones using Wenner, Wenner-Schlumberger and Dipole- Dipole arrays. Air and water filled cavities were modelled utilizing blocky L1 norm and smooth L2 norm optimization methods. The results showed that subsurface cavities can well be detected particularly at low resistivity noise levels. Their geometry and position are reasonably indicated using L1 norm method due to the sharp resistivity variations especially for air filled cavity model while L2 norm method produces gradual resistivity boundaries for both air and water filled cavities. Dipole- Dipole array and L1 norm method perform better in delineating geometry and position of both air and water filled cavities. It is suggested that ERT technique using Dipole- Dipole array, as non- invasive tool, can be adopted for detecting subsurface cavities in karstic rocks to avoid the catastrophic effects of these features.


Article
Preparation and Characterization of Copper Oxide Nanoparticles Used to Remove Nickel Ions from Aqueous Solution
تحضير وتشخيص اوكسيد النحاس النانوي واستخدامه لازالة ايونات النيكل من المحاليل المائية

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الخلاصة

In this study, copper oxide nanoparticles (CuO) was prepared by simple precipitation method and then it characterize by XRD, SEM, and AFM techniques. XRD spectrum revealed that particle size obtained was around (7.43 nm) for it, which agreed fairly well with XRD data. Surface morphology as a main nanoparticles phenomenon was studied in terms of SEM and AFM. The prepared oxide nanoparticles was used to remove nickel ions from aqueous solution and determining the best removal percentage at different contact time (30, 60, 90, and 120 min) and different initial concentration of aqueous solutions (100, 200, and 300 mg/L) with other constant condition such as pH of 3.5, adsorbent dosage (0.1g), and room temperature . The result showed the percentage removal of nickel ions increase with increase in the contact time, and the maximum adsorption was recorded with 100 mg/L for the prepared oxide nanoparticles, Also the percentage removal seem to decrease with increase in the initial concentration of adsorbate. The correlation coefficient for the linear Freundlich isotherm regression fits are larger than that for the Langmuir one for (CuO), nanoparticles, so the Freundlich model could describe the adsorption isotherm for the uptake of nickel ions from aqueous solution on(CuO), nanoparticles surfaces.


Article
Study of Effect of Methomyl on Some Hematological, Biochemical Parameters and Histological Changes in Male Albino Rats
تأثيرالميثوميل على بعض الصفات الدموية والكيموحيوية والتغير النسجي في ذكور الجرذان البيض

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الخلاصة

This study has been designed to study the effect of methomyl on hemodynamic, liver and kidney in rats. Methomyl compound (0.5, 1, and 2 mg/kg. bw) was orally administered once per a day during a period of 28 days of experiment. Results showed a significant(P<0.05) decrease in the level of WBC, HCT, MCHC and a non-significant decrease in the level of RBC, HB, MCV, MCH, was observed in the methomyl group, while the level of PLT significantly increased in Methomyl group in comparison with control group. Non-significant decrease in a level of serum urea in all three groups of Methomyl, while serum creatinine level deceased non-significantly in group1 and group 2, but increased non-significantly in group3 of Methomyl when compared with control group. A Significant decrease in the level of HDL, with significant increase in the level of serum cholesterol, ALT and AST. A non-significant increase in the level of TG, LDL, VLDL and ALP of methomyl group when compared with control group. The Histology of liver of rat treated with 0.5,1 and 2, mg / kg bw. methomyl showed that dilation of central vein, sinusoids between hypertrophied hepatocytes and cytoplasmic vacuolization with loss of radial arrangement of cells, Meanwhile, kidney showed some changes including glomerular degeneration, tubular degeneration, hemorrhage, infiltration and glomerular shrinkage.


Article
Hiding A Secret Watermark In Image Using Intelligent Water Drops Algorithm
اخفاء العلامة المائية السرية في صورة بأستخدام قطرة الماء الذكية

المؤلفون: Omar younis abdulhameed عمر يونس عبدالحميد
الصفحات: 254-269
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الخلاصة

Information hiding is one of the great significance in our lives today. Especially when it is sent from one place to another place (from sender to receiver) so it is necessary to find an excellent way to hide this secret information. In this paper we will use the Intelligent Water Drops Algorithm (IWDA) to find the best locations in the cover image (color image) that will be used to hide secret watermark image, this algorithm is used to find the best solutions in the search space by depending on their behavior to reach the goal quickly and efficiently, the (IWD) is nature-inspired swarm-based optimization algorithm, it is depend on the processes that occur within natural river system to find the best paths among many paths and can get-away from local optima more readily than evolutionary algorithms. The PSNR value for new objective (stego image ) it has been measured, and it was very good, where the PSNR value for the image (1) and the image (2) were 82.74 and 81.71 respectively.


Article
A New Record of Rhynchocorys odontophylla Burbidge & Richardson (Scrophulariaceae) For Flora of Iraq
تسجيل جديد للنوع Rhynchocorys odontophylla Burbidge & Richardson من العائلة حلق السبع (Scrophulariaceae) لفلورا العراق

المؤلفون: Abdullah Sh. Sardar عبدالله شكور سردار
الصفحات: 270-281
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الخلاصة

Rhynchocorys odontophylla Burbidge & Richardson is a new record to the Scrophulariaceae in Iraq, from Qandil mountain (north-east of Erbil) within Rowanduz district (MRO). The collected specimens differ from the two other species which present in Iraq, where R. odontophylla differs from R. kurdica Nab. in having crenate-serrate leaf margins and small corolla lower lips, while it differs from R. elephas (L.) Griseb. in having alternate-distichous lower leaves and the style has pilose hairs. Identification and morphological study was done, these reinforced by graphs. In addition, some characters of the pollen grains have been studied such as shapes, colors, sizes and numbers


Article
Study the inhibitory effect of purified lipopolysaccharide extracted from Proteus mirabilis on E.coli O157 H7 isolate from diarrheal infected animals
دراسة التأثير التثبيطي لمتعدد السكريد الشحمي على بكتريا الاشريشية القولونية الممرضة المعزولة من حالات الاسهال في الحيوانات

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الخلاصة

Current study included four parts: the first part is the isolation and identification 4 isolates of Proteus mirabilis from 45 different samples include 20 samples of urine, 15 samples of feces , 10 samples from ear infection. These isolates were identified by morphological examination and biochemical tests and API20 E system .The second part was the isolation and identification 1 isolates of E. coli O157 H7 from 33 diarrheal infected animals, these isolates were identified by morphological examination , growing on selective media such as( sorbitol MacConkey agar and CHROMagar ) ,biochemical tests and by latex agglutination test. In the third part of this study, lipopolysaccharide (LPS) was extracted from Proteus mirabilis by using hot phenol method ,and after that crude extracted LPS purified by gel filtration chromatography using Sepharose CL-6B gel . And the yield was (180) mg LPS from 26 g from dry weight cell of P. mirabilis. chemical analysis of LPS in 1 ml of crud and partial purified LPS showed that the carbohydrate percentages were (3.23, 5.92) % respectively ,while protein percentage were (0.53, 0.38) % respectively. The fourth part of this study ,determination antibacterial activity of LPS extracted from Proteus mirabilis in different concentration ( 700,800,900,1000,1100,1200) µg /ml against E.coli O157 H7, the mean of inhibitory zone diameter were (27.33 , 30 , 31.33 , 32 , 34 , 37) respectively .The present study provides evidence antibacterial effect of LPS extracted from Proteus mirabilis on the E.coli O157 H7 isolated from diarrheal infected animals. This study was conducted in University of Diyala / Collage of Veterinary medicine / Department of microbiology and in Razi Center for Research and production of personal medical issue, from the period (1/11/2015 to 1/4/2016). Aims of study :Study the effect of purified Lipopolysaccharide of Proteus mirabilis as an antimicrobial agent On pathogenic Escherichia coli isolated from diarrhea infection in vitro.


Article
Simple Detection Model to Suspicious Viber Messages
نموذج بسيط لكشف رسائل الفايبر المشبوهة

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الخلاصة

The rapid advancement of mobile phone systems and programs that support free Instant messaging (IM), short messaging services (SMS), and the convenience of sending millions of messages with practically no delay and almost zero cost, through WIFI or 3G has led to the increasing popularity of short messaging services . The requirement is an automatic classification system for quick classification for the received messages. . in order to detect the suspicious message .In this paper we use detection model in which social media messages are classified as a predefined classes named suspicious and not suspicious .The proposed system try achieved this problem through simple method known as level based feature content . In this method the content feature is divided into four levels to detection suspicious.This system works offline , collecting the message online , save it and then input to the proposed system.The experimental result show that the level three detection rate is higher than the rest levels with accuracy 0.952381 when the threshold 0.06 and to improvement the overall levels results of the system we use the majority test, where the accuracy reached to 100%

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