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The "Ubiquitous Wireless Intelligence" concept of 6G opens up a variety of technological innovation paths, some of which are aided by machine learning and artificial intelligence, the two topics on which this work focuses. However, this advancement in ICT comes at a time when people are more driven than ever to use digital inclusion to reduce social and economic inequality while also giving the UN Sustainable Development Goals priority (SDGs). The document is divided into four sections: what 6G offers, the gaps and technical hurdles now present, the role of machine learning in many aspects, and finally the difficulties associated with incorporating AI/ML For the first time, a brand-new theoretical framework, denoted as 6GIIoE, was developed for the 6G-enabled IIoE system. This paper presents the vision of future 6G wireless correspondence and its network design. We talk about the emerging advances such as artificial intelligence, terahertz correspondences, optical wireless innovation, free space optic organization, blockchain, three dimensional networking, quantum correspondences, automated ethereal vehicle, without cell correspondences, integration of wireless information and energy move, integration of sensing and correspondence, integration of access-backhaul networks, dynamic organization slicing, holographic beamforming, and enormous information examination that can help the 6G design improvement in guaranteeing the QoS. We present the normal applications with the prerequisites and the potential innovations for 6Gcorrespondence. We likewise outline the potential difficulties and research headings to arrive at this objective.

N ̶ Benzylidene ̶ 4 ̶ Methoxyaniline (NB4MA) schiff base was synthesized and investigated corrosion behavior of mild steel (MS) in 1M HCI and 0.5M H2SO4. The corrosion efficiency studied by means of mass loss and electrochemical techniques. The electrochemical studies confirm that Ecorr displacement about 32mV confirms anodic and cathodic type of inhibitor. The positive direction of corrosion potential curves confirmed that adsorption efficiency on metal surface. Langmuir adsorption isotherm was observed. Electrochemical impedance studies (EIS) exposed that inhibition effectiveness enlarged with even increasing concentration of Schiff base and found inhibition capacity 90 – 95%. Furthermore, thermodynamic parameters of adsorption were found which elaborates that increasing ΔG0ads parameter since favorable interaction behavior between mild steel and inhibitor causes efficient adsorption. The morphology studies revealed that synthesized Schiff base has strong affinity to adhere on mild steel and improve corrosion efficiency against acidic media. The quantum chemical parameter also confirmed that electrons distribution and efficiency of Schiff base.

In this research, a hybrid integrated topology that would work very well for applications involving distribution generation has been suggested. The Photovoltaic and Fuel Cell source are used to power the hybrid integrated topology's power supply. Photovoltaic source is utilized as the main power and runs very near to its Maximum Power Point, while the fuel cell section serves merely as a DC supply and feeds just the power that is needed to make up the difference. The integrated approach improves the overall power level that is supplied because of the presence of the fuel cell in parallel with the photovoltaic source. This may be achieved by smoothing out the voltage stress that are brought by the photovoltaic system's output. Another important characteristic is that the load may be fuelled by photovoltaic energy in any quantity, even if that quantity is relatively low. This is a feasible regardless of the size of the photovoltaic system. In addition, excess power may be sent to the electrolysis load, which results in the source of energy being used in the most effective manner possible. When converting voltages, a Hybrid Cascaded Multilevel Inverter (HCMI) topology is preferred over a conventional three phase inverter because it has the advantages of a gradual decrease in switching losses, a low total harmonic distortion, and a minimum power loss. This in comparison to the conventional three phase inverter, has none of these advantages. In addition to that, the voltages might be converted in a more effective way using this design. The suggested system has a number of desirable qualities, and the most notable are its low operational costs, its user-friendly layout, and its high level of durability.

A recommendation system is a system that provides online users with recommendations for particular resources, such as books, movies, and music, based on a collection of data from the dataset. These recommendation systems are beneficial for companies that collect information from a large number of customers and aim to provide the best recommendations for the users.Withine-commerce, recommendation systems help in personalizing the user experience by providing items that the user is most likely to be interested in based on similar items that the user has been interested in or items that similar users have been interested in. Using datasets from kaggle to help us analyse the accuracy of our model.Many factors, including the genre of the movie, the actors, and even the director, should be considered while developing a movie recommendation system. The algorithms can recommend movies based on one or a combination of twoor more criteria by using collaborativeand content-based filtering techniques in machine learning.The cold-start problem, or the first lack of item reviews, is a new user issue that affects the most of these techniques. Here provided fresh user demographic data instead of rating history to produce suggestions in order to avoid the cold-start problem in this project.

The Unmanned Wheel Chair with Attachment of B - type Oxygen cylinder accompanied by foldable specification, this project is useful for Medical field. We implement IOT device and fully automatic operation gadget. It Utilitarian to Hospitals and public places and also Tourist spots. Also Oversee the Oxygen level and Oxygen flow uninterrupted by IoT device. Programming for heedful to the Attender when Oxygen level comes low or any problems in Oxygen flow. Using Safety Strap and Decelerate mechanism (Brake) for patient Safety. Manipulate the sensors for monitoring Oxygen cylinder and Wheel Chair. Depiction to fix the Oxygen cylinder vertically with wheel chair for Weight Balancing. Our project design is easily Handling and operated by single person.

Anthropogenic activities such as wastewater discharge by industries, mining, and electricity generation cause an increase in the concentration of some toxic heavy metals in the river environment. In addition, agricultural activities in the vicinity of the river environment may cause the enrichment of heavy metals. In the present study, heavy metal concentrations of Pb, As, Hg, Ni, Zn, Cu, Cr, and Mn along the Ponnai river, Tamil Nadu are considered to assess the role of industrial and agricultural activities. Emanating from the Paradarami hill ranges, the Ponnai River is seasonal and remains generally dry and sandy throughout the year, and does not contribute much to sustained irrigation. However, the river area has the benefit of receiving rainfall during both southwest and northeast monsoon periods. Statistical approach to assess the distribution of heavy metals by means of quantitative pollution parameters like the geo-accumulation index (Igeo), contamination factor (CF), and pollution load index (PLI) indicate the sand samples are not polluted by measured heavy metals and hence there is no influence of anthropogenic activities are in the study area. In this analysis, PLI accounted for 25.34% of the total variance and was positive with loadings of As, Cu, Zn, Cr, Ni, and Mn; PC2 accounted for 11.25% of the total variance and was significant loadings with Cu, Cr, and Ni. These results suggest that the heavy metals represented by PLI were predominantly derived from natural sources, except for As and Cr.

The study on the effect of soil amendments and fertilizers on the mitigation of CH4 and N2O emission from rice field was conducted in the Wetland farm of Tamil Nadu Agricultural University farm, Coimbatore, Tamil Nadu, India during rabi season. The results showed that the use of Gypsum and Fly Ash along with recommended dose of fertilizer reduced the emission of methane whereas urea with neem treatment reduced the N2O emission from the conventional water logged rice field. Methane emission was found to peak during the panicle initiation stage while nitrous oxide emission was noted only during the maturity stage. The application of Fly Ash along with gypsum had cut down the methane emission to a greater extent at all the stages. Nitrous oxide emission was reduced with the application of slow release N fertilizer (neem treated urea).

Forswearing of Service (DoS) and Denial of Service (DDoS) assaults are not kidding strings to the Internet. The recurrence of DoS and DDoS assaults is expanding step by step. Computerized instruments are additionally accessible that empower non-specialized individuals to carry out such assaults without any problem. Consequently, it isn't simply essential to forestall such assaults, yet additionally need to traceback the aggressors. Following back the wellspring of the assaults, which is known as an IP traceback issue is a difficult issue due to the stateless idea of the Internet and parodied Internet Protocol (IP) bundles. Various Internet Protocol traceback strategies present, yet they are have constraints like quantity of bundles needed or capacity computational workloads brought about at switches. A thought of an improved bundle stamping and traceback calculation for IP traceback to recognize an aggressor that works with the traceback of the parodied parcel to its starting point is proposed. The procedure proposed decreases computational time.