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.
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
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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.
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2) The robot uses an Arduino board and can be navigated around areas wirelessly using a remote control with an RF transmitter and receiver module.
3) The robot is capable of detecting obstacles using ultrasonic sensors, flames using a flame sensor, and chemicals like hydrogen using specific gas sensors. LED lights indicate when detections are made.
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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.
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
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This document describes an industrial disaster control system using a hanging robot. The proposed system uses a hanging robot that can travel along rope paths to continuously monitor industries. The robot is equipped with gas, temperature, and light sensors to detect abnormal conditions. If sensor values exceed thresholds, an alert is sent to authorities and a buzzer is activated. The system also includes a ground unit with a fire extinguisher that is activated if a fire is detected, helping prevent further damage. The hanging robot design aims to detect issues early and minimize industrial damage from disasters.
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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.
This document describes a firefighting robotic vehicle that can detect and extinguish fires autonomously. The robotic vehicle is equipped with sensors like a temperature sensor and smoke detector to detect fires. It also has a water tank and pump to extinguish fires. An Android application allows for remote control of the robot to move forward, backward, left, right and activate the water pump. The robot is designed to help fight fires in dangerous situations where human firefighters may be at risk.
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2) The robot uses an Arduino board and can be navigated around areas wirelessly using a remote control with an RF transmitter and receiver module.
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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.
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This document describes the design of an automated solar-powered lawn mower called the Automated Mower Robo. It uses an Arduino board and ultrasonic sensors to cut grass automatically while avoiding obstacles. The mower is powered by a 12V battery that charges from an attached solar panel. It was tested on different grass types and was able to cut the grass shorter than the expected height, showing 90% efficiency. The mower provides an environmentally friendly alternative to gas-powered mowers by using solar energy for an automated grass cutting system.
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This document reviews an IoT-based dual arm tele-robotic system for pick and place operations and online video streaming. It discusses designing a robot gripper for precision pick and place applications. An IoT-embedded control system would allow remote control of the robotic arms as well as video surveillance of remote areas. The system aims to develop a dual arm tele-robot for pick and place operations and online video streaming to identify and retrieve objects from a distance.
This document describes a proposed robot that would help protect wildlife using sensors and navigation capabilities. The robot, called a bot, would use an ultrasonic sensor connected to an Arduino Uno microcontroller to detect obstacles, people, or animals. The Arduino code would allow the bot to change direction to avoid collisions. Its goal is to help reduce accidents involving animals in forests and roads by continuously monitoring endangered animals and plants. The bot design incorporates components like a battery, motor, and switches to power movement. Experimental results show the bot can detect distance and change speed/velocity/acceleration based on sensor readings to navigate around detected objects. The bot aims to help conserve wildlife habitats and populations through non-intrusive monitoring using emerging IoT
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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.
This presentation describes the design of a fire sensing robot. It uses an ATmega8 microcontroller as its brain to interface sensors like a gas detector and control motors. The robot can detect fires, stop moving automatically, and signal the location to a fire prevention system. It is intended to detect fires in places like server rooms that are dangerous for humans. The project aims to allow robots to perform dangerous firefighting tasks instead of humans.
1) The document describes a wireless mobile robot designed for military applications that uses sensors to interact with the physical world and navigate under the control of a base station.
2) The robot is designed to complete all tasks like detecting obstacles, border security, recording audio/video, and firing within critical time limits for safety.
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This document describes a portable surveillance robot that uses IoT technology. The robot is able to scale horizontal and vertical surfaces while automatically controlling transitions between surfaces. It transmits live video through a wireless channel to a remote workstation for surveillance purposes. The robot uses an Arduino UNO microcontroller along with a WiFi module, camera, motors, and other hardware. It allows users to both monitor video from the robot and control its movement remotely. The goal is to provide security surveillance to hazardous or hard to access areas without risking human safety.
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This document describes the implementation of a self-driving car using a Raspberry Pi. It discusses using machine learning and a Raspberry Pi camera to train the car to detect images and operate according to its training. The Raspberry Pi controls a motor driver, ultrasonic sensor, and camera to allow the car to drive itself autonomously. Components like the camera are used for training and detecting objects, while the motor driver and ultrasonic sensor enable control of the motors and distance measurement. This prototype autonomous car demonstrates an advancing technology that could also be used to transport goods in industries.
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This document describes the design and development of a range control fire extinguishing system in the form of a robotic system. The robotic system uses various sensors including flame sensors and ultrasonic sensors, along with an Arduino microcontroller, motor driver, water pump and other hardware to detect and extinguish fires autonomously. When a fire is detected by the flame sensors, the robotic system will navigate to the location using its motors and extinguish the fire by pumping water through its nozzle system. The system aims to provide a safer way to fight fires compared to human firefighters entering dangerous fire conditions. The document discusses the hardware and software implementation in detail and concludes the smart robotic fire extinguishing system is capable of effectively detecting and extingu
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The document describes the design of an autonomous navigation robot that can avoid obstacles. An ATmega328P microcontroller is used to process signals from ultrasonic sensors and direct the robot's movement. When an obstacle is detected, the microcontroller determines the distance and redirects the robot by turning or reversing direction to avoid collisions. The robot's movement is controlled by the microcontroller sending signals to motors through a motor driver. The goal is for the robot to intelligently navigate unknown environments without needing remote control by detecting obstacles with sensors and maneuvering autonomously.
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...IRJET Journal
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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.
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.
Design and optimization of ion propulsion dronebjmsejournal
Electric propulsion technology is widely used in many kinds of vehicles in recent years, and aircrafts are no exception. Technically, UAVs are electrically propelled but tend to produce a significant amount of noise and vibrations. Ion propulsion technology for drones is a potential solution to this problem. Ion propulsion technology is proven to be feasible in the earth’s atmosphere. The study presented in this article shows the design of EHD thrusters and power supply for ion propulsion drones along with performance optimization of high-voltage power supply for endurance in earth’s atmosphere.
An improved modulation technique suitable for a three level flying capacitor ...IJECEIAES
This research paper introduces an innovative modulation technique for controlling a 3-level flying capacitor multilevel inverter (FCMLI), aiming to streamline the modulation process in contrast to conventional methods. The proposed
simplified modulation technique paves the way for more straightforward and
efficient control of multilevel inverters, enabling their widespread adoption and
integration into modern power electronic systems. Through the amalgamation of
sinusoidal pulse width modulation (SPWM) with a high-frequency square wave
pulse, this controlling technique attains energy equilibrium across the coupling
capacitor. The modulation scheme incorporates a simplified switching pattern
and a decreased count of voltage references, thereby simplifying the control
algorithm.
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.
Use PyCharm for remote debugging of WSL on a Windo cf5c162d672e4e58b4dde5d797...shadow0702a
This document serves as a comprehensive step-by-step guide on how to effectively use PyCharm for remote debugging of the Windows Subsystem for Linux (WSL) on a local Windows machine. It meticulously outlines several critical steps in the process, starting with the crucial task of enabling permissions, followed by the installation and configuration of WSL.
The guide then proceeds to explain how to set up the SSH service within the WSL environment, an integral part of the process. Alongside this, it also provides detailed instructions on how to modify the inbound rules of the Windows firewall to facilitate the process, ensuring that there are no connectivity issues that could potentially hinder the debugging process.
The document further emphasizes on the importance of checking the connection between the Windows and WSL environments, providing instructions on how to ensure that the connection is optimal and ready for remote debugging.
It also offers an in-depth guide on how to configure the WSL interpreter and files within the PyCharm environment. This is essential for ensuring that the debugging process is set up correctly and that the program can be run effectively within the WSL terminal.
Additionally, the document provides guidance on how to set up breakpoints for debugging, a fundamental aspect of the debugging process which allows the developer to stop the execution of their code at certain points and inspect their program at those stages.
Finally, the document concludes by providing a link to a reference blog. This blog offers additional information and guidance on configuring the remote Python interpreter in PyCharm, providing the reader with a well-rounded understanding of the process.
Embedded machine learning-based road conditions and driving behavior monitoringIJECEIAES
Car accident rates have increased in recent years, resulting in losses in human lives, properties, and other financial costs. An embedded machine learning-based system is developed to address this critical issue. The system can monitor road conditions, detect driving patterns, and identify aggressive driving behaviors. The system is based on neural networks trained on a comprehensive dataset of driving events, driving styles, and road conditions. The system effectively detects potential risks and helps mitigate the frequency and impact of accidents. The primary goal is to ensure the safety of drivers and vehicles. Collecting data involved gathering information on three key road events: normal street and normal drive, speed bumps, circular yellow speed bumps, and three aggressive driving actions: sudden start, sudden stop, and sudden entry. The gathered data is processed and analyzed using a machine learning system designed for limited power and memory devices. The developed system resulted in 91.9% accuracy, 93.6% precision, and 92% recall. The achieved inference time on an Arduino Nano 33 BLE Sense with a 32-bit CPU running at 64 MHz is 34 ms and requires 2.6 kB peak RAM and 139.9 kB program flash memory, making it suitable for resource-constrained embedded systems.