This document summarizes research on firefighting robots. It discusses how robots can be used to detect and extinguish fires in dangerous situations where human firefighters may be at risk. The document reviews several studies on firefighting robots that use sensors to detect flames and temperatures, can be controlled remotely, and have tanks to pump water or other fire extinguishing agents. The goal of this research is to develop autonomous robots that can navigate to the location of a fire, monitor the situation, and help reduce risks to human firefighters by allowing fires to be extinguished from a safe distance using robotic technologies.
Design and Development of a 360-degree Fire Extinguisher Robot using Microcon...IRJET Journal
This document describes the design and development of a 360-degree fire extinguisher robot using a microcontroller. The robot uses flame sensors to detect fire hazards and a microcontroller to analyze sensor data and determine the appropriate response. It has a WIFI module to communicate with a human operator and raise an alarm. The operator can activate the robot's fire extinguisher using a Blynk application, which uses a servo motor to direct a water pump nozzle and spray water to extinguish the fire. The robot is intended to provide an impactful solution for fighting fires in hazardous locations where humans cannot easily access to help save lives.
IRJET - Fire Fighting Robot Remotely Controlled by Voice based Android Applic...IRJET Journal
This document describes a remotely controlled firefighting robot that can be operated using an Android application. The robot is equipped with sensors to detect fires and a mechanism to extinguish fires. It can be navigated autonomously using the Android app to move to the source of the fire and put it out remotely. The document reviews several existing firefighting robots and systems that use various sensors and remote control methods. The proposed robot aims to reduce risks to firefighters by allowing them to operate the robot safely from a distance. It is intended to help extinguish fires more quickly and safely.
IRJET- Fire Fighting Robot using ArduinoIRJET Journal
This document describes the design and implementation of a firefighting robot controlled remotely using an Arduino, XBEE wireless module, and graphical user interface. The robot is equipped with a water tank, pump, motors to move in different directions, and a wireless camera for viewing its operations remotely. Sensors detect fire and the user controls the robot's movement and pump using the interface to approach and extinguish fires when people cannot safely do so themselves. The modular design allows individuals to work independently on components like sensing, movement, and wireless control that are then integrated on the robot to locate and fight fires without obstacles.
Abstract: In today’s commercial, industrial and domestic world, Automation plays an important role, it is actually an arrangement of different elements in order to regulate, direct, sense and command itself to achieve a desired result. “Automatic Fire Fighting Robot” project employs the electrical thermostat technology for the controlling the fire 24 hrs. The system is cost effective, has a wide applications which when implement can show good and effective result. It can be use deliberately in industrial applications, commercial and in domestic sectors where the requirement of automatic work demands. Synchronization of various equipment involve in the system i.e Thermostat Sensor, water jet, wireless remote and wireless android device WiFi enabled Camera. This is mean to simulate the real world operation of Robot performing a fire extinguishing function. Fuzzy logic provided an appropriate solution to the otherwise complex task of mathematically deriving an exact model for the non-linear control system upon which conventional control techniques could then be applied. Making Robot wireless increases the effective area of operation, thereby making it possible to control the robot from remote location. Keeping all above factors in mind the Robot is capable of being remotely controlled and live video buffering i.e possessing a multimedia interface was convinced and developed.
IRJET-Android Controlled Firefighting Robot using ArduinoIRJET Journal
This document describes an Android-controlled firefighting robot that can detect and extinguish fires autonomously. The robot uses temperature and smoke sensors to detect fires and a sprinkler system to extinguish fires. It is controlled through an Android application using Bluetooth. The robot can avoid obstacles using ultrasonic sensors. Fuzzy logic control algorithms allow the robot to track targets and avoid obstacles on its way to extinguish fires. The robot was designed to assist firefighters and help automate fire detection and response.
1. The document describes the design of a microcontroller-based firefighting robot. The robot uses an LM35 temperature sensor and AT89S51 microcontroller to detect fires. When the sensor detects a temperature above the set threshold, it activates a motor connected to a water tank to extinguish the fire.
2. The robot works by converting the analog sensor signal to a digital signal using an ADC and sending it to the microcontroller. When the temperature rises above the threshold, the microcontroller activates the firefighting device. When the temperature drops below the threshold, it switches off the device.
3. Potential applications of the robot include use in server rooms, areas with a risk of explosion, and disaster area monitoring
Arduino Based Autonomous Fire Fighting RobotVikasRathod94
The document describes a proposed autonomous firefighting robot. The robot is designed to detect fires using flame sensors and then navigate to the fire's location using infrared sensors for obstacle detection. It extinguishes fires using a water pump and spray nozzle. This allows fires to be addressed safely without putting firefighters at risk. However, the robot has limitations, such as only being able to spray water in one direction and having a limited range when wired. The goal is to develop a system that can quickly detect and extinguish small fires autonomously.
360 Degree Automated Fire Fighting Robotic PlatformIRJET Journal
This document describes a 360-degree automated firefighting robotic platform developed by students. The robotic vehicle has two operation modes: manual control using a wireless remote and autonomous mode. It is equipped with a camera for live video streaming, sensors to detect fires, and a robotic arm to extinguish fires from various heights. The arm is attached to a rotating and movable platform. In autonomous mode, the robot can detect fires using sensors, navigate to the fire location, and autonomously extinguish the fire in 360 degrees using the arm. The document provides details on the components, methodology, calculations, and results of testing the robot's ability to detect and put out fires in both manual and autonomous operation.
Design and Development of a 360-degree Fire Extinguisher Robot using Microcon...IRJET Journal
This document describes the design and development of a 360-degree fire extinguisher robot using a microcontroller. The robot uses flame sensors to detect fire hazards and a microcontroller to analyze sensor data and determine the appropriate response. It has a WIFI module to communicate with a human operator and raise an alarm. The operator can activate the robot's fire extinguisher using a Blynk application, which uses a servo motor to direct a water pump nozzle and spray water to extinguish the fire. The robot is intended to provide an impactful solution for fighting fires in hazardous locations where humans cannot easily access to help save lives.
IRJET - Fire Fighting Robot Remotely Controlled by Voice based Android Applic...IRJET Journal
This document describes a remotely controlled firefighting robot that can be operated using an Android application. The robot is equipped with sensors to detect fires and a mechanism to extinguish fires. It can be navigated autonomously using the Android app to move to the source of the fire and put it out remotely. The document reviews several existing firefighting robots and systems that use various sensors and remote control methods. The proposed robot aims to reduce risks to firefighters by allowing them to operate the robot safely from a distance. It is intended to help extinguish fires more quickly and safely.
IRJET- Fire Fighting Robot using ArduinoIRJET Journal
This document describes the design and implementation of a firefighting robot controlled remotely using an Arduino, XBEE wireless module, and graphical user interface. The robot is equipped with a water tank, pump, motors to move in different directions, and a wireless camera for viewing its operations remotely. Sensors detect fire and the user controls the robot's movement and pump using the interface to approach and extinguish fires when people cannot safely do so themselves. The modular design allows individuals to work independently on components like sensing, movement, and wireless control that are then integrated on the robot to locate and fight fires without obstacles.
Abstract: In today’s commercial, industrial and domestic world, Automation plays an important role, it is actually an arrangement of different elements in order to regulate, direct, sense and command itself to achieve a desired result. “Automatic Fire Fighting Robot” project employs the electrical thermostat technology for the controlling the fire 24 hrs. The system is cost effective, has a wide applications which when implement can show good and effective result. It can be use deliberately in industrial applications, commercial and in domestic sectors where the requirement of automatic work demands. Synchronization of various equipment involve in the system i.e Thermostat Sensor, water jet, wireless remote and wireless android device WiFi enabled Camera. This is mean to simulate the real world operation of Robot performing a fire extinguishing function. Fuzzy logic provided an appropriate solution to the otherwise complex task of mathematically deriving an exact model for the non-linear control system upon which conventional control techniques could then be applied. Making Robot wireless increases the effective area of operation, thereby making it possible to control the robot from remote location. Keeping all above factors in mind the Robot is capable of being remotely controlled and live video buffering i.e possessing a multimedia interface was convinced and developed.
IRJET-Android Controlled Firefighting Robot using ArduinoIRJET Journal
This document describes an Android-controlled firefighting robot that can detect and extinguish fires autonomously. The robot uses temperature and smoke sensors to detect fires and a sprinkler system to extinguish fires. It is controlled through an Android application using Bluetooth. The robot can avoid obstacles using ultrasonic sensors. Fuzzy logic control algorithms allow the robot to track targets and avoid obstacles on its way to extinguish fires. The robot was designed to assist firefighters and help automate fire detection and response.
1. The document describes the design of a microcontroller-based firefighting robot. The robot uses an LM35 temperature sensor and AT89S51 microcontroller to detect fires. When the sensor detects a temperature above the set threshold, it activates a motor connected to a water tank to extinguish the fire.
2. The robot works by converting the analog sensor signal to a digital signal using an ADC and sending it to the microcontroller. When the temperature rises above the threshold, the microcontroller activates the firefighting device. When the temperature drops below the threshold, it switches off the device.
3. Potential applications of the robot include use in server rooms, areas with a risk of explosion, and disaster area monitoring
Arduino Based Autonomous Fire Fighting RobotVikasRathod94
The document describes a proposed autonomous firefighting robot. The robot is designed to detect fires using flame sensors and then navigate to the fire's location using infrared sensors for obstacle detection. It extinguishes fires using a water pump and spray nozzle. This allows fires to be addressed safely without putting firefighters at risk. However, the robot has limitations, such as only being able to spray water in one direction and having a limited range when wired. The goal is to develop a system that can quickly detect and extinguish small fires autonomously.
360 Degree Automated Fire Fighting Robotic PlatformIRJET Journal
This document describes a 360-degree automated firefighting robotic platform developed by students. The robotic vehicle has two operation modes: manual control using a wireless remote and autonomous mode. It is equipped with a camera for live video streaming, sensors to detect fires, and a robotic arm to extinguish fires from various heights. The arm is attached to a rotating and movable platform. In autonomous mode, the robot can detect fires using sensors, navigate to the fire location, and autonomously extinguish the fire in 360 degrees using the arm. The document provides details on the components, methodology, calculations, and results of testing the robot's ability to detect and put out fires in both manual and autonomous operation.
IRJET- A Review on Implementation of a Fire Fighting Robot using ArduinoIRJET Journal
This document describes the design and implementation of a firefighting robot controlled by an Arduino microcontroller and equipped with sensors to detect fires. The robot uses XBEE modules for wireless communication between a transmitting control station and the receiving robot. Sensors on the robot measure temperature, gas, and smoke to detect fires. When thresholds are exceeded, the robot sounds an alarm and its water pump activates to extinguish the fire. The control station allows remote operation of the robot's movement and other functions using a GUI. The robot is intended to assist firefighters by entering hazardous environments.
The document provides background information on robotics and embedded systems. It discusses how robot population has exceeded 8.6 million according to recent statistics. It then discusses the objectives of developing an autonomous fire protection robot using sensors to detect fires and notify users. The document reviews several relevant literature sources that discuss designing robots for fire detection and extinguishing. It also provides definitions of robotics and embedded systems, discussing the origins and applications of each field. The overall purpose is to introduce and provide context for the project of developing an autonomous fire protection robot.
Design And Development of Fire Fighting RobotIRJET Journal
This document discusses the design and development of a firefighting robot based on an Arduino microcontroller. The robot is equipped with sensors to detect fires and obstacles. It can navigate manually through an environment and extinguish fires using a water pump and nozzle. The robot also has wireless communication via Bluetooth to allow for remote control. Computer vision algorithms using OpenCV are used for the primary fire detection system, while additional sensors provide secondary verification of fires. Testing showed the robot could accurately detect and localize fires. The conclusion discusses how such robots could assist firefighters by making firefighting safer and more effective.
GILS: Automatic Security and Gas Detection RobotIRJET Journal
This document describes a proposed automatic security and gas detection robot called GILS. The robot would be controlled remotely using an android application and sensors. It would have the ability to detect hazardous gases using gas sensors and provide live video feeds through a mobile device camera to alert humans to dangers. The system architecture involves sensors communicating with a microcontroller on the robot, which is connected via Bluetooth to a mobile device. This would allow the mobile device to capture data and send it over the internet to a server. The robot is intended to provide security monitoring and hazard detection in dangerous areas that humans cannot access.
This document describes the design of a surveillance firefighting robot. The robot uses an ESP32 camera module to provide live video streaming to a mobile app for remote monitoring. It is equipped with smoke sensors, gas sensors, a water tank, and pump motor to detect and extinguish fires. When the sensors detect smoke or fire, the robot moves to the location and uses the pump motor to spray water from the tank until the fire is out, while continuing to stream video. The robot is powered by a solar panel and battery to allow remote and autonomous operation. It is intended to help fight fires safely from a distance.
Machine Vision Based Fire Flame Detection using Multi FeaturesIRJET Journal
This document describes the design and development of a firefighting robot. It uses sensors like an IR sensor and flame sensor to detect fires. When a fire is detected, a signal is sent to an Arduino controller to activate a motor driver and pump water from a water tank. The robot can also be controlled remotely using Bluetooth technology. It has capabilities like rotating its canon, moving forward and backward, and left and right to fight fires. The robot aims to help fight fires safely without putting human lives at risk.
ANDROID CONTROL WILD LIFE OBSERVATION ROBOTIRJET Journal
1) The document describes an Android-controlled wildlife observation robot that uses sensors like PIR and gas sensors to detect and monitor wildlife movements and forest fires.
2) The robot streams live video to users' phones via an ESP32 WiFi module. It can automatically move towards detected movements and spray water to control small fires.
3) The robot aims to allow safer wildlife observation compared to humans entering habitats. Its low-cost design could make the technology accessible to more conservationists.
Abstract : Fire incident is a disaster that results in the loss of life, damage to the property and endless disaster
to the victim. Fire extinguishing is an exceptionally unsafe undertaking and it might likewise include death risk.
Robotics is the answer to ensure the safeguarding of the surroundings and also the life of firefighters. Fire sensing
and extinguishing robot is a model which can be used in extinguishing the fire with minimum human intervention.
There is a threat to the life of the fire fighters in extinguishing the fire and there are some difficult areas where
they cannot reach like that in the tunnels. At similar kind of places this automatic robot is veritably useful to
perform the task. This robot can be controlled remotely by mobile phone using Bluetooth module. The robot is
equipped with the flame sensors that automatically detects the fire and gives the further signal to the extinguisher
units to start the pump and extinguish the fire by spraying water. Arduino uno is used as the microcontroller to
operate the whole operation. The proposed robot has been used for various trials and proper evaluation has been
done to check the proper functioning and to get the desired result
IRJET- Multiple Motion Control System of Robotic Car Based on IoTIRJET Journal
This document describes a multiple motion control system for a robotic car based on IoT (Internet of Things). The system allows a user to remotely control the movement of the robotic car using an Arduino Uno controller and wireless communication via Zigbee modules. The car's motion is controlled from remote locations through a local host service and wireless communication. The system architecture includes hardware components like an Arduino Uno, Zigbee modules, motor driver, and DC gear motors. The software includes an Arduino IDE and host platform app to allow remote control of the car's movement. The proposed system could be used for applications like in hazardous environments where it can perform tasks remotely in place of human workers.
The document discusses the design and development of a firefighting robot that can detect and extinguish fires autonomously using sensors to detect fires and a water pump or blower to put out the flames. It describes the components needed for the robot like microcontrollers, motors, sensors, and discusses how fuzzy logic can be used to control the robot. The overall purpose of the robot is to fight fires remotely to protect firefighters and limit property damage from fires.
This document discusses the development of an automatic firefighting robot. It begins with an introduction that outlines the importance of quickly detecting and extinguishing small fires to reduce damage and loss of life. It then reviews existing literature on firefighting robots and their capabilities. The objectives of the project are to design a robot that can automatically search, detect, and extinguish fires using sensors and a microcontroller. The document outlines the methodology, hardware requirements including flame and temperature sensors, and block diagram of the proposed robot system. The overall goal is to create a robot that can operate in dangerous environments and help fight fires to save lives and property.
IOT-BASED HAZARDOUS GAS LEAKAGE DETECTIONIRJET Journal
1) The document describes an Internet of Things (IoT)-based system for detecting hazardous gas leakage.
2) The system uses an Arduino microcontroller connected to an MQ5 gas sensor to detect gases like hydrogen, LPG, methane, carbon monoxide, and alcohol.
3) When gas is detected, the system sounds an alarm with a buzzer, displays the gas concentration on an LCD screen, and alerts personnel to take safety measures like turning on exhaust fans.
IRJET- An Analytic Study on Fire Fighting RobotIRJET Journal
1) The document presents a design for a firefighting robot that can monitor and extinguish fires autonomously.
2) The robot uses a NodeMCU microcontroller and ESP8266 WiFi module to be controlled remotely via an Android app by firefighters.
3) It is equipped with temperature and humidity sensors to detect fires, and uses a water pump to extinguish fires once detected.
IRJET- Smart Dustbin Container using IoT NotificationIRJET Journal
This document describes a smart dustbin system that uses sensors and IoT technology to monitor garbage levels in public dustbins. An ultrasonic sensor measures the garbage level in the dustbin and an ESP8266 WiFi module sends this data via the internet. When the dustbin reaches 70% capacity, an SMS alert is sent to the local authorities. This notifies them to empty the overflowing dustbin and maintain cleanliness. The system aims to optimize waste collection, reduce costs and pollution from frequent emptying of partially filled dustbins.
IRJET- Rescue Robot using ESP MicrocontrollerIRJET Journal
This document describes a rescue robot designed to transmit essential information during disasters. It is equipped with sensors like a temperature sensor, humidity sensor, motion sensor, metal detector, and ultrasonic sensor. The robot can be controlled wirelessly via an Android application. It uses an ESP microcontroller to process sensor data and transmit it via an IoT network. The robot allows monitoring of conditions in hazardous areas and helps with rescue operations by identifying survivors and environmental conditions. The document discusses the system components, communication network, working, and potential applications to improve disaster management.
Fire extinguishing assistent system by IOT (1).pptxamal246363
This document presents a project on developing an intelligent fire detecting and extinguishing robot system using IoT. It discusses the objectives of developing a mini firefighting robot that can detect and extinguish fires automatically using sensors like flame sensors and can also be controlled using an Android app. The system design involves components like a Raspberry Pi, sensors, motors and a water pump. It presents the methodology, which includes hardware components, working, an Android app for control and the circuit diagram. The implementation discusses assembling the hardware and implementing functions like movement, obstacle detection, fire detection and extinguishing.
IRJET - Wireless Military Defense RobotIRJET Journal
This document describes a proposed wireless military defense robot. The robot uses various sensors like PIR, gas, flame, and ultrasonic sensors to detect human presence, gases, fires, and obstacles. It can operate autonomously using sensor data or be manually controlled through a web interface. Manual control is achieved by initiating a Skype video call from the web interface to view the robot's surroundings in real-time and change its path accordingly. The robot is designed to conduct surveillance at remote borders in order to save soldiers' lives in dangerous situations.
IRJET - Voice Controlled Robot using NodeMCUIRJET Journal
1) The document describes a voice controlled robot that uses NodeMCU and can be operated through voice commands given on a mobile application. It uses sensors like ultrasonic sensors and a camera to detect obstacles and provide live video streaming.
2) An Android application is used as the speech recognition platform to communicate voice commands to the robot over the Internet. The robot can perform functions like moving forward, backward, turning based on the voice commands received.
3) The system has applications in assistive robots for elderly/disabled, industrial applications, and navigation in hazardous environments like nuclear plants. It allows remote operation of machines through voice.
IRJET- Design & Implementation of RF based Fire Fighting RobotIRJET Journal
1) The document describes the design and implementation of an RF-based firefighting robot that can detect and extinguish fires remotely.
2) The robot uses an 8051 microcontroller connected to an RF transmitter and receiver to allow for wireless control. It is equipped with a water pump, camera, and motor drivers to allow it to move and spray water under operator control.
3) The robot is intended to perform dangerous firefighting tasks remotely to protect human firefighters from risks like injuries or loss of life. Its wireless operation allows it to be controlled from a safe distance.
Robotic Vehicle Movement with Webcam Operated by Cell PhoneIRJET Journal
This document discusses a robotic vehicle that is controlled by a cell phone. The key points are:
1. DTMF commands from one cell phone are sent to another cell phone mounted on a robot.
2. The robot cell phone receives the commands and decodes them using a DTMF decoder.
3. The decoded commands are then sent to a microcontroller which controls two DC motors to move the robot in different directions based on the received commands.
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...IRJET Journal
1) The document discusses the Sungal Tunnel project in Jammu and Kashmir, India, which is being constructed using the New Austrian Tunneling Method (NATM).
2) NATM involves continuous monitoring during construction to adapt to changing ground conditions, and makes extensive use of shotcrete for temporary tunnel support.
3) The methodology section outlines the systematic geotechnical design process for tunnels according to Austrian guidelines, and describes the various steps of NATM tunnel construction including initial and secondary tunnel support.
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTUREIRJET Journal
This study examines the effect of response reduction factors (R factors) on reinforced concrete (RC) framed structures through nonlinear dynamic analysis. Three RC frame models with varying heights (4, 8, and 12 stories) were analyzed in ETABS software under different R factors ranging from 1 to 5. The results showed that displacement increased as the R factor decreased, indicating less linear behavior for lower R factors. Drift also decreased proportionally with increasing R factors from 1 to 5. Shear forces in the frames decreased with higher R factors. In general, R factors of 3 to 5 produced more satisfactory performance with less displacement and drift. The displacement variations between different building heights were consistent at different R factors. This study evaluated how R factors influence
IRJET- A Review on Implementation of a Fire Fighting Robot using ArduinoIRJET Journal
This document describes the design and implementation of a firefighting robot controlled by an Arduino microcontroller and equipped with sensors to detect fires. The robot uses XBEE modules for wireless communication between a transmitting control station and the receiving robot. Sensors on the robot measure temperature, gas, and smoke to detect fires. When thresholds are exceeded, the robot sounds an alarm and its water pump activates to extinguish the fire. The control station allows remote operation of the robot's movement and other functions using a GUI. The robot is intended to assist firefighters by entering hazardous environments.
The document provides background information on robotics and embedded systems. It discusses how robot population has exceeded 8.6 million according to recent statistics. It then discusses the objectives of developing an autonomous fire protection robot using sensors to detect fires and notify users. The document reviews several relevant literature sources that discuss designing robots for fire detection and extinguishing. It also provides definitions of robotics and embedded systems, discussing the origins and applications of each field. The overall purpose is to introduce and provide context for the project of developing an autonomous fire protection robot.
Design And Development of Fire Fighting RobotIRJET Journal
This document discusses the design and development of a firefighting robot based on an Arduino microcontroller. The robot is equipped with sensors to detect fires and obstacles. It can navigate manually through an environment and extinguish fires using a water pump and nozzle. The robot also has wireless communication via Bluetooth to allow for remote control. Computer vision algorithms using OpenCV are used for the primary fire detection system, while additional sensors provide secondary verification of fires. Testing showed the robot could accurately detect and localize fires. The conclusion discusses how such robots could assist firefighters by making firefighting safer and more effective.
GILS: Automatic Security and Gas Detection RobotIRJET Journal
This document describes a proposed automatic security and gas detection robot called GILS. The robot would be controlled remotely using an android application and sensors. It would have the ability to detect hazardous gases using gas sensors and provide live video feeds through a mobile device camera to alert humans to dangers. The system architecture involves sensors communicating with a microcontroller on the robot, which is connected via Bluetooth to a mobile device. This would allow the mobile device to capture data and send it over the internet to a server. The robot is intended to provide security monitoring and hazard detection in dangerous areas that humans cannot access.
This document describes the design of a surveillance firefighting robot. The robot uses an ESP32 camera module to provide live video streaming to a mobile app for remote monitoring. It is equipped with smoke sensors, gas sensors, a water tank, and pump motor to detect and extinguish fires. When the sensors detect smoke or fire, the robot moves to the location and uses the pump motor to spray water from the tank until the fire is out, while continuing to stream video. The robot is powered by a solar panel and battery to allow remote and autonomous operation. It is intended to help fight fires safely from a distance.
Machine Vision Based Fire Flame Detection using Multi FeaturesIRJET Journal
This document describes the design and development of a firefighting robot. It uses sensors like an IR sensor and flame sensor to detect fires. When a fire is detected, a signal is sent to an Arduino controller to activate a motor driver and pump water from a water tank. The robot can also be controlled remotely using Bluetooth technology. It has capabilities like rotating its canon, moving forward and backward, and left and right to fight fires. The robot aims to help fight fires safely without putting human lives at risk.
ANDROID CONTROL WILD LIFE OBSERVATION ROBOTIRJET Journal
1) The document describes an Android-controlled wildlife observation robot that uses sensors like PIR and gas sensors to detect and monitor wildlife movements and forest fires.
2) The robot streams live video to users' phones via an ESP32 WiFi module. It can automatically move towards detected movements and spray water to control small fires.
3) The robot aims to allow safer wildlife observation compared to humans entering habitats. Its low-cost design could make the technology accessible to more conservationists.
Abstract : Fire incident is a disaster that results in the loss of life, damage to the property and endless disaster
to the victim. Fire extinguishing is an exceptionally unsafe undertaking and it might likewise include death risk.
Robotics is the answer to ensure the safeguarding of the surroundings and also the life of firefighters. Fire sensing
and extinguishing robot is a model which can be used in extinguishing the fire with minimum human intervention.
There is a threat to the life of the fire fighters in extinguishing the fire and there are some difficult areas where
they cannot reach like that in the tunnels. At similar kind of places this automatic robot is veritably useful to
perform the task. This robot can be controlled remotely by mobile phone using Bluetooth module. The robot is
equipped with the flame sensors that automatically detects the fire and gives the further signal to the extinguisher
units to start the pump and extinguish the fire by spraying water. Arduino uno is used as the microcontroller to
operate the whole operation. The proposed robot has been used for various trials and proper evaluation has been
done to check the proper functioning and to get the desired result
IRJET- Multiple Motion Control System of Robotic Car Based on IoTIRJET Journal
This document describes a multiple motion control system for a robotic car based on IoT (Internet of Things). The system allows a user to remotely control the movement of the robotic car using an Arduino Uno controller and wireless communication via Zigbee modules. The car's motion is controlled from remote locations through a local host service and wireless communication. The system architecture includes hardware components like an Arduino Uno, Zigbee modules, motor driver, and DC gear motors. The software includes an Arduino IDE and host platform app to allow remote control of the car's movement. The proposed system could be used for applications like in hazardous environments where it can perform tasks remotely in place of human workers.
The document discusses the design and development of a firefighting robot that can detect and extinguish fires autonomously using sensors to detect fires and a water pump or blower to put out the flames. It describes the components needed for the robot like microcontrollers, motors, sensors, and discusses how fuzzy logic can be used to control the robot. The overall purpose of the robot is to fight fires remotely to protect firefighters and limit property damage from fires.
This document discusses the development of an automatic firefighting robot. It begins with an introduction that outlines the importance of quickly detecting and extinguishing small fires to reduce damage and loss of life. It then reviews existing literature on firefighting robots and their capabilities. The objectives of the project are to design a robot that can automatically search, detect, and extinguish fires using sensors and a microcontroller. The document outlines the methodology, hardware requirements including flame and temperature sensors, and block diagram of the proposed robot system. The overall goal is to create a robot that can operate in dangerous environments and help fight fires to save lives and property.
IOT-BASED HAZARDOUS GAS LEAKAGE DETECTIONIRJET Journal
1) The document describes an Internet of Things (IoT)-based system for detecting hazardous gas leakage.
2) The system uses an Arduino microcontroller connected to an MQ5 gas sensor to detect gases like hydrogen, LPG, methane, carbon monoxide, and alcohol.
3) When gas is detected, the system sounds an alarm with a buzzer, displays the gas concentration on an LCD screen, and alerts personnel to take safety measures like turning on exhaust fans.
IRJET- An Analytic Study on Fire Fighting RobotIRJET Journal
1) The document presents a design for a firefighting robot that can monitor and extinguish fires autonomously.
2) The robot uses a NodeMCU microcontroller and ESP8266 WiFi module to be controlled remotely via an Android app by firefighters.
3) It is equipped with temperature and humidity sensors to detect fires, and uses a water pump to extinguish fires once detected.
IRJET- Smart Dustbin Container using IoT NotificationIRJET Journal
This document describes a smart dustbin system that uses sensors and IoT technology to monitor garbage levels in public dustbins. An ultrasonic sensor measures the garbage level in the dustbin and an ESP8266 WiFi module sends this data via the internet. When the dustbin reaches 70% capacity, an SMS alert is sent to the local authorities. This notifies them to empty the overflowing dustbin and maintain cleanliness. The system aims to optimize waste collection, reduce costs and pollution from frequent emptying of partially filled dustbins.
IRJET- Rescue Robot using ESP MicrocontrollerIRJET Journal
This document describes a rescue robot designed to transmit essential information during disasters. It is equipped with sensors like a temperature sensor, humidity sensor, motion sensor, metal detector, and ultrasonic sensor. The robot can be controlled wirelessly via an Android application. It uses an ESP microcontroller to process sensor data and transmit it via an IoT network. The robot allows monitoring of conditions in hazardous areas and helps with rescue operations by identifying survivors and environmental conditions. The document discusses the system components, communication network, working, and potential applications to improve disaster management.
Fire extinguishing assistent system by IOT (1).pptxamal246363
This document presents a project on developing an intelligent fire detecting and extinguishing robot system using IoT. It discusses the objectives of developing a mini firefighting robot that can detect and extinguish fires automatically using sensors like flame sensors and can also be controlled using an Android app. The system design involves components like a Raspberry Pi, sensors, motors and a water pump. It presents the methodology, which includes hardware components, working, an Android app for control and the circuit diagram. The implementation discusses assembling the hardware and implementing functions like movement, obstacle detection, fire detection and extinguishing.
IRJET - Wireless Military Defense RobotIRJET Journal
This document describes a proposed wireless military defense robot. The robot uses various sensors like PIR, gas, flame, and ultrasonic sensors to detect human presence, gases, fires, and obstacles. It can operate autonomously using sensor data or be manually controlled through a web interface. Manual control is achieved by initiating a Skype video call from the web interface to view the robot's surroundings in real-time and change its path accordingly. The robot is designed to conduct surveillance at remote borders in order to save soldiers' lives in dangerous situations.
IRJET - Voice Controlled Robot using NodeMCUIRJET Journal
1) The document describes a voice controlled robot that uses NodeMCU and can be operated through voice commands given on a mobile application. It uses sensors like ultrasonic sensors and a camera to detect obstacles and provide live video streaming.
2) An Android application is used as the speech recognition platform to communicate voice commands to the robot over the Internet. The robot can perform functions like moving forward, backward, turning based on the voice commands received.
3) The system has applications in assistive robots for elderly/disabled, industrial applications, and navigation in hazardous environments like nuclear plants. It allows remote operation of machines through voice.
IRJET- Design & Implementation of RF based Fire Fighting RobotIRJET Journal
1) The document describes the design and implementation of an RF-based firefighting robot that can detect and extinguish fires remotely.
2) The robot uses an 8051 microcontroller connected to an RF transmitter and receiver to allow for wireless control. It is equipped with a water pump, camera, and motor drivers to allow it to move and spray water under operator control.
3) The robot is intended to perform dangerous firefighting tasks remotely to protect human firefighters from risks like injuries or loss of life. Its wireless operation allows it to be controlled from a safe distance.
Robotic Vehicle Movement with Webcam Operated by Cell PhoneIRJET Journal
This document discusses a robotic vehicle that is controlled by a cell phone. The key points are:
1. DTMF commands from one cell phone are sent to another cell phone mounted on a robot.
2. The robot cell phone receives the commands and decodes them using a DTMF decoder.
3. The decoded commands are then sent to a microcontroller which controls two DC motors to move the robot in different directions based on the received commands.
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...IRJET Journal
1) The document discusses the Sungal Tunnel project in Jammu and Kashmir, India, which is being constructed using the New Austrian Tunneling Method (NATM).
2) NATM involves continuous monitoring during construction to adapt to changing ground conditions, and makes extensive use of shotcrete for temporary tunnel support.
3) The methodology section outlines the systematic geotechnical design process for tunnels according to Austrian guidelines, and describes the various steps of NATM tunnel construction including initial and secondary tunnel support.
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTUREIRJET Journal
This study examines the effect of response reduction factors (R factors) on reinforced concrete (RC) framed structures through nonlinear dynamic analysis. Three RC frame models with varying heights (4, 8, and 12 stories) were analyzed in ETABS software under different R factors ranging from 1 to 5. The results showed that displacement increased as the R factor decreased, indicating less linear behavior for lower R factors. Drift also decreased proportionally with increasing R factors from 1 to 5. Shear forces in the frames decreased with higher R factors. In general, R factors of 3 to 5 produced more satisfactory performance with less displacement and drift. The displacement variations between different building heights were consistent at different R factors. This study evaluated how R factors influence
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...IRJET Journal
This study compares the use of Stark Steel and TMT Steel as reinforcement materials in a two-way reinforced concrete slab. Mechanical testing is conducted to determine the tensile strength, yield strength, and other properties of each material. A two-way slab design adhering to codes and standards is executed with both materials. The performance is analyzed in terms of deflection, stability under loads, and displacement. Cost analyses accounting for material, durability, maintenance, and life cycle costs are also conducted. The findings provide insights into the economic and structural implications of each material for reinforcement selection and recommendations on the most suitable material based on the analysis.
Effect of Camber and Angles of Attack on Airfoil CharacteristicsIRJET Journal
This document discusses a study analyzing the effect of camber, position of camber, and angle of attack on the aerodynamic characteristics of airfoils. Sixteen modified asymmetric NACA airfoils were analyzed using computational fluid dynamics (CFD) by varying the camber, camber position, and angle of attack. The results showed the relationship between these parameters and the lift coefficient, drag coefficient, and lift to drag ratio. This provides insight into how changes in airfoil geometry impact aerodynamic performance.
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...IRJET Journal
This document reviews the progress and challenges of aluminum-based metal matrix composites (MMCs), focusing on their fabrication processes and applications. It discusses how various aluminum MMCs have been developed using reinforcements like borides, carbides, oxides, and nitrides to improve mechanical and wear properties. These composites have gained prominence for their lightweight, high-strength and corrosion resistance properties. The document also examines recent advancements in fabrication techniques for aluminum MMCs and their growing applications in industries such as aerospace and automotive. However, it notes that challenges remain around issues like improper mixing of reinforcements and reducing reinforcement agglomeration.
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...IRJET Journal
This document discusses research on using graph neural networks (GNNs) for dynamic optimization of public transportation networks in real-time. GNNs represent transit networks as graphs with nodes as stops and edges as connections. The GNN model aims to optimize networks using real-time data on vehicle locations, arrival times, and passenger loads. This helps increase mobility, decrease traffic, and improve efficiency. The system continuously trains and infers to adapt to changing transit conditions, providing decision support tools. While research has focused on performance, more work is needed on security, socio-economic impacts, contextual generalization of models, continuous learning approaches, and effective real-time visualization.
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...IRJET Journal
This document summarizes a research project that aims to compare the structural performance of conventional slab and grid slab systems in multi-story buildings using ETABS software. The study will analyze both symmetric and asymmetric building models under various loading conditions. Parameters like deflections, moments, shears, and stresses will be examined to evaluate the structural effectiveness of each slab type. The results will provide insights into the comparative behavior of conventional and grid slabs to help engineers and architects select appropriate slab systems based on building layouts and design requirements.
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...IRJET Journal
This document summarizes and reviews a research paper on the seismic response of reinforced concrete (RC) structures with plan and vertical irregularities, with and without infill walls. It discusses how infill walls can improve or reduce the seismic performance of RC buildings, depending on factors like wall layout, height distribution, connection to the frame, and relative stiffness of walls and frames. The reviewed research paper analyzes the behavior of infill walls, effects of vertical irregularities, and seismic performance of high-rise structures under linear static and dynamic analysis. It studies response characteristics like story drift, deflection and shear. The document also provides literature on similar research investigating the effects of infill walls, soft stories, plan irregularities, and different
This document provides a review of machine learning techniques used in Advanced Driver Assistance Systems (ADAS). It begins with an abstract that summarizes key applications of machine learning in ADAS, including object detection, recognition, and decision-making. The introduction discusses the integration of machine learning in ADAS and how it is transforming vehicle safety. The literature review then examines several research papers on topics like lightweight deep learning models for object detection and lane detection models using image processing. It concludes by discussing challenges and opportunities in the field, such as improving algorithm robustness and adaptability.
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...IRJET Journal
The document analyzes temperature and precipitation trends in Asosa District, Benishangul Gumuz Region, Ethiopia from 1993 to 2022 based on data from the local meteorological station. The results show:
1) The average maximum and minimum annual temperatures have generally decreased over time, with maximum temperatures decreasing by a factor of -0.0341 and minimum by -0.0152.
2) Mann-Kendall tests found the decreasing temperature trends to be statistically significant for annual maximum temperatures but not for annual minimum temperatures.
3) Annual precipitation in Asosa District showed a statistically significant increasing trend.
The conclusions recommend development planners account for rising summer precipitation and declining temperatures in
P.E.B. Framed Structure Design and Analysis Using STAAD ProIRJET Journal
This document discusses the design and analysis of pre-engineered building (PEB) framed structures using STAAD Pro software. It provides an overview of PEBs, including that they are designed off-site with building trusses and beams produced in a factory. STAAD Pro is identified as a key tool for modeling, analyzing, and designing PEBs to ensure their performance and safety under various load scenarios. The document outlines modeling structural parts in STAAD Pro, evaluating structural reactions, assigning loads, and following international design codes and standards. In summary, STAAD Pro is used to design and analyze PEB framed structures to ensure safety and code compliance.
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...IRJET Journal
This document provides a review of research on innovative fiber integration methods for reinforcing concrete structures. It discusses studies that have explored using carbon fiber reinforced polymer (CFRP) composites with recycled plastic aggregates to develop more sustainable strengthening techniques. It also examines using ultra-high performance fiber reinforced concrete to improve shear strength in beams. Additional topics covered include the dynamic responses of FRP-strengthened beams under static and impact loads, and the performance of preloaded CFRP-strengthened fiber reinforced concrete beams. The review highlights the potential of fiber composites to enable more sustainable and resilient construction practices.
Survey Paper on Cloud-Based Secured Healthcare SystemIRJET Journal
This document summarizes a survey on securing patient healthcare data in cloud-based systems. It discusses using technologies like facial recognition, smart cards, and cloud computing combined with strong encryption to securely store patient data. The survey found that healthcare professionals believe digitizing patient records and storing them in a centralized cloud system would improve access during emergencies and enable more efficient care compared to paper-based systems. However, ensuring privacy and security of patient data is paramount as healthcare incorporates these digital technologies.
Review on studies and research on widening of existing concrete bridgesIRJET Journal
This document summarizes several studies that have been conducted on widening existing concrete bridges. It describes a study from China that examined load distribution factors for a bridge widened with composite steel-concrete girders. It also outlines challenges and solutions for widening a bridge in the UAE, including replacing bearings and stitching the new and existing structures. Additionally, it discusses two bridge widening projects in New Zealand that involved adding precast beams and stitching to connect structures. Finally, safety measures and challenges for strengthening a historic bridge in Switzerland under live traffic are presented.
React based fullstack edtech web applicationIRJET Journal
The document describes the architecture of an educational technology web application built using the MERN stack. It discusses the frontend developed with ReactJS, backend with NodeJS and ExpressJS, and MongoDB database. The frontend provides dynamic user interfaces, while the backend offers APIs for authentication, course management, and other functions. MongoDB enables flexible data storage. The architecture aims to provide a scalable, responsive platform for online learning.
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...IRJET Journal
This paper proposes integrating Internet of Things (IoT) and blockchain technologies to help implement objectives of India's National Education Policy (NEP) in the education sector. The paper discusses how blockchain could be used for secure student data management, credential verification, and decentralized learning platforms. IoT devices could create smart classrooms, automate attendance tracking, and enable real-time monitoring. Blockchain would ensure integrity of exam processes and resource allocation, while smart contracts automate agreements. The paper argues this integration has potential to revolutionize education by making it more secure, transparent and efficient, in alignment with NEP goals. However, challenges like infrastructure needs, data privacy, and collaborative efforts are also discussed.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.IRJET Journal
This document provides a review of research on the performance of coconut fibre reinforced concrete. It summarizes several studies that tested different volume fractions and lengths of coconut fibres in concrete mixtures with varying compressive strengths. The studies found that coconut fibre improved properties like tensile strength, toughness, crack resistance, and spalling resistance compared to plain concrete. Volume fractions of 2-5% and fibre lengths of 20-50mm produced the best results. The document concludes that using a 4-5% volume fraction of coconut fibres 30-40mm in length with M30-M60 grade concrete would provide benefits based on previous research.
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...IRJET Journal
The document discusses optimizing business management processes through automation using Microsoft Power Automate and artificial intelligence. It provides an overview of Power Automate's key components and features for automating workflows across various apps and services. The document then presents several scenarios applying automation solutions to common business processes like data entry, monitoring, HR, finance, customer support, and more. It estimates the potential time and cost savings from implementing automation for each scenario. Finally, the conclusion emphasizes the transformative impact of AI and automation tools on business processes and the need for ongoing optimization.
Multistoried and Multi Bay Steel Building Frame by using Seismic DesignIRJET Journal
The document describes the seismic design of a G+5 steel building frame located in Roorkee, India according to Indian codes IS 1893-2002 and IS 800. The frame was analyzed using the equivalent static load method and response spectrum method, and its response in terms of displacements and shear forces were compared. Based on the analysis, the frame was designed as a seismic-resistant steel structure according to IS 800:2007. The software STAAD Pro was used for the analysis and design.
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...IRJET Journal
This research paper explores using plastic waste as a sustainable and cost-effective construction material. The study focuses on manufacturing pavers and bricks using recycled plastic and partially replacing concrete with plastic alternatives. Initial results found that pavers and bricks made from recycled plastic demonstrate comparable strength and durability to traditional materials while providing environmental and cost benefits. Additionally, preliminary research indicates incorporating plastic waste as a partial concrete replacement significantly reduces construction costs without compromising structural integrity. The outcomes suggest adopting plastic waste in construction can address plastic pollution while optimizing costs, promoting more sustainable building practices.
Presentation of IEEE Slovenia CIS (Computational Intelligence Society) Chapte...University of Maribor
Slides from talk presenting:
Aleš Zamuda: Presentation of IEEE Slovenia CIS (Computational Intelligence Society) Chapter and Networking.
Presentation at IcETRAN 2024 session:
"Inter-Society Networking Panel GRSS/MTT-S/CIS
Panel Session: Promoting Connection and Cooperation"
IEEE Slovenia GRSS
IEEE Serbia and Montenegro MTT-S
IEEE Slovenia CIS
11TH INTERNATIONAL CONFERENCE ON ELECTRICAL, ELECTRONIC AND COMPUTING ENGINEERING
3-6 June 2024, Niš, Serbia
Comparative analysis between traditional aquaponics and reconstructed aquapon...bijceesjournal
The aquaponic system of planting is a method that does not require soil usage. It is a method that only needs water, fish, lava rocks (a substitute for soil), and plants. Aquaponic systems are sustainable and environmentally friendly. Its use not only helps to plant in small spaces but also helps reduce artificial chemical use and minimizes excess water use, as aquaponics consumes 90% less water than soil-based gardening. The study applied a descriptive and experimental design to assess and compare conventional and reconstructed aquaponic methods for reproducing tomatoes. The researchers created an observation checklist to determine the significant factors of the study. The study aims to determine the significant difference between traditional aquaponics and reconstructed aquaponics systems propagating tomatoes in terms of height, weight, girth, and number of fruits. The reconstructed aquaponics system’s higher growth yield results in a much more nourished crop than the traditional aquaponics system. It is superior in its number of fruits, height, weight, and girth measurement. Moreover, the reconstructed aquaponics system is proven to eliminate all the hindrances present in the traditional aquaponics system, which are overcrowding of fish, algae growth, pest problems, contaminated water, and dead fish.
A review on techniques and modelling methodologies used for checking electrom...nooriasukmaningtyas
The proper function of the integrated circuit (IC) in an inhibiting electromagnetic environment has always been a serious concern throughout the decades of revolution in the world of electronics, from disjunct devices to today’s integrated circuit technology, where billions of transistors are combined on a single chip. The automotive industry and smart vehicles in particular, are confronting design issues such as being prone to electromagnetic interference (EMI). Electronic control devices calculate incorrect outputs because of EMI and sensors give misleading values which can prove fatal in case of automotives. In this paper, the authors have non exhaustively tried to review research work concerned with the investigation of EMI in ICs and prediction of this EMI using various modelling methodologies and measurement setups.
TIME DIVISION MULTIPLEXING TECHNIQUE FOR COMMUNICATION SYSTEMHODECEDSIET
Time Division Multiplexing (TDM) is a method of transmitting multiple signals over a single communication channel by dividing the signal into many segments, each having a very short duration of time. These time slots are then allocated to different data streams, allowing multiple signals to share the same transmission medium efficiently. TDM is widely used in telecommunications and data communication systems.
### How TDM Works
1. **Time Slots Allocation**: The core principle of TDM is to assign distinct time slots to each signal. During each time slot, the respective signal is transmitted, and then the process repeats cyclically. For example, if there are four signals to be transmitted, the TDM cycle will divide time into four slots, each assigned to one signal.
2. **Synchronization**: Synchronization is crucial in TDM systems to ensure that the signals are correctly aligned with their respective time slots. Both the transmitter and receiver must be synchronized to avoid any overlap or loss of data. This synchronization is typically maintained by a clock signal that ensures time slots are accurately aligned.
3. **Frame Structure**: TDM data is organized into frames, where each frame consists of a set of time slots. Each frame is repeated at regular intervals, ensuring continuous transmission of data streams. The frame structure helps in managing the data streams and maintaining the synchronization between the transmitter and receiver.
4. **Multiplexer and Demultiplexer**: At the transmitting end, a multiplexer combines multiple input signals into a single composite signal by assigning each signal to a specific time slot. At the receiving end, a demultiplexer separates the composite signal back into individual signals based on their respective time slots.
### Types of TDM
1. **Synchronous TDM**: In synchronous TDM, time slots are pre-assigned to each signal, regardless of whether the signal has data to transmit or not. This can lead to inefficiencies if some time slots remain empty due to the absence of data.
2. **Asynchronous TDM (or Statistical TDM)**: Asynchronous TDM addresses the inefficiencies of synchronous TDM by allocating time slots dynamically based on the presence of data. Time slots are assigned only when there is data to transmit, which optimizes the use of the communication channel.
### Applications of TDM
- **Telecommunications**: TDM is extensively used in telecommunication systems, such as in T1 and E1 lines, where multiple telephone calls are transmitted over a single line by assigning each call to a specific time slot.
- **Digital Audio and Video Broadcasting**: TDM is used in broadcasting systems to transmit multiple audio or video streams over a single channel, ensuring efficient use of bandwidth.
- **Computer Networks**: TDM is used in network protocols and systems to manage the transmission of data from multiple sources over a single network medium.
### Advantages of TDM
- **Efficient Use of Bandwidth**: TDM all
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressionsVictor Morales
K8sGPT is a tool that analyzes and diagnoses Kubernetes clusters. This presentation was used to share the requirements and dependencies to deploy K8sGPT in a local environment.
Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024Sinan KOZAK
Sinan from the Delivery Hero mobile infrastructure engineering team shares a deep dive into performance acceleration with Gradle build cache optimizations. Sinan shares their journey into solving complex build-cache problems that affect Gradle builds. By understanding the challenges and solutions found in our journey, we aim to demonstrate the possibilities for faster builds. The case study reveals how overlapping outputs and cache misconfigurations led to significant increases in build times, especially as the project scaled up with numerous modules using Paparazzi tests. The journey from diagnosing to defeating cache issues offers invaluable lessons on maintaining cache integrity without sacrificing functionality.
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.
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.
ACEP Magazine edition 4th launched on 05.06.2024Rahul
This document provides information about the third edition of the magazine "Sthapatya" published by the Association of Civil Engineers (Practicing) Aurangabad. It includes messages from current and past presidents of ACEP, memories and photos from past ACEP events, information on life time achievement awards given by ACEP, and a technical article on concrete maintenance, repairs and strengthening. The document highlights activities of ACEP and provides a technical educational article for members.
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.