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The burgeoning Internet of Things (IoT) landscape faces escalating security threats, demanding robust and intelligent intrusion detection systems (IDS). This paper presents a novel deep learning framework for real-time IoT that integrates adaptive energy efficiency adversarial resilience. Our leverages hybrid architecture combining convolutional neural networks (CNNs) recurrent (RNNs) to effectively capture spatial temporal dependencies in traffic data. To enhance efficiency, we incorporate...

Abstract Fuzzy cognitive maps (FCMs) provide a rapid and efficient approach for system modeling simulation. The literature demonstrates numerous successful applications of FCMs in identifying failure modes. standard process mode identification using involves monitoring crucial concept/node values excesses. Threshold functions are used to limit the value nodes within pre-specified range, which is usually [0, 1] or [-1, + 1]. However, traditional tanh threshold function possess two drawbacks...

Data are generated and stored in databases at a very high speed hence it need to be handled analyzed properly. Nowadays industries extensively using Hadoop Spark analyze the datasets. Both frameworks used for increasing processing speeds computing huge complex Many researchers comparing both of them. Now, big questions arising are, Is substitute Hadoop? hadoop going replaced by spark mere future?. is "built on top of" extends model deploy more types computations which incorporates Stream...

Introduction: Dental caries and periodontal diseases, the two arch criminals of oral cavity, are essentially caused by micro-organisms present in dental plaque.Aim objectives: Evaluate relative effectiveness Chlorhexidine, Hiora, T. chebula mouth rinses on plaque reduction. Materials method:The study was a randomized controlled crossover clinical trial.It designed to evaluate compare efficacy different wash.Data obtained relation assessing parameters at phases subjected statistical analysis...

Abstract This paper describes the first year of implementation a three-year long NSF-funded International Experience for Students (IRES) Site Track-1 project. As part IRES project, three engineering programs at U.S. universities have collaborated on project to increase global competencies undergraduate engineering/computer science students through summer international research training program in big data energy and related infrastructure partnership with Universiti Teknologi Petronas Perak,...

This paper presents a framework to evaluate sensor solutions and maintenance strategies using performance metric genetic algorithm mitigate future Boeing 767 (B767) Airworthiness Directives (ADs). The results obtained can inform predictive models reliability improvements the costs of AD for commercial military B767 operators.

Background & Objectives: Obesity is a known risk factor for metabolic disorders such as high blood pressure, body fat abnormality, and glucose intolerance. In addition, obesity has been associated with dysregulation of autonomic function in humans, which may influence the morbidity mortality cardiovascular (CV) diseases. Being physically active proven to be protective measure against CV Thus, this study aimed determine effect moderate-intensity aerobic exercise on modulation among obese...

NTRODUCTION: Onychomycosis is a fungal infection of nail caused by dermatophytes, yeast and mould. Onchomycosis continues to spread worldwide found persist everywhere. prevalence continuously increasing the possible pathogens are also increasing. All diseases not in origin hence laboratory investigations needed differentiate accurately between infections other conditions.AIM: find out mycological profile & morphological identification agent onchomycosis their part Rajasthan.MATERIALS AND...

This paper presents a general model to assess the mixed-degradation profiles of critical components in Cyber-Physical System (CPS) based on reliability its physical and software components. In proposed assessment, cyber aspect CPS was approached from perspective. Although extensive research has been done degradation separately, for combined physical-software systems is still scarce. The non-homogeneous Poisson Processes (NHPP) models are deemed fit well with real data have descriptive...

Benign Mucous Membrane Pemphigoid (MMP) is a vesiculobullous (VB) lesion that affects oral and nasal mucosa, oropharynx, conjunctiva, genital mucosa. It considered an autoimmune disease. Autoantibodies are produced due to several external factors or genetic factors. creates many complications, such as defects in vision, voice alteration (hoarseness), airway obstruction, dyspareunia. The subepithelial blisters form these antibodies. Treatment modalities differ from topical steroids systemic...

INTRODUCTION: Diabetes mellitus (DM) has multiple long-term consequences linked to hepatorenal pathophysiology. The DM is associated with evidences of abnormal liver and renal function. However, this yet be clearly established, especially in rural low mid-income countries like Nepal. Thus, we aimed assess correlations functions among diabetes patients attending tertiary care centers at Janakpurdham, MATERIALS AND METHODS: A total 227 medicine OPD Janaki Medical College teaching hospital,...

Human mandibular premolars gained popularity as they have complex root and canal morphology. Multiple roots canals are more common in first when compared to second premolars. The occurrence of three separate foramina is not common. In this case report, endodontic management a three-rooted premolar discussed.

In present paper, concept of cogeneration has been implemented experimentally. Internal combustion engine (ICE) working on diesel fuel taken for energy production although it is found that out total 42% wasted through exhaust gasses and 28% due to cooling. Energy cooling can be recovered water or some fluid heating. Present study done in academic institute (KIET, Ghaziabad, UP, India) which time table arranged so ICE utilize lab heat mass transfer exchanger parallel counter flow condition....