International Journal of Engineering and Science Invention (IJESI) is an international journal intended for professionals and researchers in all fields of computer science and electronics. IJESI publishes research articles and reviews within the whole field Engineering Science and Technology, new teaching methods, assessment, validation and the impact of new technologies and it will continue to provide information on the latest trends and developments in this ever-expanding subject. The publications of papers are selected through double peer reviewed to ensure originality, relevance, and readability. The articles published in our journal can be accessed online.
In this presentation, Swetha presents an innovative solution that aims to solve traffic problems in the country. Her solution uses sensors to collect information and relay the information to users over a mobile app.
A smart traffic management is a wide topic of research. Many modifications can be made to make the urban traffic flow smoothly on the roads. The increasing utilization of private vehicles and public transportation due to advancement of technology causes hectic traffic complexities for the civilians across the globe. The problem of traffic congestion is an everyday problem for human resource and therefore hinders the growth of the country by affecting its productivity as well as economy. Moreover, the traffic signaling systems have predetermined fixed operational time which fails to manage the traffic density changing with time and thus, long traffic queues are formed at the road crossings resulting in increased pollution and waiting time. In this paper, we tried to provide solution to reduce the waiting time at road crossings while keeping in mind the importance of time of the citizens as well as the emergency service providers (such as EMS i.e. Emergency Medical Services, Fire and Rescue Services, etc.). The presented system in this paper is based on smart traffic congestion control system that will automatically set the signal time based on the measured values of vehicle density on road lanes. However, the manual changes can also be made to traffic signals for efficient traffic management in case of emergencies. This paper presents an idea of traffic management using internet of things (IOT). The Internet of Things (IoT) refers to a system of internet-connected objects that are able to collect and transfer data over a wireless network without human intervention. This technology provides an effective communication between different signals and helps in collection of data thereby providing an IoT based smart traffic management system in terms of its automated tracking, monitoring and controlling of vehicles and its data processing.
IoT Based Accident Avoidance and Detection System for Two WheelersIJASRD Journal
The World Health Organization (WHO) pointed out that about 1.25 million people die each year due to accident especially, two wheelers. Timely medical aid can help in saving lives. This system aims to avoid accident and alert the nearby medical center and relatives about an accident to provide immediate medical aid in case of an accident. The attached accelerometer in the vehicle senses the tilt of the vehicle and supporting wheels will avoid the bike from fall. The vibration sensor on the vehicle senses the level of vibration to understand the seriousness of the accident. Thus, the system will make a decision and sends the information to the smart phone through IoT modem. The Android application in the mobile phone will sent text message to the nearest medical center and friends. Application also shares the exact location of the accident that can save the time. This system is also used to monitor the speed of the vehicle and to avoid accident by using the speed sensor. If the speed is greater than the predefined value then the alarm will enable to indicate the driver to reduce the speed.
International Journal of Engineering and Science Invention (IJESI) is an international journal intended for professionals and researchers in all fields of computer science and electronics. IJESI publishes research articles and reviews within the whole field Engineering Science and Technology, new teaching methods, assessment, validation and the impact of new technologies and it will continue to provide information on the latest trends and developments in this ever-expanding subject. The publications of papers are selected through double peer reviewed to ensure originality, relevance, and readability. The articles published in our journal can be accessed online.
In this presentation, Swetha presents an innovative solution that aims to solve traffic problems in the country. Her solution uses sensors to collect information and relay the information to users over a mobile app.
A smart traffic management is a wide topic of research. Many modifications can be made to make the urban traffic flow smoothly on the roads. The increasing utilization of private vehicles and public transportation due to advancement of technology causes hectic traffic complexities for the civilians across the globe. The problem of traffic congestion is an everyday problem for human resource and therefore hinders the growth of the country by affecting its productivity as well as economy. Moreover, the traffic signaling systems have predetermined fixed operational time which fails to manage the traffic density changing with time and thus, long traffic queues are formed at the road crossings resulting in increased pollution and waiting time. In this paper, we tried to provide solution to reduce the waiting time at road crossings while keeping in mind the importance of time of the citizens as well as the emergency service providers (such as EMS i.e. Emergency Medical Services, Fire and Rescue Services, etc.). The presented system in this paper is based on smart traffic congestion control system that will automatically set the signal time based on the measured values of vehicle density on road lanes. However, the manual changes can also be made to traffic signals for efficient traffic management in case of emergencies. This paper presents an idea of traffic management using internet of things (IOT). The Internet of Things (IoT) refers to a system of internet-connected objects that are able to collect and transfer data over a wireless network without human intervention. This technology provides an effective communication between different signals and helps in collection of data thereby providing an IoT based smart traffic management system in terms of its automated tracking, monitoring and controlling of vehicles and its data processing.
IoT Based Accident Avoidance and Detection System for Two WheelersIJASRD Journal
The World Health Organization (WHO) pointed out that about 1.25 million people die each year due to accident especially, two wheelers. Timely medical aid can help in saving lives. This system aims to avoid accident and alert the nearby medical center and relatives about an accident to provide immediate medical aid in case of an accident. The attached accelerometer in the vehicle senses the tilt of the vehicle and supporting wheels will avoid the bike from fall. The vibration sensor on the vehicle senses the level of vibration to understand the seriousness of the accident. Thus, the system will make a decision and sends the information to the smart phone through IoT modem. The Android application in the mobile phone will sent text message to the nearest medical center and friends. Application also shares the exact location of the accident that can save the time. This system is also used to monitor the speed of the vehicle and to avoid accident by using the speed sensor. If the speed is greater than the predefined value then the alarm will enable to indicate the driver to reduce the speed.
ITS "Intelligent Transportation System" Guided Vehicle using IOT ProjectMohamed Abd Ela'al
Our project is design and implementation for ITS technology integrated with partial autonomous vehicle using internet of things to make the vehicle controlled according to the surrounding data
Traffic Monitoring and Control System Using IoTijtsrd
This research aims to monitor the traffic condition and to control the traffic light. This system can reduce not only traffic congestion but also waiting time. This system is designed to be implemented in places nearing the junctions. This research is based on the effective use of Internet of Things IoT . This system will display the traffic conditions in the website and the traffic light can be controlled from this website. This system has been implemented by using esp8266, ultrasonic sensor and arduino. Esp8266 nodemcu which is IoT device is used to transmit the traffic information to the website which is connected with this device. Ultrasonic sensors are placed on each road to sense the presence and absence of vehicles. Traffic information is received from these sensors. Traffic light prototype is built by using an arduino UNO. This traffic light can be controlled from the website. The system will display the traffic states in the website that can guide the drivers to select the right way and avoid traffic congestions. Ei Swe Zin | Kyaw Zin Latt ""Traffic Monitoring and Control System Using IoT"" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-3 | Issue-4 , June 2019, URL: https://www.ijtsrd.com/papers/ijtsrd25138.pdf
Paper URL: https://www.ijtsrd.com/engineering/electronics-and-communication-engineering/25138/traffic-monitoring-and-control-system-using-iot/ei-swe-zin
Design and implement WSN/IOT smart parking management system using microcontr...IJECEIAES
With the dramatic expansion of new networks such as Wireless Sensor Network (WSN) and Internet-of-Things (IoT), tremendous opportunities have been emerged to incorporate such technologies for valuable tasks. One of these tasks is the smart car parking where there is an imperative demand to manage the parking in various facilities, which may help drivers to save their time. Several research studies have addressed this task using wide range of approaches. However, the energy consumption is still a serious concern. This paper proposes a smart car parking based on cloud-based approach along with variety of sensors. Passive Infrared Sensors (PIRs) have been used to sense the object motion. While Light Dependent Resistor (LDR) sensors have been utilized to sense the light of the parking alarm and display information regarding the occupied and non-occupied parking lots. Finally, multi-micro controller of Arduino have been exploited in order to transmit the information collected to the server. Finally, a prototype Android application has been developed in order to receive the information from the server. Results of simulation showed the efficacy of the proposed method.
This paper proposes smart monitoring of automobiles using IoT, which has the same functionality of conventional scanner-automobile diagnostic device. It consists of a Raspberry pi, Arduino Uno board, Web page for the service centre and also various sensors. The sensors attached in the car are connected with the Arduino board and the output is given to the raspberry pi and the Ethernet field uploads these readings to the server. If any variation in the readings, the server will send SMS to the users mobile to inform about the particular condition. And also it is possible to check the current status of the vehicle and there is special facility called emergency request that is requested by the user to inform about the accident or sudden breakdown to the service centre. It also has an obstacle sensor to sense any obstacles within a particular distance. Dust sensor fixed inside the car monitors the dust content, which can cause health problems to passengers. If there occurs any such scenarios, an SMS will be sent to the user. The vehicle will not get started if the seat belt is not worn by the driver. Detection of fire or water can result to automatic unlocking of the seat belts.
Fingerprint Based Smart Pay and Accident Alert SystemIJTET Journal
Over the last few decades, the usage of public transportation is attracted by most of the people. The increase in passenger count has made ticket ending and vehicular monitoring a complex task. In addition to this, frequent accidents occur due to overload of passengers and these accidents are not cognizant to the rescuers. Therefore advancement in technology could be instigated to overcome these issues. This system is an advanced approach to the existing system of ticketing through RFID cards. The fingerprint based smart pay and accident alert is the proposed system wherein ticketing is automated and the travelling cost is debited from the concerned bank or the suggested system where the user holds an account. To avoid illegal entry, the passenger count is monitored with the effective utilization of IR sensor. The ignition of the vehicle is stopped whenever the passenger count exceeds the maximum value. The accident alert system finds its application in the proposed methodology with the support of GPS and GSM. Whenever an accident occurs, the location of the vehicle will be sent as a message with a link provided to the emergency vehicles, control room and a private message will be sent to the trusted contact of each of the passengers. Thereby many fellow lives could be saved. This system would also be an excellent replacement to the traditional ticketing system.
Due to the heavy traffic in the road many people are suffering. Even though there is traffic signal available at various places it is not easy to control the crowd. In order to avoid traffic problem heavily on the road, we designed and developed a system so called as traffic controller with wireless control for ambulance and VIP vehicles. In this paper, we proposed an Implementing Intelligent Traffic Control for Congestion, Ambulance clearance, and Stolen Vehicle Detection. This system was implemented based on present criteria that tracking three conditions in those one is heavy traffic control and another one is making a root of emergency vehicle like ambulance and VIP vehicle. In this paper we are going to implement a sensor network work which is used to detect the traffic density and also use RFID reader and tags. We use AVR system-on-chip to read the RFID tags attached to the vehicles. It counts number of vehicles that passes on a particular path during a specified duration using infrared sensor. If the RFID tag read belongs to the stolen vehicles. GSM SIM900 used for message sending towards the police control room. In addition, when an ambulance or some VIP vehicle if approach the junction, it will communicate the traffic controller in the junction to turn on the green light in the path.
A prototype of IOT Car Parking System that allows drivers to effectively find the vacant parking spaces is been designed and implemented in this report . By periodically learning the parking status from the sensor networks deployed in parking lots, the drivers are allowed to access this information with their personal communication devices and exactly know which parking slots are vacant. This particular application uses internet of things for accessing the information with their mobile phones. This system has the potential to simplify the operations of parking systems, as well as alleviate traffic congestion caused by parking searching and would definitely make people follow the traffic rules and ensure safety. The developed system is reliable, low cost and user friendly
Please visit the link, download the ideas and let me know if you wish to partner with me in my startup. I am mainly seeking investors and research scholars in areas of CS / IT and Engineering, preferably with an MS from US. I am reachable on: vijaymohire@gmail.com or skype: vijaymohire ( with a schedule)
ITS "Intelligent Transportation System" Guided Vehicle using IOT ProjectMohamed Abd Ela'al
Our project is design and implementation for ITS technology integrated with partial autonomous vehicle using internet of things to make the vehicle controlled according to the surrounding data
Traffic Monitoring and Control System Using IoTijtsrd
This research aims to monitor the traffic condition and to control the traffic light. This system can reduce not only traffic congestion but also waiting time. This system is designed to be implemented in places nearing the junctions. This research is based on the effective use of Internet of Things IoT . This system will display the traffic conditions in the website and the traffic light can be controlled from this website. This system has been implemented by using esp8266, ultrasonic sensor and arduino. Esp8266 nodemcu which is IoT device is used to transmit the traffic information to the website which is connected with this device. Ultrasonic sensors are placed on each road to sense the presence and absence of vehicles. Traffic information is received from these sensors. Traffic light prototype is built by using an arduino UNO. This traffic light can be controlled from the website. The system will display the traffic states in the website that can guide the drivers to select the right way and avoid traffic congestions. Ei Swe Zin | Kyaw Zin Latt ""Traffic Monitoring and Control System Using IoT"" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-3 | Issue-4 , June 2019, URL: https://www.ijtsrd.com/papers/ijtsrd25138.pdf
Paper URL: https://www.ijtsrd.com/engineering/electronics-and-communication-engineering/25138/traffic-monitoring-and-control-system-using-iot/ei-swe-zin
Design and implement WSN/IOT smart parking management system using microcontr...IJECEIAES
With the dramatic expansion of new networks such as Wireless Sensor Network (WSN) and Internet-of-Things (IoT), tremendous opportunities have been emerged to incorporate such technologies for valuable tasks. One of these tasks is the smart car parking where there is an imperative demand to manage the parking in various facilities, which may help drivers to save their time. Several research studies have addressed this task using wide range of approaches. However, the energy consumption is still a serious concern. This paper proposes a smart car parking based on cloud-based approach along with variety of sensors. Passive Infrared Sensors (PIRs) have been used to sense the object motion. While Light Dependent Resistor (LDR) sensors have been utilized to sense the light of the parking alarm and display information regarding the occupied and non-occupied parking lots. Finally, multi-micro controller of Arduino have been exploited in order to transmit the information collected to the server. Finally, a prototype Android application has been developed in order to receive the information from the server. Results of simulation showed the efficacy of the proposed method.
This paper proposes smart monitoring of automobiles using IoT, which has the same functionality of conventional scanner-automobile diagnostic device. It consists of a Raspberry pi, Arduino Uno board, Web page for the service centre and also various sensors. The sensors attached in the car are connected with the Arduino board and the output is given to the raspberry pi and the Ethernet field uploads these readings to the server. If any variation in the readings, the server will send SMS to the users mobile to inform about the particular condition. And also it is possible to check the current status of the vehicle and there is special facility called emergency request that is requested by the user to inform about the accident or sudden breakdown to the service centre. It also has an obstacle sensor to sense any obstacles within a particular distance. Dust sensor fixed inside the car monitors the dust content, which can cause health problems to passengers. If there occurs any such scenarios, an SMS will be sent to the user. The vehicle will not get started if the seat belt is not worn by the driver. Detection of fire or water can result to automatic unlocking of the seat belts.
Fingerprint Based Smart Pay and Accident Alert SystemIJTET Journal
Over the last few decades, the usage of public transportation is attracted by most of the people. The increase in passenger count has made ticket ending and vehicular monitoring a complex task. In addition to this, frequent accidents occur due to overload of passengers and these accidents are not cognizant to the rescuers. Therefore advancement in technology could be instigated to overcome these issues. This system is an advanced approach to the existing system of ticketing through RFID cards. The fingerprint based smart pay and accident alert is the proposed system wherein ticketing is automated and the travelling cost is debited from the concerned bank or the suggested system where the user holds an account. To avoid illegal entry, the passenger count is monitored with the effective utilization of IR sensor. The ignition of the vehicle is stopped whenever the passenger count exceeds the maximum value. The accident alert system finds its application in the proposed methodology with the support of GPS and GSM. Whenever an accident occurs, the location of the vehicle will be sent as a message with a link provided to the emergency vehicles, control room and a private message will be sent to the trusted contact of each of the passengers. Thereby many fellow lives could be saved. This system would also be an excellent replacement to the traditional ticketing system.
Due to the heavy traffic in the road many people are suffering. Even though there is traffic signal available at various places it is not easy to control the crowd. In order to avoid traffic problem heavily on the road, we designed and developed a system so called as traffic controller with wireless control for ambulance and VIP vehicles. In this paper, we proposed an Implementing Intelligent Traffic Control for Congestion, Ambulance clearance, and Stolen Vehicle Detection. This system was implemented based on present criteria that tracking three conditions in those one is heavy traffic control and another one is making a root of emergency vehicle like ambulance and VIP vehicle. In this paper we are going to implement a sensor network work which is used to detect the traffic density and also use RFID reader and tags. We use AVR system-on-chip to read the RFID tags attached to the vehicles. It counts number of vehicles that passes on a particular path during a specified duration using infrared sensor. If the RFID tag read belongs to the stolen vehicles. GSM SIM900 used for message sending towards the police control room. In addition, when an ambulance or some VIP vehicle if approach the junction, it will communicate the traffic controller in the junction to turn on the green light in the path.
A prototype of IOT Car Parking System that allows drivers to effectively find the vacant parking spaces is been designed and implemented in this report . By periodically learning the parking status from the sensor networks deployed in parking lots, the drivers are allowed to access this information with their personal communication devices and exactly know which parking slots are vacant. This particular application uses internet of things for accessing the information with their mobile phones. This system has the potential to simplify the operations of parking systems, as well as alleviate traffic congestion caused by parking searching and would definitely make people follow the traffic rules and ensure safety. The developed system is reliable, low cost and user friendly
Please visit the link, download the ideas and let me know if you wish to partner with me in my startup. I am mainly seeking investors and research scholars in areas of CS / IT and Engineering, preferably with an MS from US. I am reachable on: vijaymohire@gmail.com or skype: vijaymohire ( with a schedule)
The world is moving forward at a fast hop, and the credit goes to ever growing technology. One such idea is IOT Internet of things with which automation is no longer a virtual reality. The Internet of Things will seamlessly incorporate a large number of different and heterogeneous end systems, while providing open access to selected subsets of data for the development of an overabundance of digital services. Building a wide ranging architecture for IoT is required because of the extremely large variety of devices but it is a very complex task, link layer technologies, and services that may be involved in such a system. In this paper we emphasis specifically to an urban IoT systems that, while still being quite a broad category, are characterized by their specific application domain. Urban IoTs, in fact, are designed to support the Smart City vision, which aims at take advantage of the most advanced communication technologies to support added value services for the administration of the city and for the citizens. Sunitha C | Asha Priya B | Lavanya S ""Need of Internet of Things for Smart Cities"" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-3 | Issue-4 , June 2019, URL: https://www.ijtsrd.com/papers/ijtsrd23597.pdf
Paper URL: https://www.ijtsrd.com/computer-science/world-wide-web/23597/need-of-internet-of-things-for-smart-cities/sunitha-c
Traffic Density Control and Accident Indicator Using WSNIJMTST Journal
Now a day’s many of the things get controlled automatically. Everything is getting controlled using the mechanical or the automated systems. In every field machines are doing the human works. But still some area is controlled manually. For example traffic controls, road control, parking controlling. Keeping these things in mind we are trying to develop the project to automate the traffic tracking for the square. To make any project more useful and acceptable by any organization we need to provide multiple features in a single project. Keeping these things in consideration proposed system is less with multiple methodologies which can be used in traffic control system It is important to know the road traffic density real time especially in mega cities for signal control and effective traffic management. In recent years, video monitoring and surveillance systems have been widely used in traffic management. Hence, traffic density estimation and vehicle classification can be achieved using video monitoring systems. In most vehicle detection methods in the literature, only the detection of vehicles in frames of the given video is emphasized. However, further analysis is needed in order to obtain the useful information for traffic management such as real time traffic density and number of vehicle types passing these roads. This paper presents emergency vehicle alert and traffic density calculation methods using IR and GPS
Applications of IoTs in Home,City,HealthRajapriya82
This Video describes the various applications of IoT in various domains such as Home Automation, Cities, Agriculture, Health & Fitness, Environment, Logistics, Industry, Energy and Retail.
Artificial Intelligence (AI) plays a crucial role in automating processes, managing complexity, scalability, and using information from distributed systems in real time.
IJRET : International Journal of Research in Engineering and Technology is an international peer reviewed, online journal published by eSAT Publishing House for the enhancement of research in various disciplines of Engineering and Technology. The aim and scope of the journal is to provide an academic medium and an important reference for the advancement and dissemination of research results that support high-level learning, teaching and research in the fields of Engineering and Technology. We bring together Scientists, Academician, Field Engineers, Scholars and Students of related fields of Engineering and Technology
A Survey on Mobile Sensing Technology and its PlatformEswar Publications
Now a days, mobile networks is increasingly becoming important part of everyday life due which there is a rapid evolution mobile phone. Mobile phone comes into a powerful sensing platform. There are many scientists which are engaged in the emerging field of mobile sensing from a variety of existing communities, such as, mobile systems, machine learning and human computer interaction. The research and development in this field is rapid resulting in indispensable carry-on of daily life. But with the increase in development, data integrity and security has also become an important factor to take into consideration. Importantly, today’s smart phones are programmable and come with a growing set of cheap powerful embedded sensors, which are enabling the emergence of personal, group, and community scale sensing applications. The mobile sensing platform provides many facilities like, it helps to communicate to Wireless sensor networks through a mobile sensor router Which attached to a users mobile phone. It helps in analysis of the sensed data which is derived from networks by cooperating with sensor middle- ware on a remote server to capture ones contexts. It also helps in providing context aware services for mobile users of cellular telephones. In this paper, we will discuss about
different mobile sensing platforms that provides context-aware services for mobile users by accessing the surrounding wireless sensor networks. Along with this, we will briefly discuss some of the emerging sensing paradigms.
Student information management system project report ii.pdfKamal Acharya
Our project explains about the student management. This project mainly explains the various actions related to student details. This project shows some ease in adding, editing and deleting the student details. It also provides a less time consuming process for viewing, adding, editing and deleting the marks of the students.
HEAP SORT ILLUSTRATED WITH HEAPIFY, BUILD HEAP FOR DYNAMIC ARRAYS.
Heap sort is a comparison-based sorting technique based on Binary Heap data structure. It is similar to the selection sort where we first find the minimum element and place the minimum element at the beginning. Repeat the same process for the remaining elements.
The Internet of Things (IoT) is a revolutionary concept that connects everyday objects and devices to the internet, enabling them to communicate, collect, and exchange data. Imagine a world where your refrigerator notifies you when you’re running low on groceries, or streetlights adjust their brightness based on traffic patterns – that’s the power of IoT. In essence, IoT transforms ordinary objects into smart, interconnected devices, creating a network of endless possibilities.
Here is a blog on the role of electrical and electronics engineers in IOT. Let's dig in!!!!
For more such content visit: https://nttftrg.com/
Using recycled concrete aggregates (RCA) for pavements is crucial to achieving sustainability. Implementing RCA for new pavement can minimize carbon footprint, conserve natural resources, reduce harmful emissions, and lower life cycle costs. Compared to natural aggregate (NA), RCA pavement has fewer comprehensive studies and sustainability assessments.
6th International Conference on Machine Learning & Applications (CMLA 2024)ClaraZara1
6th International Conference on Machine Learning & Applications (CMLA 2024) will provide an excellent international forum for sharing knowledge and results in theory, methodology and applications of on Machine Learning & Applications.
Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)MdTanvirMahtab2
This presentation is about the working procedure of Shahjalal Fertilizer Company Limited (SFCL). A Govt. owned Company of Bangladesh Chemical Industries Corporation under Ministry of Industries.
Understanding Inductive Bias in Machine LearningSUTEJAS
This presentation explores the concept of inductive bias in machine learning. It explains how algorithms come with built-in assumptions and preferences that guide the learning process. You'll learn about the different types of inductive bias and how they can impact the performance and generalizability of machine learning models.
The presentation also covers the positive and negative aspects of inductive bias, along with strategies for mitigating potential drawbacks. We'll explore examples of how bias manifests in algorithms like neural networks and decision trees.
By understanding inductive bias, you can gain valuable insights into how machine learning models work and make informed decisions when building and deploying them.
Harnessing WebAssembly for Real-time Stateless Streaming PipelinesChristina Lin
Traditionally, dealing with real-time data pipelines has involved significant overhead, even for straightforward tasks like data transformation or masking. However, in this talk, we’ll venture into the dynamic realm of WebAssembly (WASM) and discover how it can revolutionize the creation of stateless streaming pipelines within a Kafka (Redpanda) broker. These pipelines are adept at managing low-latency, high-data-volume scenarios.
Immunizing Image Classifiers Against Localized Adversary Attacksgerogepatton
This paper addresses the vulnerability of deep learning models, particularly convolutional neural networks
(CNN)s, to adversarial attacks and presents a proactive training technique designed to counter them. We
introduce a novel volumization algorithm, which transforms 2D images into 3D volumetric representations.
When combined with 3D convolution and deep curriculum learning optimization (CLO), itsignificantly improves
the immunity of models against localized universal attacks by up to 40%. We evaluate our proposed approach
using contemporary CNN architectures and the modified Canadian Institute for Advanced Research (CIFAR-10
and CIFAR-100) and ImageNet Large Scale Visual Recognition Challenge (ILSVRC12) datasets, showcasing
accuracy improvements over previous techniques. The results indicate that the combination of the volumetric
input and curriculum learning holds significant promise for mitigating adversarial attacks without necessitating
adversary training.
NUMERICAL SIMULATIONS OF HEAT AND MASS TRANSFER IN CONDENSING HEAT EXCHANGERS...ssuser7dcef0
Power plants release a large amount of water vapor into the
atmosphere through the stack. The flue gas can be a potential
source for obtaining much needed cooling water for a power
plant. If a power plant could recover and reuse a portion of this
moisture, it could reduce its total cooling water intake
requirement. One of the most practical way to recover water
from flue gas is to use a condensing heat exchanger. The power
plant could also recover latent heat due to condensation as well
as sensible heat due to lowering the flue gas exit temperature.
Additionally, harmful acids released from the stack can be
reduced in a condensing heat exchanger by acid condensation. reduced in a condensing heat exchanger by acid condensation.
Condensation of vapors in flue gas is a complicated
phenomenon since heat and mass transfer of water vapor and
various acids simultaneously occur in the presence of noncondensable
gases such as nitrogen and oxygen. Design of a
condenser depends on the knowledge and understanding of the
heat and mass transfer processes. A computer program for
numerical simulations of water (H2O) and sulfuric acid (H2SO4)
condensation in a flue gas condensing heat exchanger was
developed using MATLAB. Governing equations based on
mass and energy balances for the system were derived to
predict variables such as flue gas exit temperature, cooling
water outlet temperature, mole fraction and condensation rates
of water and sulfuric acid vapors. The equations were solved
using an iterative solution technique with calculations of heat
and mass transfer coefficients and physical properties.
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdffxintegritypublishin
Advancements in technology unveil a myriad of electrical and electronic breakthroughs geared towards efficiently harnessing limited resources to meet human energy demands. The optimization of hybrid solar PV panels and pumped hydro energy supply systems plays a pivotal role in utilizing natural resources effectively. This initiative not only benefits humanity but also fosters environmental sustainability. The study investigated the design optimization of these hybrid systems, focusing on understanding solar radiation patterns, identifying geographical influences on solar radiation, formulating a mathematical model for system optimization, and determining the optimal configuration of PV panels and pumped hydro storage. Through a comparative analysis approach and eight weeks of data collection, the study addressed key research questions related to solar radiation patterns and optimal system design. The findings highlighted regions with heightened solar radiation levels, showcasing substantial potential for power generation and emphasizing the system's efficiency. Optimizing system design significantly boosted power generation, promoted renewable energy utilization, and enhanced energy storage capacity. The study underscored the benefits of optimizing hybrid solar PV panels and pumped hydro energy supply systems for sustainable energy usage. Optimizing the design of solar PV panels and pumped hydro energy supply systems as examined across diverse climatic conditions in a developing country, not only enhances power generation but also improves the integration of renewable energy sources and boosts energy storage capacities, particularly beneficial for less economically prosperous regions. Additionally, the study provides valuable insights for advancing energy research in economically viable areas. Recommendations included conducting site-specific assessments, utilizing advanced modeling tools, implementing regular maintenance protocols, and enhancing communication among system components.
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Saudi Arabia stands as a titan in the global energy landscape, renowned for its abundant oil and gas resources. It's the largest exporter of petroleum and holds some of the world's most significant reserves. Let's delve into the top 10 oil and gas projects shaping Saudi Arabia's energy future in 2024.