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GRADE: Deep learning and garlic routing-based secure data sharing framework for IIoT beyond 5G

Digital Communications and Networks 2023年第2期9卷 422-435页

作者： Nilesh Kumar Jadav Riya Kakkar Harsh Mankodiya rajesh gupta Sudeep Tanwar Smita Agrawal Ravi Sharma Department of Computer Science and Engineering Institute of TechnologyNirma UniversityAhmedabadGujaratIndia Centre for Inter-Disciplinary Research and Innovation University of Petroleum and Energy StudiesP.O.Bidholi Via-Prem NagarDehradunIndia

The rise of automation with Machine-Type Communication(MTC)holds great potential in developing Industrial Internet of Things(IIoT)-based applications such as smart cities,Intelligent Transportation Systems(ITS),supply chains,and smart industries without any human intervention.However,MTC has to cope with significant security challenges due to heterogeneous data,public network connectivity,and inadequate security mechanism.To overcome the aforementioned issues,we have proposed a blockchain and garlic-routing-based secure data exchange framework,i.e.,GRADE,which alleviates the security constraints and maintains the stable connection in MTC.First,the Long-Short-Term Memory(LSTM)-based Nadam optimizer efficiently predicts the class label,i.e.,malicious and non-malicious,and forwards the non-malicious data requests of MTC to the Garlic Routing(GR)network.The GR network assigns a unique ElGamal encrypted session tag to each machine partaking in MTC.Then,an Advanced Encryption Standard(AES)is applied to encrypt the MTC data requests.Further,the InterPlanetary File System(IPFS)-based blockchain is employed to store the machine's session tags,which increases the scalability of the proposed GRADE framework.Additionally,the proposed framework has utilized the indispensable benefits of the 6G network to enhance the network performance of MTC.Lastly,the proposed GRADE framework is evaluated against different performance metrics such as scalability,packet loss,accuracy,and compromised rate of the MTC data request.The results show that the GRADE framework outperforms the baseline methods in terms of accuracy,i.e.,98.9%,compromised rate,i.e.,18.5%,scalability,i.e.,47.2%,and packet loss ratio,i.e.,24.3%.

关键词： Garlic routing Blockchain I2P LSTM Artificial intelligence Onion routing

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Deep Learning-Based Robust Morphed Face Authentication Framework for Online Systems

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Computers, Materials & Continua 2023年第10期77卷 1123-1142页

作者： Harsh Mankodiya Priyal Palkhiwala rajesh gupta Nilesh Kumar Jadav Sudeep Tanwar Osama Alfarraj Amr Tolba Maria Simona Raboaca Verdes Marina Department of Computer Science and Engineering Institute of TechnologyNirma UniversityAhmedabad382481India Computer Science Department Community CollegeKing Saud UniversityRiyadh11437Saudi Arabia Doctoral School University Politehnica of BucharestBucharest060042Romania Department of Hydrogen and Fuel Cell National Research and Development Institute for Cryogenics and Isotopic TechnologiesRamnicu Valcea240050Romania Department of Building Services Faculty of Civil Engineering and Building ServicesTechnical University of Gheorghe AsachiIasi700050Romania

The amalgamation of artificial intelligence(AI)with various areas has been in the picture for the past few years.AI has enhanced the functioning of several services,such as accomplishing better budgets,automating multiple tasks,and data-driven decision-making.Conducting hassle-free polling has been one of them.However,at the onset of the coronavirus in 2020,almost all worldly affairs occurred online,and many sectors switched to digital mode.This allows attackers to find security loopholes in digital systems and exploit them for their lucrative business.This paper proposes a three-layered deep learning(DL)-based authentication framework to develop a secure online polling system.It provides a novel way to overcome security breaches during the face identity(ID)recognition and verification process for online polling systems.This verification is done by training a pixel-2-pixel Pix2pix generative adversarial network(GAN)for face image reconstruction to remove facial objects present(if any).Furthermore,image-to-image matching is done by implementing the Siamese network and comparing the result of various metrics executed on feature embeddings to obtain the outcome,thus checking the electorate credentials.

关键词： Artificial intelligence discriminator generator Pix2pix GANs Kullback-Leibler(KL)-divergence online voting system Siamese network

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Contrast-free air cholangiography-assisted unilateral plastic stenting in malignant hilar biliary obstruction

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Hepatobiliary & Pancreatic Diseases International 2010年第1期9卷 88-92页

作者： Virendra Singh Gurpreet Singh Vikas gupta rajesh gupta Rakesh Kapoor Departments of Hepatology Postgraduate Institute of Medical Education and Research Departments of Surgery Postgraduate Institute of Medical Education and Research Departments of Radiotherapy Postgraduate Institute of Medical Education and Research

BACKGROUND:Endoscopic palliation in malignant hilar biliary obstruction requires endoscopic retrograde cholangiopancreatography (ERCP),whereas contrast injection leads to cholangitis.Contrast-free metal stenting with or without magnetic resonance cholangiopancreatography (MRCP) has shown encouraging results,but MRCP and metal stents are costly.There have been no reports on the use of air cholangiography.METHODS:We prospectively evaluated the role of air cholangiography-assisted unilateral plastic stenting in 10 patients with type Ⅱ malignant hilar biliary obstruction.A retrospectively analysed group of 10 patients treated with contrast-free unilateral metal stenting served as historical controls.RESULTS:Ten patients with unresectable type Ⅱ malignant hilar biliary obstruction were studied.Air cholangiography detected type Ⅱ obstruction in all patients,similar to MRCP.The patients underwent unilateral stenting.Successful endoscopic drainage was achieved in all patients.The mean patency of the stent was 95.8±17.5 days in the study group and 143.9±115.1 days in the control group (P=0.20).The mean survival was 121.8±41.6 days in the study group and 154.9±122.5 days in the control group (P=0.42).KaplanMeier analysis showed an estimated median survival of 100:95% CI (65.9,134.1) days in the study group and 98:95% CI (84.1,111.9) days in the control group (P=0.62).Cholangitis occurred in none of the patients and there were no 30-day deaths nor major complications.Air cholangiographyassisted unilateral plastic stenting was cheaper than contrastfree unilateral metal stenting.CONCLUSION:Air cholangiography-assisted unilateral plastic stenting is as safe and effective as contrast-free unilateral metal stenting in type Ⅱ malignant hilar biliary obstruction for palliating patients,but it is cheaper.

关键词： air cholangiogram hilar obstruction malignant plastic stent metal stent unilateral

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Endoscopic management of postcholecystectomy biliary leakage

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Hepatobiliary & Pancreatic Diseases International 2010年第4期9卷 409-413页

作者： Virendra Singh Gurpreet Singh Ganga R Verma rajesh gupta Departments of Hepatology Postgraduate Institute of Medical Education and Research Departments of Surgery Postgraduate Institute of Medical Education and Research

BACKGROUND: Biliary leak is an uncommon but significant complication following cholecystectomy. Endotherapy is an established method of treatment. However, the optimal intervention is not known. METHOD: Eighty-five patients with postcholecystectomy biliary leaks from July 2000 to March 2009 were retrospectively evaluated. RESULTS: The study population was 20 males and 65 females with a mean age of 42.47 years. Patients presented with abdominal pain (46), jaundice (23), fever (23), abdominal distension (42), or bilious abdominal drain (67). Endoscopic retrograde cholangiopancreatography detected a leak at the cystic duct stump in 45 patients, stricture with middle common bile duct leak in 4, leak from the right hepatic duct in 3, and a ligated common bile duct in 32. Twelve also had bile duct stones. One had a broken T-tube with stones Endotherapy was possible in 53 patients. Three patients with stones, one with a broken T-tube with stones, and 4 with stricture of the common bile duct with a leak were managed with sphincterotomy and stenting. Eight patients with a cystic duct stump leak with stones were managed with sphincterotomy and stone extraction. Three outpatients and 12 inpatients with a cystic duct stump leak were managed with sphincterotomy and stent and sphincterotomy and nasobiliary drain, respectively. Five patients with a cystic duct stump leak were managed with stenting. Sixteen with coagulopathy were managed with only nasobiliary drain (9) or stent (7). Leak closure was achieved in 100% patients Four developed mild pancreatitis which improved with conservative treatment.CONCLUSIONS: Endoscopic intervention is a safe and effective method of treatment of postcholecystectomy biliary leaks. However, management should be individualized based on factors such as outpatients or inpatients, presence of stone, stricture, ligature, or coagulopathy.

关键词： biliary fistulae endoscopic retrograde cholangiopancreatography sphincterotomy biliary stent nasobiliary drain biliary strictures

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An unusual cause of simultaneous common bile and pancreatic duct dilation

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Gastroenterology Report 2015年第3期3卷 258-261页

作者： Puneet Chhabra Surinder Singh Rana Vishal Sharma Ravi Sharma rajesh gupta Deepak Kumar Bhasin Department of Gastroenterology Postgraduate Institute of Medical Education and Research(PGIMER)ChandigarhIndia Department of Surgery Postgraduate Institute of Medical Education and Research(PGIMER)ChandigarhIndia

Simultaneous dilation of both the common bile duct and the pancreatic duct(double-duct sign)is usually because of ampullary or pancreatic tumours.Here we report an unusual cause of double-duct dilation;we describe the case of a 49-year-old female who developed afferent loop syndrome after pylorus-preserving pancreaticoduodenectomy:crosssectional imaging of the abdomen revealed a double-duct sign.

关键词： afferent loop syndrome pylorus preserving pancreaticoduodenectomy

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Partitioning of Water Distribution Network into District Metered Areas Using Existing Valves

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Computer Modeling in Engineering & Sciences 2022年第6期130卷 1515-1537页

作者： Aniket N.Sharma Shilpa R.Dongre rajesh gupta Prerna Pandey Neeraj Dhanraj Bokde Department of Civil Engineering Visvesvaraya National Institute of TechnologyNagpur440010India Department of Civil and Architectural Engineering Aarhus UniversityAarhus8000Denmark

Water distribution network(WDN)leakage management has received increased attention in recent years.One of the most successful leakage-control strategies is to divide the network into District Metered Areas(DMAs).As a multi-staged technique,the generation of DMAs is a difficult task in design and implementation(i.e.,clustering,sectorization,and performance evaluation).Previous studies on DMAs implementation did not consider the potential use of existing valves in achieving the objective.In this work,a methodology is proposed for detecting clusters and reducing the cost of additional valves and DMA sectorization by considering existing valves as much as possible.The procedure of DMAs identification has been divided into three stages,i.e.,a)clusters identification;b)sectorization or boundaries optimization and c)performance evaluation of the partitioned network.The proposed methodology is evaluated on a simple network and a real-world water network with the findings provided and compared to the DMAs,established for a raw water network with no existing valves.It is found that there is an adequate difference in cost of strategy implementation in both the cases for the network under consideration and the existing valve system achieved better network performance in terms of resilience index.

关键词： Clusters identification district metered areas existing valves sectorization water distribution networks

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Nonselective beta‐blockers reduce mortality in patients with acute‐on‐chronic liver failure

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Portal Hypertension & Cirrhosis 2022年第1期1卷 15-22页

作者： Anand V.Kulkarni Madhumita Premkumar Karan Kumar Juned A.Khan Baqar A.Gora Sowmya Tirumalle Sameer Shaik Mithun Sharma rajesh gupta Nageshwar D.Reddy Padaki N.Rao Department of Hepatology AIG HospitalsHyderabadIndia Department of Hepatology PGIMERChandigarhIndia Department of Hepatology Mahatma Gandhi HospitalsJaipurIndia Department of Hepatology Hopewell HospitalLucknowIndia

Aim:Nonselective beta‐blockers(NSBBs)can reduce the incidence of complications in patients with cirrhosis and prolong survival.The safety and efficacy of NSBBs in real‐world settings in patients with acute‐on‐chronic liver failure(ACLF)identified by the Asian Pacific Association for the Study of Liver criteria are unknown.This study aimed to assess the safety and efficacy of NSBBs in patients with Asian Pacific Association for the Study of Liver(APASL)‐defined ACLF Methods:In this retrospective,multicenter study,patients with ACLF with complete 30 days follow‐up from January 2019 to December 2021 were included.The primary objective was to compare 30‐day mortality among standard of care(SOC)and NSBB(+SOC)groups.The secondary objectives were to compare the incidence of infection,variceal bleed,and recompensation among both the groups.Results:A total of 346 patients were included.Only 26%(n=89)of them received NSBBs,while 74%(n=257)received only SOC.On Kaplan-Meier analysis,the incidence of mortality was 21%(95%confidence interval[CI]:16.20-26.50)in SOC group compared to only 8%(95%CI:3.22-15.53)in NSBB group at Day 30(p=0.005).Similarly,mortality in SOC group was 63%(95%CI:56.81-69.00)compared to 46%(95%CI:35.44-57.00)in NSBB group at 1 year(p=0.001).NSBB therapy could not reduce the incidence of infections or variceal bleed.Forty‐seven percent of patients in the SOC group and 73%of patients in the NSBB group(p<0.001)recompensated.Carvedilol was prescribed in 77.5%and propranolol in 22.5%of patients.Conclusions:NSBBs reduce mortality without any effect on infection or variceal bleed in patients with ACLF.However,only one in four ACLF patients are suitable for NSBB therapy.

关键词： ACLF infection portal hypertension variceal bleed

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Arterial pH,bicarbonate levels and base deficit at presentation as markers of predicting mortality in acute pancreatitis:a single-centre prospective study

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Gastroenterology Report 2014年第3期2卷 226-231页

作者： Vishal Sharma Thingbaijam Shanti Devi Ravi Sharma Puneet Chhabra rajesh gupta Surinder S.Rana Deepak K.Bhasin Department of Gastroenterology Post Graduate Institute of Medical Education and ResearchChandigarhIndia Department of Surgery Post Graduate Institute of Medical Education and ResearchChandigarhIndia

Background.Arterial blood gas(ABG)parameters such as pH form part of multi-parameter scoring systems for predicting severe acute pancreatitis;however,literature on detailed evaluation of ABG alone in this context is scarce.Methods.Patients with acute pancreatitis presenting to our unit between January 2012 and November 2013 were prospectively studied.ABG analysis was done at admission and development of organ failure,any need for intervention,and mortality were noted.The association between various parameters of ABG analysis and the development of organ failure or local complications,need for interventions(endoscopic/radiological/surgical)and mortality were analysed.Results.Two hundred and five patients(mean age:39.33-13.85 years;61.0%males)were prospectively studied.The aetiology of acute pancreatitis was alcohol in 93 patients(45.4%)and gall stone disease in 73(35.6%).Organ failure developed in 71.2%patients and 83.9%had local complications.In 18%of patients,endoscopic/radiological/surgical interventions were needed and 14.6%died.The patients(n=35)with metabolic acidosis(pH4 meq/L for prediction of mortality were 0.771(95%CI:0.664–0.878),0.707(95%CI:0.622–0.791)and 0.780(95%CI:0.693–0.867),respectively.Conclusion.Arterial pH,bicarbonate levels,and base deficit at presentation are useful early markers for predicting adverse outcome in acute pancreatitis.

关键词： acute pancreatitis base deficit MA organ failure

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A Case Report on Atypical Presentation of Cerebral Venous Sinus Thrombosis, a Young Adult with Recurrent Fall: A Clinical Quandary

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Open Journal of Emergency Medicine 2021年第4期9卷 171-178页

作者： Aishwarya Nandy Sayani Banerjee rajesh gupta Department of Emergency Medicine Ramkrishna Care Hospital Raipur India Department of Emergency Medicine Calcutta Medical Research Institute Kolkata India Department of General Medicine Ramkrishna Care Hospital Raipur India

Cerebral Venous Sinus Thrombosis (CVST) is blood clot in draining veins and venous sinuses of brain, causing hindrance in the blood drainage system in brain, disturbing the internal homeostasis of brain, resulting in local oedema, ischemia, venous haemorrhage, damage to brain parenchyma and blood brain barrier. In our case report, we discussed a rare presentation of CVST, a 16-year-old young boy who presented in emergency with history recurrent fall, weakness, tingling numbness. What makes it challenging to diagnose in his unusual presentation without common symptoms and on examination no positive neurological finding. This case brings focus on the importance of knowledge about CVST among emergency physicians. CSVT is considered more commonly as a differential diagnosis of stroke in young age group owning to genetic predisposition, hot humid climate of the state leading to severe dehydration, dietary factors leading to vitamin B12 deficiency & hyper-homocysteinemia etc. Moreover, present COVID-19, inducing a hypercoagulable state among affected individuals gave CVST a new momentous among emergency physicians. An early diagnosis can be very fruitful as it might prevent long term disability and reduce mortality significantly.

关键词： Cerebral Venous Sinus Thrombosis Acute Neurological Emergency Atypical Presentation

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肠造口的自行闭合

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Gastroenterology Report 2016年第4期4卷 325-327,I0003页

作者： Narendra Pandit Harjeet Singh Hemanth Kumar rajesh gupta G.R.Verma Division of Surgical Gastroenterology Department of General Surgery Post Graduate Institute of Medical Education and Research(PGIMER)ChandigarhIndia

Intestinal loop stoma is a common surgical procedure performed for various benign and malignant abdominal problems,but it rarely undergoes spontaneous closure,without surgical intervention.Two male patients presented to our emergency surgical department with acute abdominal pain.One of them was diagnosed as having rectosigmoid perforation and underwent diversion sigmoid loop colostomy after primary closure of the perforation.The other was a known case of carcinoma of the rectum who had already undergone low anterior resection with covering loop ileostomy;the patient underwent second loop ileostomy,this time for complicated intestinal obstruction.To our surprise,both the loop colostomy and ileostomy closed spontaneously at 8 weeks and 6 weeks,respectively,without any consequences.Spontaneous stoma closure is a rare and interesting event.The exact etiology for spontaneous closure remains unknown,but it may be hypothesized to result from slow retraction of the stoma,added to the concept of a tendency towards spontaneous closure of enterocutaneous fistula.

关键词： ileostomy colostomy spontaneous closure of stoma

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