International Journal of Current Research and Review
ISSN: 2231-2196 (Print)ISSN: 0975-5241 (Online)
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IJCRR - 4(7), April, 2012

Pages: 16-24

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DEVELOPMENT OF AN EXPERT SYSTEM FOR DIAGNOSIS OF BEARING FAULTS OF ROTATING MACHINERY WITH A CASE STUDY ON BOILER FEED PUMP

Author: G. Durga Prasad, B.Raghu Kumar, K.V.Ramana, B.S.K.Sundara, Siva Rao

Category: Technology

Abstract:In this paper an attempt has been made to develop an expert system called VIBMASTER to help the plant maintenance persons in diagnosing the cause of excessive vibration at the bearing supports of a rotating machinery. In the expert system a data base has been compiled from Standards, Journals, Handbooks and Rules from Maintenance Manuals related to maintenance engineering and management. The transfer of knowledge from these sources into the expert system for diagnosis is achieved with knowledge engineering procedures using if and then rules. The developed software tool can identify the fault(s) using vibration characteristics like velocity, speed of machine and signatures. The proposed system has been developed on Microsoft Windows environment and is written in Microsoft Visual Basic and Visual C++. To validate, the expert system is tested with the data collected at the bearing supports of a Boiler Feed
Pump of a Boiler Feed Pump train of a large utility thermal power plant.

Keywords: Expert System, Fault Diagnosis, Boiler Feed Pump Train.

Full Text:

INTRODUCTION
Condition monitoring is a technique which enables the maintenance engineer to detect the incipient failure with ease and confidence in advance. Out of the number of condition monitoring techniques available, Vibration based monitoring is the best and early indicator of a machine‘s health [1, 2, 3]. Diagnostic process is a process of locating the exact cause(s) for fault or failure. Since a machine has many components and is highly complex, diagnosis of a machine fault usually requires technical skill and experience. It also requires extensive understanding of the machine‘s structure, operation and general concepts of diagnosis. This requires an expert engineer to have a domain specific knowledge of maintenance and knows the ?ins and outs‘ of the system. In normal situation, the expert is either too busy with some other tasks or a specific component expert is not available at all or the expert left the organization [4]. It is necessary to develop an expert system to carry out the diagnosis process with the help of a non-expert. In the recent past, various approaches have been used to produce expert systems. Among them, the rule-based diagnostic expert system is the most promising [5, 6, 7]. To guide the diagnosis, expert systems rely on an inference engine to derive the conclusions from the knowledge base. The inference engine checks all heuristic rules in the knowledge base based on backward chaining, forward chaining,

or mixed modes of chaining. If the inference engine finds that any premise clause is unknown during the rule-checking process, the inference engine generates a query to ask the user. For improving search efficiency, Vranes et al [9] proposed a best-first search strategy based on fault probability information. The nodes with high fault probability components are generated and checked first, followed by those with lower fault probability. However, fault probability information is not the only criterion to determine the priority of each node. The other criteria such as the difficulty of fault diagnosis and the symptoms should be considered. Liu and Liu [8] proposed a new search strategy to enhance the efficiency of the diagnostic process for air compressor troubleshooting. A diagnostic tree is constructed based on the functions and connectivity of the air compressor devices. A fuzzy multiple attribute decision making method for a single user is used to determine the priority of each node in the tree. Then, the priorities of devices control the diagnostic process. However, the expert system for air compressor troubleshooting lacks generality. In addition, there might be more than one fault diagnosis expert and they may have different opinions about the importance of each criterion. Hence, a fuzzy group multiple attribute decision making method seems more appropriate for this problem [10, 11]. An efficient Expert System for Machine Fault Diagnosis (EMFDES) has been developed via a fuzzy group multiple attribute decision making method to overcome the diagnosis inefficiency problem, mentioned above. EMFDES is a hybrid expert system that combines an expert system and a fuzzy group multiple attribute decision making [12] method. Reddy CM[13] mentioned about the use of advanced techniques such as Artificial Intelligence. He further stated that these techniques provide a range of tools that allow successful condition monitoring and fault diagnosis systems to build and deploy efficiently. Gale KW and Walton J[14] described the evaluation of an expert system for condition monitoring of hydraulic control systems in hot steel strip finishing mill. The system integrates real time LABVIEW data acquisition with GENSEM G2 expert system running on windows. MISHRA.C and Muncherji.S [15] discussed about an expert system development at Tata steel, Jamshedpur for wear debris analysis. The system guides analyst through a step by step procedure and records all observations regarding presence of different types of wear particles. The system also offers the diagnostic and corrective actions. Depold HR and Gass FD [16] depicted the application of expert systems for gas turbine. These systems integrate data, furnish diagnosis, provide prognosis for planning maintenance action.

METHODOLOGY
In the present work Data files are created, based on data bank, giving emphasis to vibrational velocity, to tag the offensive vibration source. The domain is established by incorporating Codes and Standards as per ISO–2372, stipulating the limiting velocity for trouble free operation based on RPM of rotor which is supported by bearings. The source code is developed in C++ with #.net as back up for graphic visualization. Fig.1 gives the Flow Chart.

 

The following templates are designed as primary data to be given as input to the expert system. 1. Field data collection 2. Machine parameters 3. Tri-axial Measurements 4. Harmonics of peaks The expert system facilitates the following ? Bearing fault diagnosis in terms of tri axial measurements ? Bearing fault diagnosis in terms of signature analysis ? Vibration trouble shooting guide lines for bearings. ? Probable causes of faults and the remedial measures to be taken up The expert system facilitates the identification of existing fault with ease by simply giving velocity measurements along vertical, horizontal and axial directions along with harmonics of speeds at which peaks are observed, as input. The proposed system also suggests the remedial measures to bring down the intensity of offensive vibration to ensure trouble free operation. Options are provided to select a particular type of bearing and / or gear to diagnose the fault specifically. Case Study Fig. 2 shows the line diagram of a Boiler Feed Pump train under investigation. It is supported by 10 journal bearings. The motor drives the Booster Pump which runs at a speed of 1440rpm. The Boiler Feed pump (BFP) is run by the output shaft of a gear coupling. The speed of BFP shaft is 5220rpm. It is proposed to validate the expert system by measuring vibration intensity at the key point 9 and 10, related to BFP. Table 1 shows the recorded values at these key points in the month of June, 2011.

 

Application of Expert System In the developed expert system, ?VIBMASTER?, the velocity values are given at the appropriate screen. Figs. 4 and 5 shows the Input and Out Put screens. From Fig 5 it is clearly evident that the fault is due to soft footing. The remedial measures suggested are to check for distortion of base frame or deterioration of grouting giving raise to soft footing. After proper reinforcement of the base the subsequent measurement indicated a velocity of 7.20mm/sec, at bearing 10 along horizontal direction. At bearing 9 the vibration velocity is well within the limit along 3 directions. The velocity intensity is exceeding the limiting value along horizontal direction at bearing 10 and the reason can be attributed to soft footing [17].

 

CONCLUSIONS This paper describes the development of a vibration based expert system, VIBMASTER, which enables operators of rotating machinery, to solve vibration problems. The developed expert system validated with experimental data taken at the bearings of BFP of a large utility thermal power palnt. The expert system is used to provide the information possible to avoid or reduce the vibration intensity in the absence of expert. It is suitable to monitor and diagnose 18 different probable faults in any rotating machinery. The proposed expert system is developed to diagnose and suggest the remedial measures for rotating machinery. ACKNOWLEDGEMENTS The authors are thankful to the Naval Science and Technological Laboratories, Visakhapatnam for funding the project and also Vijayawada Thermal Power Station, Vijayawada for their support to carry out the validation of expert system.

References:

1. Farrar, C.R. and Doebling, S.W., (1999). ?Damage detection II: field applications to large structures‘. In: Silva, J.M.M. and Maia, N.M.M. (eds.), Modal Analysis and Testing, Nato Science Series. Dordrecht, Netherlands: Kluwer Academic Publishers.

2. Al-Najjar, B., (1994). ?A new vibration based approach for monitoring rolling element bearing‘. In Nordic Conference on Vehicle and Machine Vibration, Goteborg, Sweden.

3. Al-Najjar, B., (1996). ?TQMain; a common database for total quality maintenance. An approach for continuous reduction in costs of quality products.‘ J. Quality. in Maintenance Engineering, Vol 2(3), p 2-20.

4. Patel, S.A and Kamrani.A.K. (1996), Intelligent decision support system for diagnosis and maintenance of automated systems, ?Computers Industrial Engineering?, 30(2), p 297 – 319.

5. P. Burrell and D. Inman (1998),?An expert system for the analysis of faults in an electricity supply network: problems and achievements?, Computers in Industry, 37, pp. 113–123.

6. J. H. Bradley and R. D. Hauser (1995), ?A framework for expert system implementation?, Expert Systems with Applications, pp. 157– 167.

7. J. Liebowitz (1995), ?Expert systems: a short introduction?, Engineering Fracture Mechanics, 50, pp. 601–607.

8. S. C. Liu and S. Y. Liu (2001), ?An efficient expert system for air compressor troubleshooting?, Expert Systems, 18, pp. 203–214.

9. S. Vranes, M. Stanojevic and V. Stevanovic (1996), ?BEST-based expert diagnostic system for the aluminum industry?, Computers in Industry, 32, pp. 53–68.

10. S. J. Chen, and C. L. Hwang (1992), ?Fuzzy Multiple Attribute Decision MakingMethods and Applications?, SpringerVerlag.

11. C. C. Hon, Y. Y. Guh, K. M. Wang and E. S. Lee (1996) ?Fuzzy multiple attribute and multiple hierarchical decision making?, Computers with Mathematical Applications, 32, pp. 109–119.

12. S. C. Liu and S. Y. Liu (2003),?An Efficient Expert System for Machine Fault Diagnosis? The International Journal of Advanced Manufacturing Technology?, 21, pp, 691 – 698. 13. Reddy CM (1991), ?Expert Systems for condition monitoring, fault diagnosis and control?, IEEE colloquium on condition monitoring for fault diagnosis, London.

14. Gale KW and Walton J (1995), ?A real time expert system for condition monitoring Hydraulic control systems in hot steel strip finishing mill?, Journal of Systems and control Engineering, Vol 213, No.5. 1

5. Mishra C and Muncherji S (1996), ?Expert system for wear debris analysis? – A powerful tool for condition monitoring. Proceedings of 14th world conference on NDT, Vol 2 , New Delhi.

16. Depold HR and Gas FD (1999), ?The application of Expert systems and Neural networks to Gas turbine Prognostics and Diagnostics?. ASME Journal of Gas turbines and Power, Vol. 121, No.4.

17. B.Raghu Kumar, K V Ramana and K Mallikharjuna Rao (2009), ?Condition monitoring and fault diagnosis of a boiler feed pump unit?, Journal of Scientific and Industrial research, Vol.68, pp 789 – 793.

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Awards, Research and Publication incentive Schemes by IJCRR

Best Article Award: 

One article from every issue is selected for the ‘Best Article Award’. Authors of selected ‘Best Article’ are rewarded with a certificate. IJCRR Editorial Board members select one ‘Best Article’ from the published issue based on originality, novelty, social usefulness of the work. The corresponding author of selected ‘Best Article Award’ is communicated and information of award is displayed on IJCRR’s website. Drop a mail to editor@ijcrr.com for more details.

Women Researcher Award:

This award is instituted to encourage women researchers to publish her work in IJCRR. Women researcher, who intends to publish her research work in IJCRR as the first author is eligible to apply for this award. Editorial Board members decide on the selection of women researchers based on the originality, novelty, and social contribution of the research work. The corresponding author of the selected manuscript is communicated and information is displayed on IJCRR’s website. Under this award selected women, the author is eligible for publication incentives. Drop a mail to editor@ijcrr.com for more details.

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‘Emerging Researcher Award’ is instituted to encourage student researchers to publish their work in IJCRR. Student researchers, who intend to publish their research or review work in IJCRR as the first author are eligible to apply for this award. Editorial Board members decide on the selection of student researchers for the said award based on originality, novelty, and social applicability of the research work. Under this award selected student researcher is eligible for publication incentives. Drop a mail to editor@ijcrr.com for more details.


Best Article Award

A study by Dorothy Ebere Adimora et al. entitled \"Remediation for Effects of Domestic Violence on Psychological well-being, Depression and Suicide among Women During COVID-19 Pandemic: A Cross-cultural Study of Nigeria and Spain\" is awarded Best Article of Vol 14 issue 23
A study by Muhas C. et al. entitled \"Study on Knowledge & Awareness About Pharmacovigilance Among Pharmacists in South India\" is awarded Best article for Vol 14 issue 22
A study by Saurabh Suvidha entitled \"A Case of Mucoid Degeneration of Uterine Fibroid with Hydrosalphinx and Ovarian Cyst\" is awarded Best article of Vol 14 issue 21
A study by Alice Alice entitled \"Strengthening of Human Milk Banking across South Asian Countries: A Next Step Forward\" is awarded Best article of Vol 14 issue 20
A study by Sathyanarayanan AR et al. entitled \"The on-task Attention of Individuals with Autism Spectrum Disorder-An Eye Tracker Study Using Auticare\" is awarded Best article of Vol 14 issue 19
A study by Gupta P. et al. entitled \"A Short Review on \"A Novel Approach in Fast Dissolving Film & their Evaluation Studies\" is awarded Best Article of Vol 14 issue 18.
A study by Shafaque M. et al. entitled \"A Case-Control Study Performed in Karachi on Inflammatory Markers by Ciprofloxacin and CoAmoxicillin in Patients with Chronic Suppurative Otitis Media\" is awarded Best Article of Vol 14 issue 17
A study by Ali Nawaz et al. entitled \"A Comparative Study of Tubeless versus Standard Percutaneous Nephrolithotomy (PCNL) \? A Randomized Controlled Study\" is awarded Best Article for Vol 14 issue 16.
A study by Singh R. et al. entitled \"A Prospective Study to Find the Association of Astigmatism in Patients of Vernal Keratoconjunctivitis (VKC) in a Tertiary Health Care Centre in India (Vindhya Region MP)\" is awarded Best Article for Vol 14 issue 15
A Study by Humaira Tahir et al. entitled "Comparison of First Analgesic Demand after Major Surgeries of Obstetrics and Gynecology between Pre-Emptive Versus Intra-Operative Groups by Using Intravenous Paracetamol: A Cross-Sectional Study" is awarded Best Article for Vol 14 issue 14
A Study by Monica K. entitled "Risk Predictors for Lymphoma Development in Sjogren Syndrome - A Systematic Review" is awarded Best Article for Vol 14 issue 13
A Study by Mokhtar M Sh et al. entitled "Prevalence of Hospital Mortality of Critically Ill Elderly Patients" is awarded Best Article for Vol 14 issue 12
A Study by Vidya S. Bhat et al. entitled "Effect of an Indigenous Cleanser on the Microbial Biofilm on Acrylic Denture Base - A Pilot Study" is awarded Best Article for Vol 14 issue 11
A Study by Pandya S. et al. entitled "Acute and 28-Day Repeated Dose Subacute Toxicological Evaluation of Coroprotect Tablet in Rodents" is awarded Best Article for Vol 14 issue 10
A Study by Muhammad Zaki et al. entitled "Effect of Hemoglobin Level on the Severity of Acute Bronchiolitis in Children: A Case-Control Study" is awarded Best Article for Vol 14 issue 09
A Study by Vinita S & Ayushi S entitled "Role of Colour Doppler and Transvaginal Sonography for diagnosis of endometrial pathology in women presenting with Abnormal Uterine Bleeding" is awarded Best Article for Vol 14 issue 08
A Study by Prabhu A et al. entitled "Awareness of Common Eye Conditions among the ASHA (Accredited Social Health Activist) Workers in the Rural Communities of Udupi District- A Pilot Study" is awarded Best Article for Vol 14 issue 07
A Study by Divya MP et al. entitled "Non-Echoplanar Diffusion-Weighted Imaging and 3D Fiesta Magnetic Resonance Imaging Sequences with High Resolution Computed Tomography Temporal Bone in Assessment and Predicting the Outcome of Chronic Suppurative Otitis Media with Cholesteatoma" is awarded Best Article for Vol 14 issue 06
A Study by Zahoor Illahi Soomro et al. entitled "Functional Outcomes of Fracture Distal Radius after Fixation with Two Different Plates: A Retrospective Comparative Study" is awarded Best Article for Vol 14 issue 05
A Study by Ajai KG & Athira KN entitled "Patients’ Gratification Towards Service Delivery Among Government Hospitals with Particular Orientation Towards Primary Health Centres" is awarded Best Article for Vol 14 issue 04
A Study by Mbungu Mulaila AP et al. entitled "Ovarian Pregnancy in Kindu City, D.R. Congo - A Case Report" is awarded Best Article for Vol 14 issue 03
A Study by Maryam MJ et al. entitled "Evaluation Serum Chemerin and Visfatin Levels with Rheumatoid Arthritis: Possible Diagnostic Biomarkers" is awarded Best Article for Vol 14 issue 02
A Study by Shanthan KR et al. entitled "Comparison of Ultrasound Guided Versus Nerve Stimulator Guided Technique of Supraclavicular Brachial Plexus Block in Patients Undergoing Upper Limb Surgeries" is awarded Best Article for Vol 14 issue 01
A Study by Amol Sanap et al. entitled "The Outcome of Coxofemoral Bypass Using Cemented Bipolar Hemiarthroplasty in the Treatment of Unstable Intertrochanteric Fracture of Femur in a Rural Setup" is awarded Best Article Award of Vol 13 issue 24
A Study by Manoj KP et al. entitled "A Randomized Comparative Clinical Trial to Know the Efficacy of Ultrasound-Guided Transversus Abdominis Plane Block Against Multimodal Analgesia for Postoperative Analgesia Following Caesarean Section" is awarded Best Article Award of Vol 13 issue 23
A Study by Karimova II et al. entitled "Changes in the Activity of Intestinal Carbohydrases in Alloxan-Induced Diabetic Rats and Their Correction with Prenalon" is awarded Best Article of Vol 13 issue 22
A Study by Ashish B Roge et al. entitled "Development, Validation of RP-HPLC Method and GC MS Analysis of Desloratadine HCL and It’s Degradation Products" is awarded Best Article of Vol 13 issue 21
A Study by Isha Gaurav et al. entitled "Association of ABO Blood Group with Oral Cancer and Precancer – A Case-control Study" is awarded Best Article for Vol 13 issue 20
A Study by Amr Y. Zakaria et al. entitled "Single Nucleotide Polymorphisms of ATP-Binding Cassette Gene(ABCC3 rs4793665) affect High Dose Methotrexate-Induced Nephrotoxicity in Children with Osteosarcoma" is awarded Best Article for Vol 13 issue 19
A Study by Kholis Ernawati et al. entitled "The Utilization of Mobile-Based Information Technology in the Management of Dengue Fever in the Community Year 2019-2020: Systematic Review" is awarded Best Article for Vol 13 issue 18
A Study by Bhat Asifa et al. entitled "Efficacy of Modified Carbapenem Inactivation Method for Carbapenemase Detection and Comparative Evaluation with Polymerase Chain Reaction for the Identification of Carbapenemase Producing Klebsiella pneumonia Isolates" is awarded Best Article for Vol 13 issue 17
A Study by Gupta R. et al. entitled "A Clinical Study of Paediatric Tracheostomy: Our Experience in a Tertiary Care Hospital in North India" is awarded Best Article for Vol 13 issue 16
A Study by Chandran Anand et al. entitled "A Prospective Study on Assessment of Quality of Life of Patients Receiving Sorafenib for Hepatocellular Carcinoma" is awarded Best article for Vol 13 issue 15
A Study by Rosa PS et al. entitled "Emotional State Due to the Covid – 19 Pandemic in People Residing in a Vulnerable Area in North Lima" is awarded Best Article for Vol 13 issue 14
A Study by Suvarna Sunder J et al. entitled "Endodontic Revascularization of Necrotic Permanent Anterior Tooth with Platelet Rich Fibrin, Platelet Rich Plasma, and Blood Clot - A Comparative Study" is awarded Best Article for Vol 13 issue 13
A Study by Mona Isam Eldin Osman et al. entitled "Psychological Impact and Risk Factors of Sexual Abuse on Sudanese Children in Khartoum State" is awarded Best Article for Vol 13 issue 12
A Study by Khaw Ming Sheng & Sathiapriya Ramiah entitled "Web Based Suicide Prevention Application for Patients Suffering from Depression" is awarded Best Article for Vol 13 issue 11
A Study by Purushottam S. G. et al. entitled "Development of Fenofibrate Solid Dispersions for the Plausible Aqueous Solubility Augmentation of this BCS Class-II Drug" is awarded Best article for Vol 13 issue 10
A Study by Kumar S. et al. entitled "A Study on Clinical Spectrum, Laboratory Profile, Complications and Outcome of Pediatric Scrub Typhus Patients Admitted to an Intensive Care Unit from a Tertiary Care Hospital from Eastern India" is awarded Best Article for Vol 13 issue 09
A Study by Mardhiah Kamaruddin et al. entitled "The Pattern of Creatinine Clearance in Gestational and Chronic Hypertension Women from the Third Trimester to 12 Weeks Postpartum" is awarded Best Article for Vol 13 issue 08
A Study by Sarmila G. B. et al. entitled "Study to Compare the Efficacy of Orally Administered Melatonin and Clonidine for Attenuation of Hemodynamic Response During Laryngoscopy and Endotracheal Intubation in Gastrointestinal Surgeries" is awarded Best Article for Vol 13 issue 07
A Study by M. Muthu Uma Maheswari et al. entitled "A Study on C-reactive Protein and Liver Function Tests in Laboratory RT-PCR Positive Covid-19 Patients in a Tertiary Care Centre – A Retrospective Study" is awarded Best Article of Vol 13 issue 06 Special issue Modern approaches for diagnosis of COVID-19 and current status of awareness
A Study by Gainneos PD et al. entitled "A Comparative Evaluation of the Levels of Salivary IgA in HIV Affected Children and the Children of the General Population within the Age Group of 9 – 12 Years – A Cross-Sectional Study" is awarded Best Article of Vol 13 issue 05 Special issue on Recent Advances in Dentistry for better Oral Health
A Study by Alkhansa Mahmoud et al. entitled "mRNA Expression of Somatostatin Receptors (1-5) in MCF7 and MDA-MB231 Breast Cancer Cells" is awarded Best Article of Vol 13 issue 06
A Study by Chen YY and Ghazali SRB entitled "Lifetime Trauma, posttraumatic stress disorder Symptoms and Early Adolescence Risk Factors for Poor Physical Health Outcome Among Malaysian Adolescents" is awarded Best Article of Vol 13 issue 04 Special issue on Current Updates in Plant Biology to Medicine to Healthcare Awareness in Malaysia
A Study by Kumari PM et al. entitled "Study to Evaluate the Adverse Drug Reactions in a Tertiary Care Teaching Hospital in Tamilnadu - A Cross-Sectional Study" is awarded Best Article for Vol 13 issue 05
A Study by Anu et al. entitled "Effectiveness of Cytological Scoring Systems for Evaluation of Breast Lesion Cytology with its Histopathological Correlation" is awarded Best Article of Vol 13 issue 04
A Study by Sharipov R. Kh. et al. entitled "Interaction of Correction of Lipid Peroxidation Disorders with Oxibral" is awarded Best Article of Vol 13 issue 03
A Study by Tarek Elwakil et al. entitled "Led Light Photobiomodulation Effect on Wound Healing Combined with Phenytoin in Mice Model" is awarded Best Article of Vol 13 issue 02
A Study by Mohita Ray et al. entitled "Accuracy of Intra-Operative Frozen Section Consultation of Gastrointestinal Biopsy Samples in Correlation with the Final Histopathological Diagnosis" is awarded Best Article for Vol 13 issue 01
A Study by Badritdinova MN et al. entitled "Peculiarities of a Pain in Patients with Ischemic Heart Disease in the Presence of Individual Combines of the Metabolic Syndrome" is awarded Best Article for Vol 12 issue 24
A Study by Sindhu Priya E S et al. entitled "Neuroprotective activity of Pyrazolone Derivatives Against Paraquat-induced Oxidative Stress and Locomotor Impairment in Drosophila melanogaster" is awarded Best Article for Vol 12 issue 23
A Study by Habiba Suhail et al. entitled "Effect of Majoon Murmakki in Dysmenorrhoea (Usre Tams): A Standard Controlled Clinical Study" is awarded Best Article for Vol 12 issue 22
A Study by Ghaffar UB et al. entitled "Correlation between Height and Foot Length in Saudi Population in Majmaah, Saudi Arabia" is awarded Best Article for Vol 12 issue 21
A Study by Siti Sarah Binti Maidin entitled "Sleep Well: Mobile Application to Address Sleeping Problems" is awarded Best Article for Vol 12 issue 20
A Study by Avijit Singh"Comparison of Post Operative Clinical Outcomes Between “Made in India” TTK Chitra Mechanical Heart Valve Versus St Jude Mechanical Heart Valve in Valve Replacement Surgery" is awarded Best Article for Vol 12 issue 19
A Study by Sonali Banerjee and Mary Mathews N. entitled "Exploring Quality of Life and Perceived Experiences Among Couples Undergoing Fertility Treatment in Western India: A Mixed Methodology" is awarded Best Article for Vol 12 issue 18
A Study by Jabbar Desai et al. entitled "Prevalence of Obstructive Airway Disease in Patients with Ischemic Heart Disease and Hypertension" is awarded Best Article for Vol 12 issue 17
A Study by Juna Byun et al. entitled "Study on Difference in Coronavirus-19 Related Anxiety between Face-to-face and Non-face-to-face Classes among University Students in South Korea" is awarded Best Article for Vol 12 issue 16
A Study by Sudha Ramachandra & Vinay Chavan entitled "Enhanced-Hybrid-Age Layered Population Structure (E-Hybrid-ALPS): A Genetic Algorithm with Adaptive Crossover for Molecular Docking Studies of Drug Discovery Process" is awarded Best article for Vol 12 issue 15
A Study by Varsha M. Shindhe et al. entitled "A Study on Effect of Smokeless Tobacco on Pulmonary Function Tests in Class IV Workers of USM-KLE (Universiti Sains Malaysia-Karnataka Lingayat Education Society) International Medical Programme, Belagavi" is awarded Best article of Vol 12 issue 14, July 2020
A study by Amruta Choudhary et al. entitled "Family Planning Knowledge, Attitude and Practice Among Women of Reproductive Age from Rural Area of Central India" is awarded Best Article for special issue "Modern Therapeutics Applications"
A study by Raunak Das entitled "Study of Cardiovascular Dysfunctions in Interstitial Lung Diseas epatients by Correlating the Levels of Serum NT PRO BNP and Microalbuminuria (Biomarkers of Cardiovascular Dysfunction) with Echocardiographic, Bronchoscopic and HighResolution Computed Tomography Findings of These ILD Patients" is awarded Best Article of Vol 12 issue 13 
A Study by Kannamani Ramasamy et al. entitled "COVID-19 Situation at Chennai City – Forecasting for the Better Pandemic Management" is awarded best article for  Vol 12 issue 12
A Study by Muhammet Lutfi SELCUK and Fatma entitled "Distinction of Gray and White Matter for Some Histological Staining Methods in New Zealand Rabbit's Brain" is awarded best article for  Vol 12 issue 11
A Study by Anamul Haq et al. entitled "Etiology of Abnormal Uterine Bleeding in Adolescents – Emphasis Upon Polycystic Ovarian Syndrome" is awarded best article for  Vol 12 issue 10
A Study by entitled "Estimation of Reference Interval of Serum Progesterone During Three Trimesters of Normal Pregnancy in a Tertiary Care Hospital of Kolkata" is awarded best article for  Vol 12 issue 09
A Study by Ilona Gracie De Souza & Pavan Kumar G. entitled "Effect of Releasing Myofascial Chain in Patients with Patellofemoral Pain Syndrome - A Randomized Clinical Trial" is awarded best article for  Vol 12 issue 08
A Study by Virendra Atam et. al. entitled "Clinical Profile and Short - Term Mortality Predictors in Acute Stroke with Emphasis on Stress Hyperglycemia and THRIVE Score : An Observational Study" is awarded best article for  Vol 12 issue 07
A Study by K. Krupashree et. al. entitled "Protective Effects of Picrorhizakurroa Against Fumonisin B1 Induced Hepatotoxicity in Mice" is awarded best article for issue Vol 10 issue 20
A study by Mithun K.P. et al "Larvicidal Activity of Crude Solanum Nigrum Leaf and Berries Extract Against Dengue Vector-Aedesaegypti" is awarded Best Article for Vol 10 issue 14 of IJCRR
A study by Asha Menon "Women in Child Care and Early Education: Truly Nontraditional Work" is awarded Best Article for Vol 10 issue 13
A study by Deep J. M. "Prevalence of Molar-Incisor Hypomineralization in 7-13 Years Old Children of Biratnagar, Nepal: A Cross Sectional Study" is awarded Best Article for Vol 10 issue 11 of IJCRR
A review by Chitra et al to analyse relation between Obesity and Type 2 diabetes is awarded 'Best Article' for Vol 10 issue 10 by IJCRR. 
A study by Karanpreet et al "Pregnancy Induced Hypertension: A Study on Its Multisystem Involvement" is given Best Paper Award for Vol 10 issue 09

List of Awardees

A Study by Ese Anibor et al. "Evaluation of Temporomandibular Joint Disorders Among Delta State University Students in Abraka, Nigeria" from Vol 13 issue 16 received Emerging Researcher Award


A Study by Alkhansa Mahmoud et al. entitled "mRNA Expression of Somatostatin Receptors (1-5) in MCF7 and MDA-MB231 Breast Cancer Cells" from Vol 13 issue 06 received Emerging Researcher Award


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