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Reinforcement Learning in Process Industries:Review and Perspective

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IEEE/CAA Journal of Automatica Sinica 2024年第2期11卷 283-300页

作者： Oguzhan Dogru Junyao Xie om prakash Ranjith Chiplunkar Jansen Soesanto Hongtian Chen Kirubakaran Velswamy Fadi Ibrahim Biao Huang Department of Chemical and Materials Engineering University of AlbertaEdmontonT6G 1H9Canada IEEE

This survey paper provides a review and perspective on intermediate and advanced reinforcement learning(RL)techniques in process industries. It offers a holistic approach by covering all levels of the process control hierarchy. The survey paper presents a comprehensive overview of RL algorithms,including fundamental concepts like Markov decision processes and different approaches to RL, such as value-based, policy-based, and actor-critic methods, while also discussing the relationship between classical control and RL. It further reviews the wide-ranging applications of RL in process industries, such as soft sensors, low-level control, high-level control, distributed process control, fault detection and fault tolerant control, optimization,planning, scheduling, and supply chain. The survey paper discusses the limitations and advantages, trends and new applications, and opportunities and future prospects for RL in process industries. Moreover, it highlights the need for a holistic approach in complex systems due to the growing importance of digitalization in the process industries.

关键词： Process control process systems engineering reinforcement learning

Impact of dental and orofacial trauma on oral health-related quality of life in adults:A systematic review

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Chinese Journal of Traumatology 2024年第5期27卷 249-253页

作者： Santosh Kumar Verma Awanindra Kumar Jha om prakash Subia Ekram Chandmani Tigga Mohammad Kashif Noorani Vini Mehta Aida Meto Agron Meto Luca Fiorillo Marco Cicciù Department of Periodontology&Oral Implantology Dental CollegeRajendra Institute of Medical SciencesRanchi834009JharkhandIndia Department of Orthodontic and Dentofacial Orthopedic Dental CollegeRajendra Institute of Medical SciencesRanchi834009JharkhandIndia Department of Oral and Maxillofacial Surgery Dental College Rajendra Institute of Medical SciencesRanchi834009JharkhandIndia Prosthodontics and Crown and Bridge and Oral Implantology 800001PatnaIndia Department of Public Health Dentistry Dr.D.Y.Patil Dental College and HospitalDr.D.Y.Patil VidyapeethPimpriPune411018MaharashtraIndia Department of Dentistry Faculty of Dental SciencesUniversity of Aldent1007TiranaAlbania Department of Biomedical and Dental Sciences Morphological and Functional ImagesUniversity of Messina98100MessinaItaly Multidisciplinary Department of Medical-Surgical and Dental Specialties Second University of Naples80100NaplesItaly Department of Surgery and Surgical Specialties University of Catania95100CataniaItaly

Purpose:Dental and orofacial trauma among the adult population constitutes a major public health *** impact is not just physical but also *** analyse the impacts of dental and orofacial trauma on oral health-related quality of life(OHRQoL)in adults and determine whether the 2 variables are closely ***:This is a systematic *** terms“dental trauma”,“orofacial trauma”,“oral health”,“oral health related impact life”,“OHRQoL”,“positive and negative affect scale”,“quality of life”,“facial injuries”,“adults”,and“young adults”were researched in the databases of PubMed,ScienceDirect,Scopus and Google Scholar for associated studies up to December 30,2022.A comprehensive search was designed and the articles were independently screened for eligibility by 2 *** included studies’author,year of publication,the country where the study was conducted,population demographics(number and age),an instrument used for assessing OHRQoL and the relevant result were recorded and *** quality of the evidence was assessed using Joanna Briggs Institute checklist for observational ***:Out of 482 unique records,3 articles were included for data *** studies were *** studies did not mention confounding *** scales were used for dental and orofacial trauma and *** has a directly proportional relationship with orofacial *** with orofacial trauma have a significant impact on this value with a prevalence of 88.4%.Conclusion:The highest impact on OHRQoL was seen immediately after the diagnosis of an orofacial *** impact increases with the severity of the ***,to promote overall dental and general health,health education initiatives should include information on the causes,prevention,and requirement for prompt responses by the populace in seeking dental intervention.

关键词： Dental trauma Oral health Oral health-related quality of life Orofacial trauma

On Almost Armendariz Ring

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Algebra Colloquium 2020年第2期27卷 199-212页

作者： om prakash Sushma Singh K.P.Shum Department of Mathematics Indian Institute of Technology Patna PatnaBihar 801106India Department of Mathematics John Fulton Center The Chinese University of Hong KongShatinN.T.Hong KongChina

In this paper,we introduce the notion of an almost Armendariz ring,which is a generalization of an Armendariz ring,and discuss some of its *** has been found that every almost Armendariz ring is weak Armendariz but the converse is not *** prove that a ring R is almost Armendariz if and only if R[x]is almost *** is also shown th at if R/I is an almost Armendariz ring and I is a semicommutative ideal,then H is an almost Armendariz ***,the class of minimal non-commutative almost Armendariz rings is completely determined,up to isomorphism(minimal means having smallest cardinality).

关键词： Armendariz ring almost Armendariz ring weak Armendariz ring lower nil radical reduced ring semicommutative ring

Antidiabetic,hypolipidemic and histopathological analysis of Dillenia indica (L.) leaves extract on alloxan induced diabetic rats

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Asian Pacific Journal of Tropical Medicine 2011年第5期4卷 347-352页

作者： Sunil Kumar Vipin Kumar om prakash Institute of Pharmaceutical Sciences Kurukshetra UniversityHaryanaIndia

Objective:To investigate antidiabetic,hypolipidemic histopathological analysis of Dillenia indica(***) methanolic leaves(DIME) extract in alloxan induced diabetic rat by administering oral doses(250 and 500 mg/kg body weight).Methods:Blood glucose levels were measured using blood glucose test strips with elegance glucometer on weekly intervals till the end of study(i.e.3 weeks).Other parameters *** profile,renal profile and total lipid levels were determined in normal and alloxan induced diabetic rats after oral administration of the extract for 21 *** changes in diabetic rat organs(pancreas,liver and kidney) were also observed after extract treatment Results:Daily oral administration DIME(250 and 500 mg/kg body weight) and glibenclamide(10 mg/kg) showed beneficial effects on blood glucose level (Pompared to diabetic control ***,the extract has a favorable effect on the histopathological changes of the pancreas,liver and kidney in alloxan induced diabetes. Conclusions:*** possess antidiabetic property as well improve body weight,liver profile, renal profile and total lipid *** has also favorable effect to inhibit the histopathological changes of the pancreas and kidney in alloxan induced diabetes.

关键词： Antidiabetic Dillenia indica Hypolipidemic Rat Serum cholesterol

The influence of AAR coupler features on estimation of in-train forces

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Railway Engineering Science 2023年第3期31卷 233-251页

作者： om prakash Yadav Nalinaksh S.Vyas Department of Mechanical Engineering Indian Institute of Technology KanpurKanpurUttar Pradesh 208016India

Inadequate management of large in-train forces transferred through coupler systems of a railway train leads to running and structural failures of *** these phenomena and their mitigation requires accurate estimation of relative motions and in-train forces between vehicle *** numerical studies have ignored inertia of coupling elements and the impacts between ***,existing models underestimate the additional dynamic variations in in-train *** multi-body dynamic models of two AAR(Association of American Railroads)coupler systems used in passenger and freight trains are developed,incorporating coupler inertia and various *** to the modeling and simulation com-plexities involved in a full train model,with such details of coupler system,actual longitudinal train dynamics is not studied.A system comprising only two coupling units,inter-connecting two consecutive vehicles,is *** system has been fixed at one end and an excitation force is applied at the other end,to mimic a relative force transmission through combined coupler *** results obtained from this representative system show that,noticeable influence in in-train forces are expected due to the combined effect of inertia of couplers and intermittent impacts between couplers in the slack *** amplitude of longitudinal reaction force,transferred from draft gear housing to vehicle body,is expected to be significantly higher than that predicted using existing models of coupler *** is also observed that the couplers and knuckles are subjected to significant longitudinal and lateral contact forces,due to the intermittent impacts between ***,accurate estimation of draft gear reaction force and impact forces between couplers are essential to design vehicle and coupler components,respectively.

关键词： Automatic railway coupler Draft gear Longitudinal train dynamics In-train forces Coupler slack Intermittent impacts

Antidiabetic and anti-lipemic effects of Cassia siamea leaves extract in streptozotocin induced diabetic rats

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Asian Pacific Journal of Tropical Medicine 2010年第11期3卷 871-873页

作者： S Kumar V Kumar om prakash Institute of Pharmaceutical Sciences Kurukshetra UniversityKurukshetra -136119HaryanaIndia

Objective:To investigate the antidiabetic and anti-lipemic effects of Cassia siamea methanolic leaves ***:The antidiabetic study was performed by measuring blood glucose level with elegance glucometer at weekly intervals i.e.0,7,14 and 21 in normal and streptozotocin induced diabetic *** cholesterol,triglyceride and HDL-cholesterol were determined in normal and streptozotocin induces diabetic rats by *** was used as a reference drug at a dose of 10 mg/***:After the oral administration of extracts at doses of 250 mg/kg and 500 mg/kg for three weeks,blood glucose levels and body weights were significantly improved(P<0.01).Daily oral treatment with the extract also resulted in significantly reduction of serum cholesterol and ***-cholesterol level was found to be improved to(P<0.01).Conclusions:The Cassia siamea leaf extract is useful in controlling blood glucose level as well as improving lipid metabolism and body weight in rats with induced diabetes.

关键词： Cassia siamea Antidiabetic Anti-lipemic Rat Streptozotocin

Camelina sativa,a short gestation oilseed crop with biofuel potential:Opportunities for Indian scenario

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Oil Crop Science 2021年第3期6卷 114-121页

作者： Ankur Agarwal om prakash Madhu Bala Defence Institute of Bio-Energy Research Defence R&D OrganizationGoraparaoP.O.ArjunpurHaldwaniUttarakhand263139India

Camelina is an oilseed crop which is being commercially produced globally as feedstock for *** a non-edible oil bearing low input crop owing to its low fertilizer and water requirement,fits well for biofuel *** India,targets for biofuel blending has been set by New Biofuel Policy-2018 and to meet these targets efforts are being made to harness the potential of available feedstock in the *** these feedstock,contribution of short gestation oilseed bearing crop has been very *** has been introduced in India during 2009–10 as experimental crop by DIBER,*** then various efforts have made to standardize the production technology of this crop under various agro-climatic regions of the country,crop improvement,oil quality analysis and development of high energy *** has various advantages to offer for Indian biofuel *** paper reviews the potential of this crop for Indian Biofuel scenario.

关键词： Camelina False flax Production Agro-technology Crop improvement Economics

An Algorithm for the Protection of Distribution Feeders Using the Stockwell and Hilbert Transforms Supported Features

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CSEE Journal of Power and Energy Systems 2021年第6期7卷 1278-1288页

作者： om prakash Mahela Jaya Sharma Bipul Kumar Baseem Khan Hassan Haes Alhelou the Power System Planning Division Rajasthan Rajya Vidyut Prasaran Nigam Ltd.Jaipur-302005India Department of Electrical Engineering Rajasthan College of Engineering for WomenJaipurIndia the Department of Electrical and Computer Engineering Hawassa UniversityHawassa 1530Ethiopia the Department of Electrical Power Engineering Faculty of Mechanical and Electrical EngineeringTishreen UniversityLattakia 2230Syria

Faults’recognition in the distribution feeders(DFs)is extremely important for improving the reliability of the distribution ***,this paper proposes a technique to identify the faults on the DF using the Stockwell Transform(ST)dependent variance feature and Hilbert transform(HT)by utilizing current *** element to element multiplication of the H-index,we compute using HT aided decompositions of current waveforms and VS-index,and calculate through ST aided decomposition of current *** utilizing the decision rules,various faults are *** faults studied in this work are line to ground,double line,double line to ground and 3-Φto *** high fault impedance,this technique is effectively ***,variations in the fault incidence angles are also utilized to test the performance of the proposed *** perform the proposed algorithm,a IEEE-13 bus system is developed in MATLAB/Simulink *** algorithm effectively classified the faults with accuracy greater than 98%.The algorithm is also successfully validated on the IEEE-34 bus test ***,the algorithm was successfully validated on the practical power system *** is recognized that the developed method performed better than the discrete Wavelet transform(DWT)and ruled decision tree based protection scheme reported in various literature.

关键词： Fault classification fault recognition H-index VS-index

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Frontiers of Environmental Science & Engineering 2021年第2期15卷 77-85页

作者： om prakash Stefan JGreen Pooja Singh Puja Jasrotia Joel E.Kostka Earth Ocean and Atmospheric Science Department Florida State UniversityTallahasseeFL 32306USA National Centre for Microbial Resource National Centre for Cell ScienceMaharashtraPune-411007India Genome Research Core University of Illinois at ChicagoChicagoIL 60607USA Department of Biological Sciences University of Illinois at ChicagoChicagoIL 60607USA Georgia Institute of Technology Schools of Biology and Earth&Atmospheric Sciences AtlantaGA 30332USA Symbiosis School of Biological Sciences Symbiosis International(Deemed University)LavalePune-412115India

This work examines the physiologic basis of stress tolerance in bacterial strains of the genus Rhodanobacter that dominate in the acidic and highly metal contaminated near-source subsurface zone of the Oak Ridge Integrated Field Research Challenge(ORIFRC)*** of *** to levels of different stresses were studied in synthetic groundwater medium and R2A *** strains of ***,strains 2APBS1T and 116-2,tolerate low to circumneutral pH(4–8),high Uranium(1 mmol/L),elevated levels of nitrate(400 mmol/L)and high NaCl(2.5%).A combination of physiologic traits,such as growth at low pH,increased growth in the presence of high organics concentration,and tolerance of high concentrations of nitrate,NaCl and heavy metals is likely responsible for dominance of Rhodanobacter at the ORIFRC ***,extended incubation times and use of low carbon media,better approximating site groundwater conditions,are critical for accurate determination of stress *** study expands knowledge of the ecophysiology of bacteria from the genus Rhodanobacter and identifies methodological approaches necessary for acquiring accurate tolerance data.

关键词： Rhodanobacter Uranium Nitrate Metals Stress tolerance