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AI Fairness-From Machine Learning to Federated Learning

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Computer Modeling in Engineering & Sciences 2024年第5期139卷 1203-1215页

作者： lalit Mohan Patnaik Wenfeng Wang Consciousness Studies Program School of HumanitiesNational Institute of Advanced StudiesBangalore560012India Research Institute of Intelligent Engineering and Data Applications Shanghai Institute of TechnologyShanghai201418China Research Center of Ecology and Environment of Central Asia Chinese Academy of SciencesUrumqi830011China Applied Nonlinear Science Lab Anand International College of EngineeringJaipur391320India London Institute of Technology The ASE-London CTI of SCOLondonCR26EQUK Sino-Indian Joint Research Center of AI and Robotics The IMT InstituteBhubaneswar752054India

This article reviews the theory of fairness in AI-frommachine learning to federated learning,where the constraints on precision AI fairness and perspective solutions are also *** a reliable and quantitative evaluation of AI fairness,many associated concepts have been proposed,formulated and ***,the inexplicability of machine learning systems makes it almost impossible to include all necessary details in the modelling stage to ensure *** privacy worries induce the data unfairness and hence,the biases in the datasets for evaluating AI fairness are *** imbalance between algorithms’utility and humanization has further reinforced *** for federated learning systems,these constraints on precision AI fairness still *** solution is to reconcile the federated learning processes and reduce biases and imbalances accordingly.

关键词： Formulation evaluation classification constraints imbalance biases

Effect of pre-twinning and heat treatment on formability of AZX311 Mg alloy

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Journal of Magnesium and Alloys 2024年第3期12卷 1154-1169页

作者： Mahesh Panchal lalit Kaushik Min-Seong Kim Ravi Kottan Renganayagalu Shi-Hoon Choi Jaiveer Singh Department of Mechanical Engineering Indian Institute of Technology JodhpurKarwarJodhpur 342030RajasthanIndia Department of Metallurgical and Materials Engineering Indian Institute of Technology JodhpurKarwarJodhpur 342030RajasthanIndia Energy Materials Research Center Korea Institute of Science and Technology(KIST)5 Hwarang-roSeongbuk-guSeoul 02792Republic of Korea Department of Advanced Components and Materials Engineering Sunchon National University255 Jungang-roSuncheonJeonnam 57922Republic of Korea

In this study,the effects of pre-strain-induced tensile twins(TTWs)and controlled heat treatment on the formability behavior of AZX311 Mg alloy sheets were investigated.A 4%compressive strain was applied to pre-strain the sheets using the in-plane compression(IPC)technique along the rolling direction(RD)to introduce *** pre-strained(PS)samples were subsequently heat-treated at 250℃,350℃,and 400℃ independently for 1 hr,and are termed as PSA1,PSA2,and PSA3,*** cupping tests were conducted to assess the formability of the sheet samples under different initial *** results showed that the PS sample heat-treated at 250℃ for 1hr exhibited a decrease in the Erichsen index(IE)compared to the as-rolled sample,whereas PSA2 and PSA3 samples showed an increase in IE *** analysis revealed that most of the TTWs generated through pre-twinning were stable at 250℃;however,the twin volume fraction reduced to 41%at 350℃ compared to the PS samples due to enhanced thermal activity at that ***,PSA2 samples showed severe grain coarsening in some areas of the sample,and the fraction of such grains increased in the PSA3 *** stretch formability(IE value)of PSA2 samples showed a 32.3%increase compared to the as-rolled ***,the analysis of the deformed specimen at failure under the Erichsen test indicated that considerable detwinning occurs in the PS and PSA1 samples,whereas dislocation slip activity dominates in the PSA2 and PSA3 samples during stretch *** from detwinning and dislocation slip,deformation twins were also observed in all samples after the Erichsen ***,this work highlights the importance of texture control and its underlying mechanisms via pre-twinning followed by heat treatment and their impact on the room temperature(RT)stretch formability of AZX311 Mg alloy sheets.

关键词： Mg alloys Pre-twinning Texture Formability EBSD.

MOALG: A Metaheuristic Hybrid of Multi-Objective Ant Lion Optimizer and Genetic Algorithm for Solving Design Problems

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Computers, Materials & Continua 2024年第3期78卷 3489-3510页

作者： Rashmi Sharma Ashok Pal Nitin Mittal lalit Kumar Sreypov Van Yunyoung Nam Mohamed Abouhawwash Department of Mathematics Chandigarh UniversityGharuanMohali140413India Deaprtment of Industry 4.0 Shri Vishwakarma Skill UniversityPalwal121102India Department of ICT Convergence Soonchunhyang UniversityAsan31538Korea Department of Computational Mathematics Science and Engineering(CMSE)College of EngineeringMichigan State UniversityEast LansingMI 48824USA Department of Mathematics Faculty of ScienceMansoura UniversityMansoura35516Egypt

This study proposes a hybridization of two efficient algorithm’s Multi-objective Ant Lion Optimizer Algorithm(MOALO)which is a multi-objective enhanced version of the Ant Lion Optimizer Algorithm(ALO)and the Genetic Algorithm(GA).MOALO version has been employed to address those problems containing many objectives and an archive has been employed for retaining the non-dominated *** uniqueness of the hybrid is that the operators like mutation and crossover of GA are employed in the archive to update the solutions and later those solutions go through the process of MOALO.A first-time hybrid of these algorithms is employed to solve multi-objective *** hybrid algorithm overcomes the limitation of ALO of getting caught in the local optimum and the requirement of more computational effort to converge *** evaluate the hybridized algorithm’s performance,a set of constrained,unconstrained test problems and engineering design problems were employed and compared with five well-known computational algorithms-MOALO,Multi-objective Crystal Structure Algorithm(MOCryStAl),Multi-objective Particle Swarm Optimization(MOPSO),Multi-objective Multiverse Optimization Algorithm(MOMVO),Multi-objective Salp Swarm Algorithm(MSSA).The outcomes of five performance metrics are statistically analyzed and the most efficient Pareto fronts comparison has been *** proposed hybrid surpasses MOALO based on the results of hypervolume(HV),Spread,and *** primary objective of developing this hybrid approach has been achieved *** proposed approach demonstrates superior performance on the test functions,showcasing robust convergence and comprehensive coverage that surpasses other existing algorithms.

关键词： Multi-objective optimization genetic algorithm ant lion optimizer metaheuristic

Experimental and numerical evaluation of multidirectional compressive and flexure behavior of three-dimensional printed concrete

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Frontiers of Structural and Civil Engineering 2023年第11期17卷 1643-1661页

作者： lalit KUMAR Dhrutiman DEY Biranchi PANDA Nelson MUTHU Department of Mechanical Engineering Indian Institute of Technology GuwahatiAssam 781039India

Three-dimensional concrete printing(3DCP)can proliferate the industrialization of the construction sector,which is notoriously conservative and indolent toward ***,the mechanical behavior of 3DCP should be characterized and modeled considering the interfaces when its performance is thoroughly compared to that of the existing concrete construction *** study presents an experimental and numerical investigation of uniaxial compression and three-point bending(TPB)tests on extruded 3DCP beams in different loading *** orientation of translational and depositional interfaces with respect to the direction of loading influenced the *** the elastic and post-damage behavior of the 3DCP specimens were compared with those of the conventionally cast specimen under quasi-static loading *** the higher compressive strength of the casted specimen,the flexural strength of the 3DCP specimens was *** study employed the finite element and cohesive zone models of the appropriate calibrated traction-separation law to model fracture in the notched TPB ***,the real-time acoustic emission test revealed the nature of failure phenomenon of three-dimensional-printed specimens under flexion,and accordingly,the cohesive law was *** predicted load-displacement responses are in good agreement with the experimental ***,the effects of cohesive thickness and notch shape on the performance under bending were explored through parametric studies.

关键词： three-dimensional printing anisotropy flexure compression cohesive zone model finite element model

Propagation of waves over a rugged topography

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Journal of Ocean Engineering and Science 2022年第1期7卷 14-28页

作者： Mohammad Saud Afzal lalit Kumar Department of civil engineering Indian Institute of TechnologyKharagpurIndia

The propagation of waves in shallow waters is affected by the bottom topography unlike deep water waves of the coastal *** to the interaction of the wave with bed topography,the wave transformation processes ***,diffraction,shoaling,and breaking are the wave transforma-tion processes that occur in the coastal *** significant wave height over rugged topography is a standardized statistics to denote the characteristic height of the random waves in a sea ***-fore,the objective of the present study is to predict the significant wave height over rugged *** SWAN standalone and SWAN DHH platform are used to predict significant wave height over rugged topography in Mehamn harbour,*** SWAN model results are almost similar to the lab data of Vold and Lothe(2009)for all the 22 scenarios at all the output ***,the four cases reported by Taehun(2011)and lab data from Vold and Lothe(2009)for that four cases are compared with the SWAN model *** is observed that the SWAN model results are much closer to the lab data of Vold and Lothe(2009).

关键词： Wave propagation SWAN Bathymetry Significant wave height and Peak wave period

Cervical cancer:a tale from HPV infection to PARP inhibitors

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Genes & Diseases 2023年第4期10卷 1445-1456页

作者： Minakshi Mann Vikram Pratap Singh lalit Kumar Department of Medical Oncology Dr.B.R.A.Institute Rotary Cancer HospitalAll India Institute of Medical SciencesNew Delhi 110029India Department of Oncoanaesthesia and Palliative Medicine Dr.B.R.A.Institute Rotary Cancer HospitalAll India Institute of Medical SciencesNew Delhi 110029India Epigenetics Section Mouse Cancer Genetics ProgramCenter for Cancer ResearchNational Cancer InstituteFrederickMD 21702USA

Globally,cervical cancer(CxCa)ranks 4th common cancer among females and led to 569,847 incidences and 311,365 deaths in 2018.80%of CxCa cases occur due to persistent infection with a high-risk subtype of human papillomavirus(HPV-16 and 18).Smoking,high par-ity,and co-infection with type 2 herpes simplex or HIV are other known risk factors for *** histological subtypes are squamous(70%)and adenocarcinoma(25%).Presently,concur-rent radiation plus cisplatin(CDDP)-based chemotherapy is the standard treatment for CxCa ***,CDDP resistance and toxic side effects limit its efficacy,leading to a poorer response rate and an expected overall survival ranging from 10 to 17.5 *** drug uptake,increased DNA damage repair,increased CDDP inactivation,and overexpressed Bcl-2 or caspase inhibition,are primarily accountable mechanisms for CDDP resistance and improving CDDP’s efficacy remains the major ***(ADP-ribosyl)polymerase-1,an effective mediator of nucleotide excision repair pathway,is involved in DNA repair as well as maintaining genomic stability and is significantly expressed in malignant lymphomas,hepa-tocellular-,cervical-and colorectal carcinoma,which has been approved effective in mainte-nance therapy and may serve as an effective target to enhance CDDP sensitivity in ***,we summarize the etiology and epidemiology of and treatment for CxCa,the mechanism responsible for chemotherapy resistance,PARP inhibitor as a possible therapy for CxCa,and other possible chemotherapeutic options for CxCa treatment.

关键词： Cervical cancer Chemotherapy Cisplatin Disease etiology and histology PARP inhibitors Resistance

Cascade controller based modeling of a four area thermal:gas AGC system with dependency of wind turbine generator and PEVs under restructured environment

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Protection and Control of Modern Power Systems 2022年第1期7卷 696-713页

作者： Debdeep Saha lalit Chandra Saikia Asadur Rahman Department of Electrical Engineering Indian Institute of Engineering Science and Technology ShibpurShibpurWest BengalIndia Department of Electrical Engineering National Institute of Technology SilcharSilcharAssamIndia Department of Electrical Engineering National Institute of Technology SrinagarSrinagarIndia

This paper investigates automatic generation control(AGC)of a realistic hybrid four-control area system with a dis-tinct arrangement of thermal units,gas units and additional power generation.A proportional-integral-double deriva-tive cascaded with proportional-integral(PIDD-PI)controller is employed as secondary controller in each control area for robust restructured AGC considering bilateral transactions and contract *** Harris Hawks algorithm is used to determine the optimal controller gains and system parameters under several *** vehicle(EV)aggregators are employed in each area to participate fully along with thermal and gas units to compensate for the unscheduled system demand in the local area.A comparison of non-cascaded controllers such as PI-PD,PD-PID and the proposed PIDD-PI proves the superiority of the *** effect of the decline in inertia is closely examined because of the sudden outage of a generating unit while at the same time considering the change in area frequency response characteristics and area control *** fleets make significant contributions to improving the system dynamics dur-ing system inertia *** use of EVs in the presence of a wind energy-supported grid can provide a stable efficacy to the power *** simulations with higher load demands,stochastic communication delays in presence of the WTG plant,and violations in system loadings and changes in gas turbine time constants in the absence of WTG demonstrate the robustness of the proposed control approach.

关键词： Automatic generation control Cascade controller Electric vehicle Harris Hawks algorithm Wind turbine generator

A Novel Green IoT-Based Pay-As-You-Go Smart Parking System

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Computers, Materials & Continua 2021年第6期67卷 3523-3544页

作者： Andrea Sant lalit Garg Peter Xuereb Chinmay Chakraborty Faculty of Information&Communication Technology University of MaltaMsidaMalta Birla Institute of Technology MesraJharkhand814142India

The better management of resources and the potential improvement in trafc congestion via reducing the orbiting time for parking spaces is crucial in a smart city,particularly those with an uneven correlation between the increase in vehicles and *** paper proposes and analyses a novel green IoT-based Pay-As-You-Go(PAYG)smart parking system by utilizing unused garage parking *** article also presents an intelligent system that offers the most favorable prices to its users by matching private garages’pricing portfolio with a garage’s current ***,the world’s fourth-most densely populated country,is considered as a case of a smart city for the implementation of the proposed *** results obtained conrm that apart from having a high potential system in such countries,the pricing generated correctly forecasts the demand for a particular garage at a specic time of the day and *** proposed PAYG smart parking system can effectively contribute to the macro solution to trafc congestion by encouraging potential users to use the system’s services and reducing the orbiting time for parking.

关键词： Smart parking garages smart city internet of things trafc congestion green IT

Computational fluid dynamics modeling of abutment scour under steady current using the level set method

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International Journal of Sediment Research 2020年第4期35卷 355-364页

作者： Mohammad Saud Afzal Hans Bihs lalit Kumar Department of Civil Engineering Indian Institute of Technology Department of Civil and Environmental Engineering Norwegian University of Science and Technology

The scour and deposition pattern around an abutment under constant discharge condition is calculated using a three dimensional(3D) Computational Fluid Dynamics(CFD) *** Reynolds-Averaged Navier Stokes(RANS) equations are solved in three dimensions using a CFD *** Level Set Method(LSM) is used for calculation of both free surface and bed *** two-equation turbulence model(k-ε and k-ω) is used to calculate the eddy viscosity in the RANS *** pressure term in the RANS equations on a staggered grid is modeled using the Chorin’s projection *** 5th order Weighted Essentially Non-Oscillatory(WENO) scheme discretizes the convective term of the RANS *** Kovacs and Parker and Dey formulations are used for the reduction in bed shear stress on the sloping *** model also used the sandslide algorithm which limits bed shear stress reduction during the erosion *** numerical model solution is validated against experimental results collected at the Politecnico di Milano,Milan,*** r,the numerical model is tested for perfo rmance by varying the grid sizes and key parameters like the space and time discretization *** effect of varying bed porosity has been ***,the free surface is well represented in a realistic manner and bed topography is well predicted using the Level Set Method(LSM).

关键词： Sediment transport Computational Fluid Dynamics(CFD) Reynolds-Averaged Navier Stokes(RANS) Level Set Method(LSM) Weighted Essentially Non-Oscillatory(WENO) Total Variation Diminishing(TVD)