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Federated Learning on Internet of Things:Extensive and Systematic Review

Computers, Materials & Continua 2024年第5期79卷 1795-1834页

作者： meenakshi aggarwal Vikas Khullar Sunita Rani Thomas AndréProla Shyama Barna Bhattacharjee Sarowar Morshed Shawon Nitin Goyal Chitkara University Institute of Engineering and Technology Chitkara UniversityRajpuraPunjab140401India Department of CSE&IT BPS Mahila VishwavidyalayaKhanpur KalanSonipatHaryana131305India Engineering Research&Innovation Group Universidad Europea del AtlánticoC/Isabel Torres 21Santander39011Spain Department of Project Management Universidad Internacional IberoamericanaAreciboPR00613USA Department of Project Management Universidade Internacional do CuanzaEstrada Nacional 250Bairro KaluapandaCuito-BiéAngola Department of Computer Science and Engineering University of Science and Technology Chittagong(USTC)Chattogram4202Bangladesh Deptartment of EEE University of Science and Technology Chittagong(USTC)Chattogram4202Bangladesh Department of Computer Science and Engineering School of Engineering and TechnologyCentral University of HaryanaMahendragarhHaryana123031India

The proliferation of IoT devices requires innovative approaches to gaining insights while preserving privacy and resources amid unprecedented data ***,FL development for IoT is still in its infancy and needs to be explored in various areas to understand the key challenges for deployment in real-world *** paper systematically reviewed the available literature using the PRISMA guiding *** study aims to provide a detailed overview of the increasing use of FL in IoT networks,including the architecture and challenges.A systematic review approach is used to collect,categorize and analyze FL-IoT-based *** was performed in the IEEE,Elsevier,Arxiv,ACM,and WOS databases and 92 articles were finally *** measures were published in English and with the keywords“FL”and“IoT”.The methodology begins with an overview of recent advances in FL and the IoT,followed by a discussion of how these two technologies can be *** be more specific,we examine and evaluate the capabilities of FL by talking about communication protocols,frameworks and *** then present a comprehensive analysis of the use of FL in a number of key IoT applications,including smart healthcare,smart transportation,smart cities,smart industry,smart finance,and smart *** key findings from this analysis of FL IoT services and applications are also ***,we performed a comparative analysis with FL IID(independent and identical data)and non-ID,traditional centralized deep learning(DL)*** concluded that FL has better performance,especially in terms of privacy protection and resource *** is excellent for preserving privacy becausemodel training takes place on individual devices or edge nodes,eliminating the need for centralized data aggregation,which poses significant privacy *** facilitate development in this rapidly evolving field,the insights presented are intended to help practitioners and re

关键词： Internet of Things federated learning PRISMA framework of FL applications of FL data privacy communication

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Comparative measurement of CO_(2),CH_(4)and CO at two traffic interjunctions having inflated vehicular flow in Delhi

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Journal of Environmental Sciences 2024年第7期141卷 314-329页

作者： Komal Daya Soni Khem Singh Shankar G.aggarwal CSIR-National Physical Laboratory Dr.K.S.Krishnan MargNew Delhi 110012India Academy of Scientific&Innovative Research(AcSIR) Ghaziabad 201002India

Vehicular emissions are considered one of the major anthropogenic sources of greenhouse gases and poor air quality in metropolitan *** study aims to see the correlation of CO_(2),CH_(4),and CO through monitoring over a period from December 2020 to October 2021 covering three seasons’winter,summer,and monsoon at two different traffic locations of Delhi having different traffic volumes,road patterns,and traffic *** annual average morning concentration of CO_(2),CH_(4)and CO was found(533±105),(7.3±3.1),(10.7±3.0)ppm at Najafgarh and(480±70),(5.2±1.8),(7.8±2.8)ppm at Rajendra Place,respectively.A relationship between concentration of all three gases and meteorological parameters such as temperature,humidity,wind speed and wind direction has also been investigated using Pearson correlation coefficient and pollution rose diagram.A comparable pattern in concentration was observed for all three gases in spatial(location)and temporal(diurnal)*** concentration trend of CO_(2)in different seasons is winter>summer>monsoon,while in the case of CH_(4)winter=summer>monsoon but not any seasonal trend was noted in CO *** is observed that CO_(2)has a good relation with CO(a tracer for vehicular emission)in terms of diurnal variation,whereas,CH_(4)does not represent a relation with CO and CO_(2)diurnally,suggesting that vehicles are the source of CO_(2)but not much contributing to other greenhouse gases like CH_(4).

关键词： Vehicular emission Greenhouse gases Harmful pollutants Meteorological parameters

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Prism blockchain enabled Internet of Things with deep reinforcement learning

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Blockchain(Research and Applications) 2024年第3期5卷 78-88页

作者： Divija Swetha Gadiraju Vaneet aggarwal University of Nebraska Omaha 68182USA Purdue University West Lafayette 47907 USA

This paper presents a Deep Reinforcement Learning(DRL)based Internet of Things(IoT)-enabled Prism *** recent advancements in the field of IoT motivate the development of a secure infrastructure for storing and sharing vast amounts of ***,a distributed and immutable ledger,is best known as a potential solution to data security and privacy for the *** scalability of blockchain,which should optimize the throughput and handle the dynamics of the IoT environment,becomes a challenge due to the enormous amount of IoT *** critical challenge in scaling blockchain is to guarantee decentralization,latency,and security of the system while optimizing the transaction *** paper presents a DRL-based performance optimization for blockchain-enabled *** consider one of the recent promising blockchains,Prism,as the underlying blockchain system because of its good performance *** integrate the IoT data into Prism blockchain and optimize the performance of the system by leveraging the Proximal Policy Optimization(PPO)*** DRL method helps to optimize the blockchain parameters like mining rate and mined blocks to adapt to the environment dynamics of the IoT *** results show that the proposed method can improve the throughput of Prism blockchain-based IoT systems while preserving Prism performance *** scheme can achieve 1.5 times more system rewards than IoT-integrated *** our experimental setup,the proposed scheme could improve the average throughput of the system by about 6,000 transactions per second compared to Prism.

关键词： Blockchain IoT Deep Reinforcement Learning

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Coronary artery disease and heart failure:Late-breaking trials presented at American Heart Association scientific session 2023

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World Journal of Cardiology 2024年第7期16卷 389-396页

作者： Avilash Mondal Sashwath Srikanth Sanjana aggarwal Naga R Alle Olufemi Odugbemi Ikechukwu Ogbu Rupak Desai Department of Internal Medicine Nazareth HospitalPhiladelphiaPA 19152United States Department of Internal Medicine East Carolina University GreenvilleGreenvilleNC 27834United States Department of Internal Medicine Hamdard Institute of Medical Sciences and ResearchNew Delhi 110062India Department of Medicine Narayana Medical CollegeNelloreAndhra Pradesh 524003India Department of Internal Medicine Lincoln Medical CenterBronxNY 10451United States Department of Internal Medicine Mountainview Hospital Sunrise GMELas VegasNV 89108United States Independent Researcher AtlantaGA 30079United States

The late-breaking science presented at the 2023 scientific session of the American Heart Association paves the way for future pragmatic trials and provides meaningful information to guide management strategies in coronary artery disease and heart failure(HF).The dapagliflozin in patient with acute myocardial infarction(DAPA-MI)trial showed that dapagliflozin use among patients with acute MI without a history of diabetes mellitus or chronic HF has better cardiometabolic outcomes compared with placebo,with no difference in cardiovascular *** MINT trial showed that in patients with acute MI and anemia(Hgb<10 g/dL),a liberal transfusion goal(Hgb≥10 g/dL)was not superior to a restrictive strategy(Hgb 7-8 g/dL)with respect to 30-day all-cause death and recurrent *** ORBITA-2 trial showed that among patients with stable angina and coronary stenoses causing ischemia on little or no antianginal therapy,percutaneous coronary intervention results in greater improvements in anginal frequency and exercise times compared with a sham *** ARIES-HM3 trial showed that in patients with advanced HF who received a HeartMate 3 levitated left ventricular assist device and were anticoagulated with a vitamin K antagonist,placebo was noninferior to daily aspirin with respect to the composite endpoint of bleeding and thrombotic events at 1 *** TEAMMATE trial showed that everolimus with low-dose tacrolimus is safe in children and young adults when given≥6 months after cardiac *** patients being treated for HF with reduced ejection fraction(HFrEF)with specific out-of-pocket(OOP)costs for multiple medication options at the time of the clinical encounter may reduce‘contingency planning’and increase the extent to which patients are taking the medications decided *** primary outcome,which was cost-informed decisionmaking,defined as the clinician or patient mentioning costs of HFrEF medication,occurred in 49%of encounters with the checklist only

关键词： Heart failure Coronary artery disease Clinical trials Myocardial infarction Cardiovascular outcome Percutaneous coronary intervention Blood transfusion Cardiac transplant

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Trends in mortality among the geriatric population undergoing Surgical aortic valve replacement (SAVR) and potential racial disparities: a 20-year perspective via the National (Nationwide) Inpatient Sample

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Journal of Geriatric Cardiology 2024年第7期21卷 716-722页

作者： Nomesh Kumar Kamleshun Ramphul FNU Bawna Nitish Behary Paray Mansimran Si-ngh Dulay Jasninder Singh Dhaliwal Shruti aggarwal Sebastian Mactaggart Suma Sri Chennapragada Shaheen Sombans Renuka Verma Hemamalini Sakthivel Raheel Ahmed Department of Internal Medicine Detroit Medical Center Sinai Grace-Wayne State UniversityMichiganUSA In-dependent Researcher TrioletMauritius Independent researcher Farmington HillsMichiganUSA Royal Devon University Healthcare NHS Foundation Trust ExeterUnited Kingdom Royal Brompton Hospital part of Guy’s and St.Thomas’NHS Foundation TrustLondonUnited Kingdom Department of Internal Medicine University of Cali-forniaRiversideUSA Independent Researcher New DelhiIndia Northumbria Hospitals NHS Foundation Trust NewcastleUnited Kingdom Department of Internal Medicine Louisiana State UniversityShreveportUSA Sha-heen Sombans Independent ResearcherHyderabadIndia Department of Internal Medicine Kirk Kerkorian School of Medicine at UNLVLas VegasUSA One Brooklyn Health System/Interfaith Medical Ctr Program BrooklynNYUSA

Background Racial disparities in cardiovascular conditions are well *** similar race-based discrepancies in health outcomes also exist among elderly patients undergoing surgical aortic valve replacement(SAVR) for aortic stenosis remains *** We abstracted data from the National(Nationwide) Inpatient Sample over a 20-year period from 2001 to 2020 using specific ICD-9 and ICD-10 *** included patients aged ≥ 60 and ≤ 80 years with races recorded as White,African American,or Hispanic at the time of their hospitalization for *** analyzed and reported the baseline characteristics,risk-adjusted inhospital mortality,and complications stratified by *** Of 420,181 patients studied,90.0% identified as White,4.0% as African American and 6.0% as *** a decrease in overall in-hospital mortality rates from 3.8% between 2001-2005 to 1.8% between 2016-2020,African Americans had higher odds of all-cause in-hospital deaths compared to Whites(a OR = 1.390,P < 0.001).Additionally,they were more likely to experience cardiogenic shock(a OR = 1.241,P < 0.001) and acute kidney injury(a OR = 1.314,P < 0.001) as well as more likely to require organ support such as IABP use(a OR = 1.336,P < 0.001) or invasive mechanical ventilation(a OR = 1.342,P < 0.001).Interestingly,African Americans were less likely to report events of acute ischemic stroke compared to Whites(a OR = 0.852,P < 0.001).Conclusions Despite a reassuring reduction in overall in-hospital mortality rates of geriatric patients undergoing SAVR for aortic stenosis,racial disparities in health outcomes remain pervasive with minorities more likely to report higher in-hospital morbidity and mortality.

关键词： mortality likely spite

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Comment on “Atomic structure calculations for F-like tungsten” by S. aggarwal [Chin. Phys B 23(2014) 093203]

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Chinese Physics B 2016年第4期25卷 98-103页

作者： Kanti M aggarwal Astrophysics Research Centre School of Mathematics and Physics Queen's University Belfast

Recently, S. aggarwal [Chin. Phys. B 23 （2014） 093203] reported energy levels, radiative rates, and the lifetimes for the lowest 60 levels belonging to the 2s22p5, 2s2p6, and 2s22p43g configurations of F-like tungsten. There is no discrepancy for his calculated energies for the levels and the radiative rates for the limited number of E1 transitions, but the reported results for the lifetimes are highly inaccurate. According to our calculations, errors in his reported lifetimes are up to 6 orders of magnitude for several levels. Here we report the correct lifetimes for future comparisons and applications, and also explain the reason for the discrepancies.

关键词： energy levels radiative rates lifetimes F-like tungsten

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Clinical profile and outcomes of hepatocellular carcinoma in primary Budd-Chiari syndrome

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World Journal of Gastrointestinal Oncology 2024年第3期16卷 699-715页

作者： Ankit Agarwal Sagnik Biswas Shekhar Swaroop Arnav aggarwal Ayush Agarwal Gautam Jain Anshuman Elhence Arun Vaidya Amit Gupte Ravi Mohanka Ramesh Kumar Ashwani Kumar Mishra Shivanand Gamanagatti Shashi Bala Paul Subrat Kumar Acharya Akash Shukla Shalimar Department of Gastroenterology and Human Nutrition All India Institute of Medical SciencesNew Delhi 110029DelhiIndia Department of Gastroenterology Seth Gordhandas Sunderdas Medical College and KEM HospitalMumbai 400012MaharashtraIndia Department of Gastroenterology Sir HN Reliance Foundation HospitalMumbai 400004India Department of Liver Transplant and HPB Sir HN Reliance Foundation HospitalMumbai 400004India Department of Gastroenterology All India Institute of Medical SciencesPatna 801507India Professor of Biostatistics National Drug Dependence Treatment Centre(NDDTC)All India Institute of Medical SciencesNew Delhi 110029India Department of Radiodiagnosis All India Institute of Medical SciencesNew Delhi 110029DelhiIndia

BACKGROUND There is scant literature on hepatocellular carcinoma(HCC)in patients with Budd-Chiari syndrome(BCS).AIM To assess the magnitude,clinical characteristics,feasibility,and outcomes of treatment in *** A total of 904 BCS patients from New Delhi,India and 1140 from Mumbai,India were *** prevalence and incidence of HCC were determined,and among patients with BCS-HCC,the viability and outcomes of interventional therapy were *** In the New Delhi cohort of 35 BCS-HCC patients,18 had HCC at index presentation(prevalence 1.99%),and 17 developed HCC over a follow-up of 4601 person-years,[incidence 0.36(0.22-0.57)per 100 person-years].BCS-HCC patients were older when compared to patients with BCS alone(P=0.001)and had a higher proportion of inferior vena cava block,cirrhosis,and long-segment vascular *** median alpha-fetoprotein level was higher in patients with BCS-HCC at first presentation than those who developed HCC at follow-up(13029 ng/mL vs 500 ng/mL,P=0.01).Of the 35 BCS-HCC,26(74.3%)underwent radiological interventions for BCS,and 22(62.8%)patients underwent treatment for HCC[transarterial chemoembolization in 18(81.8%),oral tyrosine kinase inhibitor in 3(13.6%),and transarterial radioembolization in 1(4.5%)].The median survival among patients who underwent interventions for HCC compared with those who did not was 3.5 years vs 3.1 mo(P=0.0001).In contrast to the New Delhi cohort,the Mumbai cohort of BCS-HCC patients were predominantly males,presented with a more advanced HCC[Barcelona Clinic Liver Cancer C and D],and 2 patients underwent liver *** HCC is not uncommon in patients with *** interventions and liver transplantation are feasible in select primary BCS-HCC patients and may improve outcomes.

关键词： Budd chiari syndrome Cancer Cirrhosis Thrombosis Liver Varices Transarterial chemoembolization Hepatic venous outflow tract obstruction

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Comment on “Relativistic atomic data for W XLVII” by S. aggarwal et al. [Chin. Phys. B 24(2015)053201]

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Chinese Physics B 2015年第12期24卷 291-294页

作者： Kanti M.aggarwal Astrophysics Research Center School of Mathematics and Physics Queen's University Belfast

Recently, S. aggarwal et al. [Chin. Phys. B 24（2015） 053201] reported energy levels, radiative rates, and lifetimes for the lowest 148 levels belonging to the 3s^23 p, 3s3p^2, 3s^23d, 3s3p3d, 3p^3, 3p^23d, 3s3d^2, 3p3d^2, and 3d^3 configurations of Al-like tungsten. While their calculated energies for the levels and the radiative rates for transitions are correct, the reported results for lifetimes are completely wrong. According to our calculations, errors in their reported lifetimes are up to 14 orders of magnitude for over 90% of the levels. Here we report the correct lifetimes and explain the reasons for discrepancies.

关键词： energy levels radiative rates lifetimes Al-like tungsten

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Atomic structure calculations for F-like tungsten

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Chinese Physics B 2014年第9期23卷 174-179页

作者： Sunny aggarwal Department of Physics and Astrophysics University of Delhi

Energy levels, wavefunction compositions and lifetimes have been computed for all levels of ls^22s^22p^5, ls^22s^2p^6, ls^22s^22p^43s, ls^22s^22p^43p, and ls^22s^22p^43d configurations in highly charged F-like tungsten ion. The multiconfigurational Dirac-Fock method （MCDF） is adopted to generate the wavefunctions. We have also presented the transition wavelengths, oscillator strengths, transition probabilities, and line strengths for the electric dipole （El） and magnetic quadrupole （M2） transition from the ls^22s^22p^5 ground configuration. We have performed parallel calculations with the flexible atomic code （FAC） for comparing the atomic data. The reliability of present data is assessed by comparison with other theoretical and experimental data available in the literature. Good agreement is found between our results and those obtained using different approaches confirm the quality of our results. Additionally, we have predicted some new atomic data for F-like W that were not available so far and may be important for plasma diagnostic analysis in fusion plasma.

关键词： atomic data transition probability

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Quadruple Gaussian Laser Beam Profile Dynamics in Collisionless Magnetized Plasma

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Communications in Theoretical Physics 2018年第9期69卷 317-324页

作者： Shivani Vij Munish aggarwal Department of Applied Sciences DAV Institute of Engineering&TechnologyJalandhar 144008India Department of Applied Sciences Lyallpur Khalsa College of EngineeringJalandhar 144001India

This paper presents an investigation of self-focusing of a quadruple Gaussian laser beam in collisionless magnetized *** nonlinearity due to ponderomotive force which arises on account of nonuniform intensity distribution of the laser beam is *** nonlinear partial differential equation governing the evaluation of complex envelope in the slowly varying envelope approximation is solved using a paraxial *** self-focusing mechanism in magnetized plasma,in the presence of self-compression mechanism will be analyzed in contrast to the case in which it is *** can be observed that,in case of ponderomotive nonlinearity,the self-compression mechanism obstructs the pulse self-focusing above a certain intensity *** effect of an external magnetic field is to generate pulses with smaller spot size and shorter compression *** lateral separation parameter and the initial intensity of the laser beam play a crucial role on focusing and compression ***,the three-dimensional analysis of pulse propagation is presented by coupling the self-focusing equation with the self-compression one.

关键词： self-focusing quadruple Gaussian beam magnetoplasma spatiotemporal ponderomotive force

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