The document describes the design of a two-stage single speed gearbox for an SAE BAJA vehicle. Key aspects include:
1) The gearbox provides high torque and moderate high speed to meet competition requirements of climbing a 35 degree gradient and reaching 60 kph.
2) It uses a continuously variable transmission for the first stage, providing a maximum ratio of 3.83:1. The two-stage gearbox then provides a further reduction ratio of 7.83:1.
3) Detailed calculations are shown for the gear and shaft designs of each stage to withstand the required torques and stresses. Materials, modules, diameters and other specifications are determined.
4) ANSYS
Team Traxion'15 - Virtual Baja 2015 PresentationDhamodharan V
Traxion'15 is the official SAE collegiate team of Sri Venkateswara College of Engineering, Sriperumbudur, which participated in "SAE Virtual Baja 2015" held at Gujarat Technological University, Ahmedabad.
The document summarizes the design of an off-road vehicle created by University of Texas at San Antonio students for the 2015 Baja SAE competition. It describes the design of the front and rear suspension systems, drivetrain, controls including steering and braking, and the frame. Analysis was conducted using software tools to optimize various components for performance over rough terrain while maintaining structural integrity. The vehicle was designed with a focus on safety, manufacturability, durability and performance given engineering and economic constraints.
The document describes the design of a go-kart by team EK-IDEA2015. It includes specifications for the chassis, braking system, steering, drive train, and other components. Calculations and simulations were performed to validate components will meet rules and withstand stresses. The team developed the design over several months, with members responsible for different tasks like CAD work, fabrication, and documentation. A cost report estimates the total project cost at $66050.
The document describes the design of a 12-speed gearbox with an input speed range of 1600 rpm and output speed range of 160-2000 rpm. It involves calculating the step ratio of 1.12, selecting standard speeds between 160-1973 rpm, and determining the kinematic arrangement and number of teeth for each gear to achieve the 12 speeds. The structural formula of the gearbox is 3(1) 2(3) 2(6), meaning the input is split into 3 speeds in stage 1, each of those 3 inputs is split into 2 speeds in stage 2, and each of those 6 inputs is split into 2 speeds in stage 3 to achieve the 12 output speeds.
•SAE Baja is an Inter-colligate off road racing competition where the top engineering colleges in India successfully fabricate and race there all-terrain vehicles.
•The competition has various automotive giants like Mahindra, General motors etc. powering the event.
•The contest challenges each team to function as a firm whose objective is to design, fabricate, market and race off their vehicles that would be evaluated on a variety of manufacturing angles by various professionals from the sponsoring automotive companies.
The document provides specifications for Agnee Crane duty helical gear boxes. It describes the general specifications including the housing, gears, shafts, bearings, lubrication, cooling, and painting. It also provides details on selection procedure, efficiency, dimensions, and power capacities for single stage horizontal gear boxes in various sizes ranging from 100 to 400. The gear boxes are suitable for industrial applications requiring transmission of power in crane and hoist drives.
(1) Belts and chains are flexible power transmission elements that operate on pulleys or sprockets respectively. Belts can be flat, cogged, or V-shaped while chains are made of linked pins and operate on toothed wheels.
(2) When designing belt or chain drives, key parameters include the power rating, speed ratio, center distance, sheave/sprocket sizes, and wrap angle. The proper belt or chain type is selected based on the power and speed requirements.
(3) Examples show the step-by-step process for selecting belt sizes, determining sheave diameters and center distance, and ensuring adequate wrap angles. For chains, the sprocket tooth counts and sizes and center
Team Traxion'15 - Virtual Baja 2015 PresentationDhamodharan V
Traxion'15 is the official SAE collegiate team of Sri Venkateswara College of Engineering, Sriperumbudur, which participated in "SAE Virtual Baja 2015" held at Gujarat Technological University, Ahmedabad.
The document summarizes the design of an off-road vehicle created by University of Texas at San Antonio students for the 2015 Baja SAE competition. It describes the design of the front and rear suspension systems, drivetrain, controls including steering and braking, and the frame. Analysis was conducted using software tools to optimize various components for performance over rough terrain while maintaining structural integrity. The vehicle was designed with a focus on safety, manufacturability, durability and performance given engineering and economic constraints.
The document describes the design of a go-kart by team EK-IDEA2015. It includes specifications for the chassis, braking system, steering, drive train, and other components. Calculations and simulations were performed to validate components will meet rules and withstand stresses. The team developed the design over several months, with members responsible for different tasks like CAD work, fabrication, and documentation. A cost report estimates the total project cost at $66050.
The document describes the design of a 12-speed gearbox with an input speed range of 1600 rpm and output speed range of 160-2000 rpm. It involves calculating the step ratio of 1.12, selecting standard speeds between 160-1973 rpm, and determining the kinematic arrangement and number of teeth for each gear to achieve the 12 speeds. The structural formula of the gearbox is 3(1) 2(3) 2(6), meaning the input is split into 3 speeds in stage 1, each of those 3 inputs is split into 2 speeds in stage 2, and each of those 6 inputs is split into 2 speeds in stage 3 to achieve the 12 output speeds.
•SAE Baja is an Inter-colligate off road racing competition where the top engineering colleges in India successfully fabricate and race there all-terrain vehicles.
•The competition has various automotive giants like Mahindra, General motors etc. powering the event.
•The contest challenges each team to function as a firm whose objective is to design, fabricate, market and race off their vehicles that would be evaluated on a variety of manufacturing angles by various professionals from the sponsoring automotive companies.
The document provides specifications for Agnee Crane duty helical gear boxes. It describes the general specifications including the housing, gears, shafts, bearings, lubrication, cooling, and painting. It also provides details on selection procedure, efficiency, dimensions, and power capacities for single stage horizontal gear boxes in various sizes ranging from 100 to 400. The gear boxes are suitable for industrial applications requiring transmission of power in crane and hoist drives.
(1) Belts and chains are flexible power transmission elements that operate on pulleys or sprockets respectively. Belts can be flat, cogged, or V-shaped while chains are made of linked pins and operate on toothed wheels.
(2) When designing belt or chain drives, key parameters include the power rating, speed ratio, center distance, sheave/sprocket sizes, and wrap angle. The proper belt or chain type is selected based on the power and speed requirements.
(3) Examples show the step-by-step process for selecting belt sizes, determining sheave diameters and center distance, and ensuring adequate wrap angles. For chains, the sprocket tooth counts and sizes and center
The document discusses the design and components of a gear box. It explains that a gear box provides variable speed and torque from a rotating power source to another device using gears and gear trains. The main components of a gear box include gears, shafts, clutches and forks. Different types of gear boxes are described such as sliding mesh, constant mesh and synchromesh gear boxes. The functions, working and advantages of using preferred numbers in gear box design are also summarized.
Single Speed Transmission for Electric VehiclesSameer Shah
This document summarizes Sameer Shah's seminar report on designing a single speed transmission for electric vehicles. The report describes the design process for a helical gear transmission with a gear ratio of 12.25:1 to meet the torque requirements of an electric vehicle. Structural simulation was performed on the gears to validate they could withstand the expected loads. The gears would be manufactured using hobbing or shaping and finished through grinding or honing. Lubrication would be provided by Omega 690 gear oil for its low temperature fluidity and high temperature strength.
The document discusses various types of CASNUB bogies used in Indian railways. It provides details of the components and features of CASNUB -22W, -22W(M), -22W(Retrofitted), -22NL, -22NLB, -22NLM, and -22HS bogies. The bogies comprise side frames, a bolster, springs, a centre pivot arrangement, friction plates, and other components. The document also outlines inspection and maintenance criteria for key bogie components like the adapter and side frames.
The document provides information on steering system components for light commercial vehicles (LCVs) from Tata Motors. It discusses the objectives and agenda of the training module which focuses on overhauling three types of steering systems - ZF ball and nut type, rack and pinion type, and mechanical type. It also covers the construction, removal, installation, and diagnosis of the propeller shaft 709 type. Detailed information is given on recirculating ball and nut type steering systems, including mechanical and power assisted versions. The components and working of Rane brand recirculating ball steering gears are described.
It's a obviously great privilege,proud & honor as well that I instated a PPT on Piston Design & Analysis power presentation which was amazed so many people and hope u people also 'll be obliged & benefited.....................................My good wishes with ye always . Thank you.
The document provides technical details of a BAJA SAE vehicle designed by Team Piranha Racing from Maharashtra Institute of Technology, Pune. It includes dimensions, materials, and analysis results for components like the roll cage, suspension, transmission, brakes, and steering. Graphs show performance parameters like acceleration, traction forces, and steering characteristics. The document also outlines the project plan, workshop facilities, cost breakdown, and validation methods like a half-car model analysis of camber and roll center heights.
According to ISO 1940/1:
- ISO 1940/1 defines balance quality grades (G values) that represent the maximum permissible vibration caused by unbalance at operating speeds. Lower G values indicate better balance quality requirements.
- Specific unbalance is the product of the rotor's center of gravity displacement and angular velocity. It is measured in units like mm/s.
- Maximum permissible residual unbalance (Uper) is calculated based on factors like specific unbalance, rotor weight, balancing radius, and rotor geometry. Formulas are provided to calculate Uper for general, symmetrical, overhung, and narrow rotors.
This document describes the design of a worm and worm wheel gear set. It begins with an introduction to worm gears and their applications where fast braking, low noise, or space constraints are important factors. The document then outlines the design process, which involves selecting design parameters like tooth count and lead angle, calculating loads, strength, and efficiency. The design problem provided is to transmit 22 kW between shafts 225 mm apart with a 24:1 transmission ratio using phosphor bronze materials. The document details the step-by-step design process to solve this problem and size the worm and worm wheel gears.
The document summarizes the analysis and improvements made to the design of an engineering university's Baja racing vehicle to improve ergonomics. Three key areas were addressed: seat adjustability and comfort, steering wheel adjustment, and ergonomic analysis of body positioning during driving. Computer-aided design (CAD) software and manikins representing the 5th and 95th percentile were used. Analysis tools like RULA scores showed potential improvements. Adjustments like an adjustable steering column and seat rails were proposed and modeled in CAD.
This document provides an overview of torsion and power transmission in shafts. It defines the torsion equation that relates torque, shear stress, polar second moment of area, and angle of twist. Formulas are derived for solid and hollow circular shafts. Examples are provided to calculate shear stress, angle of twist, and maximum torque or power given various shaft properties and limitations. The document also relates mechanical power to torque and rotational speed.
DATE: 2019.05
- Design of a gearbox as a power transmission system
- Calculation of mechanical design parameters
- Mechanical design process
- Bearing selection from a given catalog
- Using ISO standards for a mechanical design process
In this project, a suitable gearbox is designed, and bearings are selected for the given prime mover in a screw conveyor machine. Screw conveyors are used for granular material transporting applications such as wheat. The granular medium can be transported efficiently to any desired position, ie. horizontal, vertical or sloped position.
This document discusses the design of shafts used in machines. It begins by introducing different types of shafts like stepped, cranked, and flexible shafts. It then discusses the materials used for shafts, focusing on their strength and machinability. The document provides equations to calculate shaft diameter based on the torque transmitted. It also lists permissible stress values for shaft materials under different service conditions. Finally, it discusses how shafts experience both bending and torsional stresses that must be considered in their design.
This document is a report on the design and analysis of a universal joint. It begins with an abstract summarizing that a universal joint was designed to allow misalignment of shafts while transmitting torque or power. It then lists the objectives as solving a problem related to universal joints, designing a solution, calculating safe torque levels, and understanding applications. The document provides background on couplings, describes different types of couplings including universal joints, and explains features of universal joints like how they allow shafts to bend in any direction. It also includes diagrams of universal joint components and configurations.
The document provides technical specifications and design details for an electric vehicle called ANDROSPHIN. It includes the vehicle's dimensions, weight, performance characteristics, component designs, analysis, and project planning. Key details are the vehicle's wheelbase of 1517.41mm, max speed of 60kmph, stopping distance of 7.867m, and total weight of 294kg. The chassis is made of AISI 4130 steel alloy. Components like the suspension, brakes, steering, and powertrain are also described in detail along with analysis of stresses and forces. The project timeline is outlined in a Gantt chart spanning 2017-2018.
The document discusses different types of gears including spur, helical, bevel, and worm gears. It describes gear terminology like pitch circle, diametral pitch, and pressure angle. Factors that influence gear design strength like dynamic load, stress concentration, and reliability are also covered. The AGMA (American Gear Manufacturers Association) standard method for calculating gear bending strength is presented which considers factors like transmitted load, speed, and material properties.
4 shaft problems on shaft bending moment onlyDr.R. SELVAM
1) The document discusses the design of solid and hollow shafts subjected to torque or bending moments. It provides examples of calculating the diameters of shafts based on the power transmitted, shear stress, bending stress, and other parameters.
2) Formulas are given for calculating the torque capacity and moment of inertia of solid and hollow circular shafts. Examples show how to use the formulas and given values like power, speed, stress limits, and safety factors to determine the necessary shaft diameters.
3) One example calculates the diameter of a railway axle between wheels based on the load on each wheel, distance of the load from the wheel base, gauge of the rails, and not exceeding a bending stress limit. Diagrams
Here are the steps to design and draw a flywheel for a four stroke four cylinder 133 kW engine running at 375 rpm with a diameter not exceeding 1 m:
Given:
Power of engine, P = 133 kW = 133000 W
Number of cylinders, n = 4
Speed of engine, N = 375 rpm
Maximum diameter, Dmax = 1 m
Step 1) Calculate the mean effective pressure (p):
p = (2*P)/(n*π*D^2*N)
p = (2*133000)/(4*π*(0.5)^2*375) = 7 bar
Step 2) Calculate the mass moment of inertia (I) required:
I
The document discusses traction and tractive effort in vehicles. It defines traction as the friction between a drive wheel and the surface it moves upon. Tractive effort is the force available at the contact between drive wheel tires and the road. Traction control systems monitor each wheel and apply braking or torque to wheels that may be slipping to increase traction. Traction can be increased through methods like decreasing tire pressure, tread design, adding tracks/chains, additional weight, and dynamic weight transfer. Non-electric traction systems include steam and internal combustion engine drives, while electric traction uses diesel-electric or gas turbine electric drives.
Virtual baja 2016 17355 alpha college of engg. and tech._presentation.pptIshan Mehta
Team ID 17355 from Alpha College of Engineering & Technology designed and built an off-road vehicle for the Virtual Baja competition. Their proposed vehicle features improvements over the previous year's design including a lighter roll cage, optimized cockpit area, and improved suspension and drivetrain packaging. Key changes resulted in a weight reduction from 252kg to 196kg while improving specifications such as gradeability, top speed, and braking distance. Lessons from prior years helped focus on effective project management and testing to optimize performance.
Design and analysis of 4WD 2-stage reduction gearbox for mBAJA buggy using fi...IRJET Journal
This document summarizes the design and analysis of a 4-wheel drive (4WD) 2-stage reduction gearbox for an all-terrain vehicle (ATV) called a mBAJA buggy using finite element method (FEM) simulation. The gearbox is designed to meet the performance requirements for various events in the BAJA SAE India competition while withstanding the loads experienced. AISI 4340 steel is selected for the gears. Calculations are shown for determining the gear ratios, number of teeth, module, safety factors, and face widths for each stage of the gearbox as well as for the differential gears.
IRJET- Design and Development of Open Differential for Transmission System of...IRJET Journal
This document describes the design and development of an open differential for an all-terrain vehicle (ATV). The authors first perform analytical calculations to determine the required gear ratios and sizes based on the vehicle's dimensions and performance requirements. They select materials and design the gears to withstand bending and contact stresses. Bearings are sized to support the radial and axial loads from the gears. The differential components, including gears, pinion, and center pin, are then modeled in CAD software. In summary, the authors designed and analyzed an open differential through calculations and CAD modeling to transmit torque from the transmission to the wheels of an ATV.
The document discusses the design and components of a gear box. It explains that a gear box provides variable speed and torque from a rotating power source to another device using gears and gear trains. The main components of a gear box include gears, shafts, clutches and forks. Different types of gear boxes are described such as sliding mesh, constant mesh and synchromesh gear boxes. The functions, working and advantages of using preferred numbers in gear box design are also summarized.
Single Speed Transmission for Electric VehiclesSameer Shah
This document summarizes Sameer Shah's seminar report on designing a single speed transmission for electric vehicles. The report describes the design process for a helical gear transmission with a gear ratio of 12.25:1 to meet the torque requirements of an electric vehicle. Structural simulation was performed on the gears to validate they could withstand the expected loads. The gears would be manufactured using hobbing or shaping and finished through grinding or honing. Lubrication would be provided by Omega 690 gear oil for its low temperature fluidity and high temperature strength.
The document discusses various types of CASNUB bogies used in Indian railways. It provides details of the components and features of CASNUB -22W, -22W(M), -22W(Retrofitted), -22NL, -22NLB, -22NLM, and -22HS bogies. The bogies comprise side frames, a bolster, springs, a centre pivot arrangement, friction plates, and other components. The document also outlines inspection and maintenance criteria for key bogie components like the adapter and side frames.
The document provides information on steering system components for light commercial vehicles (LCVs) from Tata Motors. It discusses the objectives and agenda of the training module which focuses on overhauling three types of steering systems - ZF ball and nut type, rack and pinion type, and mechanical type. It also covers the construction, removal, installation, and diagnosis of the propeller shaft 709 type. Detailed information is given on recirculating ball and nut type steering systems, including mechanical and power assisted versions. The components and working of Rane brand recirculating ball steering gears are described.
It's a obviously great privilege,proud & honor as well that I instated a PPT on Piston Design & Analysis power presentation which was amazed so many people and hope u people also 'll be obliged & benefited.....................................My good wishes with ye always . Thank you.
The document provides technical details of a BAJA SAE vehicle designed by Team Piranha Racing from Maharashtra Institute of Technology, Pune. It includes dimensions, materials, and analysis results for components like the roll cage, suspension, transmission, brakes, and steering. Graphs show performance parameters like acceleration, traction forces, and steering characteristics. The document also outlines the project plan, workshop facilities, cost breakdown, and validation methods like a half-car model analysis of camber and roll center heights.
According to ISO 1940/1:
- ISO 1940/1 defines balance quality grades (G values) that represent the maximum permissible vibration caused by unbalance at operating speeds. Lower G values indicate better balance quality requirements.
- Specific unbalance is the product of the rotor's center of gravity displacement and angular velocity. It is measured in units like mm/s.
- Maximum permissible residual unbalance (Uper) is calculated based on factors like specific unbalance, rotor weight, balancing radius, and rotor geometry. Formulas are provided to calculate Uper for general, symmetrical, overhung, and narrow rotors.
This document describes the design of a worm and worm wheel gear set. It begins with an introduction to worm gears and their applications where fast braking, low noise, or space constraints are important factors. The document then outlines the design process, which involves selecting design parameters like tooth count and lead angle, calculating loads, strength, and efficiency. The design problem provided is to transmit 22 kW between shafts 225 mm apart with a 24:1 transmission ratio using phosphor bronze materials. The document details the step-by-step design process to solve this problem and size the worm and worm wheel gears.
The document summarizes the analysis and improvements made to the design of an engineering university's Baja racing vehicle to improve ergonomics. Three key areas were addressed: seat adjustability and comfort, steering wheel adjustment, and ergonomic analysis of body positioning during driving. Computer-aided design (CAD) software and manikins representing the 5th and 95th percentile were used. Analysis tools like RULA scores showed potential improvements. Adjustments like an adjustable steering column and seat rails were proposed and modeled in CAD.
This document provides an overview of torsion and power transmission in shafts. It defines the torsion equation that relates torque, shear stress, polar second moment of area, and angle of twist. Formulas are derived for solid and hollow circular shafts. Examples are provided to calculate shear stress, angle of twist, and maximum torque or power given various shaft properties and limitations. The document also relates mechanical power to torque and rotational speed.
DATE: 2019.05
- Design of a gearbox as a power transmission system
- Calculation of mechanical design parameters
- Mechanical design process
- Bearing selection from a given catalog
- Using ISO standards for a mechanical design process
In this project, a suitable gearbox is designed, and bearings are selected for the given prime mover in a screw conveyor machine. Screw conveyors are used for granular material transporting applications such as wheat. The granular medium can be transported efficiently to any desired position, ie. horizontal, vertical or sloped position.
This document discusses the design of shafts used in machines. It begins by introducing different types of shafts like stepped, cranked, and flexible shafts. It then discusses the materials used for shafts, focusing on their strength and machinability. The document provides equations to calculate shaft diameter based on the torque transmitted. It also lists permissible stress values for shaft materials under different service conditions. Finally, it discusses how shafts experience both bending and torsional stresses that must be considered in their design.
This document is a report on the design and analysis of a universal joint. It begins with an abstract summarizing that a universal joint was designed to allow misalignment of shafts while transmitting torque or power. It then lists the objectives as solving a problem related to universal joints, designing a solution, calculating safe torque levels, and understanding applications. The document provides background on couplings, describes different types of couplings including universal joints, and explains features of universal joints like how they allow shafts to bend in any direction. It also includes diagrams of universal joint components and configurations.
The document provides technical specifications and design details for an electric vehicle called ANDROSPHIN. It includes the vehicle's dimensions, weight, performance characteristics, component designs, analysis, and project planning. Key details are the vehicle's wheelbase of 1517.41mm, max speed of 60kmph, stopping distance of 7.867m, and total weight of 294kg. The chassis is made of AISI 4130 steel alloy. Components like the suspension, brakes, steering, and powertrain are also described in detail along with analysis of stresses and forces. The project timeline is outlined in a Gantt chart spanning 2017-2018.
The document discusses different types of gears including spur, helical, bevel, and worm gears. It describes gear terminology like pitch circle, diametral pitch, and pressure angle. Factors that influence gear design strength like dynamic load, stress concentration, and reliability are also covered. The AGMA (American Gear Manufacturers Association) standard method for calculating gear bending strength is presented which considers factors like transmitted load, speed, and material properties.
4 shaft problems on shaft bending moment onlyDr.R. SELVAM
1) The document discusses the design of solid and hollow shafts subjected to torque or bending moments. It provides examples of calculating the diameters of shafts based on the power transmitted, shear stress, bending stress, and other parameters.
2) Formulas are given for calculating the torque capacity and moment of inertia of solid and hollow circular shafts. Examples show how to use the formulas and given values like power, speed, stress limits, and safety factors to determine the necessary shaft diameters.
3) One example calculates the diameter of a railway axle between wheels based on the load on each wheel, distance of the load from the wheel base, gauge of the rails, and not exceeding a bending stress limit. Diagrams
Here are the steps to design and draw a flywheel for a four stroke four cylinder 133 kW engine running at 375 rpm with a diameter not exceeding 1 m:
Given:
Power of engine, P = 133 kW = 133000 W
Number of cylinders, n = 4
Speed of engine, N = 375 rpm
Maximum diameter, Dmax = 1 m
Step 1) Calculate the mean effective pressure (p):
p = (2*P)/(n*π*D^2*N)
p = (2*133000)/(4*π*(0.5)^2*375) = 7 bar
Step 2) Calculate the mass moment of inertia (I) required:
I
The document discusses traction and tractive effort in vehicles. It defines traction as the friction between a drive wheel and the surface it moves upon. Tractive effort is the force available at the contact between drive wheel tires and the road. Traction control systems monitor each wheel and apply braking or torque to wheels that may be slipping to increase traction. Traction can be increased through methods like decreasing tire pressure, tread design, adding tracks/chains, additional weight, and dynamic weight transfer. Non-electric traction systems include steam and internal combustion engine drives, while electric traction uses diesel-electric or gas turbine electric drives.
Virtual baja 2016 17355 alpha college of engg. and tech._presentation.pptIshan Mehta
Team ID 17355 from Alpha College of Engineering & Technology designed and built an off-road vehicle for the Virtual Baja competition. Their proposed vehicle features improvements over the previous year's design including a lighter roll cage, optimized cockpit area, and improved suspension and drivetrain packaging. Key changes resulted in a weight reduction from 252kg to 196kg while improving specifications such as gradeability, top speed, and braking distance. Lessons from prior years helped focus on effective project management and testing to optimize performance.
Design and analysis of 4WD 2-stage reduction gearbox for mBAJA buggy using fi...IRJET Journal
This document summarizes the design and analysis of a 4-wheel drive (4WD) 2-stage reduction gearbox for an all-terrain vehicle (ATV) called a mBAJA buggy using finite element method (FEM) simulation. The gearbox is designed to meet the performance requirements for various events in the BAJA SAE India competition while withstanding the loads experienced. AISI 4340 steel is selected for the gears. Calculations are shown for determining the gear ratios, number of teeth, module, safety factors, and face widths for each stage of the gearbox as well as for the differential gears.
IRJET- Design and Development of Open Differential for Transmission System of...IRJET Journal
This document describes the design and development of an open differential for an all-terrain vehicle (ATV). The authors first perform analytical calculations to determine the required gear ratios and sizes based on the vehicle's dimensions and performance requirements. They select materials and design the gears to withstand bending and contact stresses. Bearings are sized to support the radial and axial loads from the gears. The differential components, including gears, pinion, and center pin, are then modeled in CAD software. In summary, the authors designed and analyzed an open differential through calculations and CAD modeling to transmit torque from the transmission to the wheels of an ATV.
IRJET- Design and Analysis of Gearbox of an All-Terrain VehicleIRJET Journal
This document describes the design and analysis of the gearbox for an all-terrain vehicle (ATV). It includes specifications for the engine, CVT, and other powertrain components. Gear ratios were selected to provide maximum acceleration while achieving the target speed of 50 km/hr. The gearbox was optimized to reduce weight and size. Calculations were shown for torque, tractive force, acceleration, gradeability, and stresses on gears and shafts. A two-stage gearbox with gear ratios of 2.411 and 3.06 was designed to transfer power efficiently from the engine to the wheels.
IRJET- Design of a Compact Go Kart VehicleIRJET Journal
This document describes the design of a compact go kart vehicle. It provides technical specifications of the vehicle including dimensions, materials used, engine details, wheel specifications, braking system components and calculations. The braking system was designed to provide maximum braking efficiency and safety. Design calculations were performed for the braking system to determine forces, pressures, torque, deceleration, stopping distance and thermal analysis of the brakes. The steering and transmission systems are also described along with the target performance goals of the kart design.
IRJET- Design and Development of Brake Pedal and Drum for Multiutility Farm V...IRJET Journal
This document summarizes the design and analysis of a brake pedal and drum brake system for a multi-utility farm vehicle. Key aspects include:
1) The brake pedal was designed in Creo 3.0 to have an adjustable leverage ratio between 12:1 and 5.14:1 to vary the force transmitted to the tandem master cylinder as needed.
2) Calculations were performed to design the tandem master cylinder and drum brake components based on OEM specifications to meet standards.
3) An AISI 1018 steel material was selected for the brake pedal based on its strength, cost, and machinability properties.
4) Finite element analysis of the brake pedal model in
RELIABILITY BASED DESIGN OF A GEAR BOXIJERA Editor
Reliability is the probability that a system, component or device will perform without failure for a specified period of time under specified operating conditions. The concept of reliability is of great importance in the design of various machine members. Conventional engineering design uses a deterministic approach. It disregards the fact that the material properties, the dimensions of the components and the externally applied loads are statistical in nature. In conventional design this uncertainties are covered with a factor of safety, which is not always successful. The growing trend towards reducing uncertainty and increasing reliability is to use the probabilistic approach. In the present work a three shaft four speed gear box and six speed gear box are designed using reliability principles. For the specified reliability of the system (Gear box), component reliability (Gear pair) is calculated by considering the system as a series system. Design is considered to be safe and adequate if the probability of failure of gear box is less than or equal to a specified quantity in each of the two failure modes. . All the parameters affecting the design are considered as random variables and all the random variables are assumed to follow normal distribution. A computer program in C++ is developed to calculate the face widths in bending and surface failure modes. The larger one out of the two values is considered. By changing the variations in the design parameters, variations in the face widths are studied.
Optimum design of braking system for a formula 3 race cars with numeric compu...IRJET Journal
The document describes the design and analysis of the braking system for a Formula 3 race car. Key points:
- A bike's disc rotor and calipers were selected to reduce weight. Calculations showed the clamping force was sufficient and thermal analysis validated the safety of using the bike's rotor.
- Calculations determined braking forces, torques, bias, and performance. A tandem master cylinder provided independent circuits.
- Steady state and dynamic thermal-structural analyses in ANSYS and ABAQUS showed temperature distributions, stresses, and deformations met requirements.
- The implemented system achieved a weight reduction of around 11kg compared to a standard system, improving performance.
Design and Analysis of a 4 Wheel Drive Transmission for BAJA SAEIRJET Journal
This paper outlines the design and analysis of a 4-wheel drive transmission system for an all-terrain vehicle (ATV) competing in BAJA SAE competitions. A Briggs and Stratton engine is coupled with a continuously variable transmission to provide infinite gear ratios between 0.6 to 3.9. A 2-stage gearbox with an overall 8:1 reduction ratio is used to increase torque delivered to the wheels. Detailed component designs were created in SolidWorks and strength/material selection was analyzed in ANSYS. The transmission system was optimized through simulations and calculations to ensure it can efficiently deliver necessary speed and torque under various dynamic and endurance race conditions.
This document discusses a regenerative suspension system that generates electricity from the impact forces created when a vehicle passes over a speed bump. The system uses the impact force to drive a dynamo and alternator, which charges the vehicle's battery and reduces the load on the engine. It estimates that such a system could generate 100-400 watts of power from a mid-sized vehicle. It then provides details on the design calculations for components like the flywheel, gear ratios, sprockets, and testing of the generated power. The conclusion states that vibration energy from the vehicle suspension is normally wasted as heat, but this system converts it to useful electrical energy and can slightly reduce fuel consumption.
Braking System of an All-Terrain VehicleIRJET Journal
This document describes the braking system of an all-terrain vehicle (ATV). It discusses the components of disc brakes including the brake disc and caliper. The primary aim of the project is to analyze the performance and utility of a rear inboard braking system for an ATV. Calculations are shown for selecting the appropriate brake disc sizes based on the vehicle's weight, dimensions, braking forces, and heat dissipation requirements. Disc diameters of 162mm for the front brakes and 165mm for the rear inboard brakes are determined to be suitable.
IRJET- Theoretical Analysis of Rocker ArmIRJET Journal
This document analyzes the stresses in a rocker arm made of different materials through theoretical calculations. It describes the geometry and loads acting on the rocker arm. Stresses like bending stress, shear stress, and von-Mises stress are calculated for materials including EN8 steel, S-glass fiber, HDPE, and composite. The results show that EN8 steel and the composite material experience the highest stresses, while HDPE has the lowest stresses but highest deformation. Graphs compare the calculated shear and von-Mises stresses between the different materials.
IRJET- Implementation of Data Acquisition System (DAQ) in an All Terrain Vehi...IRJET Journal
This document summarizes the implementation of a data acquisition system on an all-terrain vehicle to measure various vehicle parameters. The system uses sensors to measure parameters like engine RPM, road shocks from bumps and corners, and acceleration time over a distance. The sensors send data to a microcontroller for processing. The document compares calculated values for these parameters to recorded values from experiments. The results show close agreement between calculations and recordings, validating the vehicle design parameters.
This document describes a joystick-operated steering system for cars to assist handicapped individuals. The system replaces the conventional steering wheel with a joystick, control unit, electric motor, and gearbox. The joystick provides signals to the control unit which powers the motor. The gearbox magnifies the motor's torque and connects to the steering column. The system aims to reduce the effort required for steering to allow handicapped people to drive independently. It discusses the design of the gearbox components, selection of a suitable joystick, motor specifications, and bearing selection. The conclusion states that this system enables handicapped individuals to drive with less strength and reduces their dependency on others.
IRJET- Design and Analysis of Different Characteristics of Hollow and Sol...IRJET Journal
The document describes the design and analysis of hollow and solid propeller shafts made from different materials for a heavy duty truck. It analyzes carbon steel, aluminum, Kevlar epoxy composite, glass epoxy composite, and epoxy carbon composite materials. Mathematical calculations are shown for maximum torque, shear stress, strain, deflection, and critical speed for hollow and solid propeller shaft designs made from aluminum and carbon steel. A comparative analysis is conducted of the different materials.
The document provides details of the design of an off-road vehicle called the Team Dirt-Crusaders for the virtual mini Baja competition. It summarizes the key specifications of the vehicle including dimensions, weight, and materials used for the chassis. The chassis design evolved over several iterations to address shortcomings like arm mounting issues. Analysis using ANSYS found floor bracing improved strength and safety. Other systems described include the suspension, transmission, steering, brakes, and electrical circuit. Costs, a design validation plan, project schedule and DFMEAs for the transmission and crash tube are also summarized.
IRJET- Design, Development and Manufacturing of CVT for ATV through Real ...IRJET Journal
1. The document describes the design, development, and manufacturing of a continuously variable transmission (CVT) for an all-terrain vehicle (ATV) through real-time tuning.
2. A team of students designed and built the CVT to improve acceleration and handling for their ATV, which would compete in SAE BAJA events, in a more cost-effective way than options on the market.
3. The CVT design calculations include determining optimal gear ratios between the driving pulley and driven pulley to keep the engine operating at peak efficiency based on the ATV's specifications and competition requirements.
Mathematical Modeling and Design of a Rack and Pinion Steering MechanismIRJET Journal
This document presents the mathematical modeling and design of a rack and pinion steering mechanism for a bio-hybrid vehicle. It develops equations to govern the design based on steering geometry parameters. By solving the equations, values for tie-rod length, rack travel, and distance from wheel axis to tie-rod can be determined. The design is checked against the Ackerman condition. Additional calculations determine the steering ratio, number of teeth on the rack and pinion, and steering effort. The fully assembled steering design is presented, with conclusions that the mathematical model can optimize steering geometry and be used for rear wheel steering as well.
The document discusses continuous variable transmissions (CVTs). It explains that CVTs provide infinite gear ratios between a minimum and maximum rather than distinct gears. This allows the engine to constantly operate at the ideal RPM for better fuel efficiency and acceleration without jerks between gears. CVTs also have fewer moving parts, wider ratio ranges, and are simpler than traditional automatic transmissions while providing constant acceleration. The document predicts CVTs will become more prominent as the technology further develops.
Design and Analysis of a Single Plate Clutch AssemblyIRJET Journal
- The document describes the design and analysis of a single plate clutch assembly for a pickup truck.
- Key components of the clutch include the flywheel, pressure plate, friction plate, and springs. Materials are selected based on requirements.
- Calculations are shown for determining the inner diameter of the friction plate, required spring force, torque capacity, power capacity, and dimensions of other components.
- AutoCAD is used to create drawings based on the calculations. The final design specifications including torque capacity, power capacity, diameters, number of springs, and service factor are provided.
Utilization of Exhaust Gas of Vehicle for Electricity GenerationIRJET Journal
The document describes a model that utilizes the kinetic energy of exhaust gases from vehicles, specifically two-wheelers, to generate electricity. The model uses a turbine attached to a shaft that spins a generator to produce electric power. Key components include a turbine with buckets that capture the energy of the exhaust gases, causing a runner attached to a shaft to spin. The shaft is connected to gears that drive a dynamo, which generates electricity. The system is designed to provide power for small electric needs in rural villages that lack reliable power sources. It has potential to productively use wasted exhaust energy.
Similar to IRJET- Design of Two-Stage Single Speed Gearbox for Transmission System of SAE BAJA Vehicle (20)
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.
UNLOCKING HEALTHCARE 4.0: NAVIGATING CRITICAL SUCCESS FACTORS FOR EFFECTIVE I...amsjournal
The Fourth Industrial Revolution is transforming industries, including healthcare, by integrating digital,
physical, and biological technologies. This study examines the integration of 4.0 technologies into
healthcare, identifying success factors and challenges through interviews with 70 stakeholders from 33
countries. Healthcare is evolving significantly, with varied objectives across nations aiming to improve
population health. The study explores stakeholders' perceptions on critical success factors, identifying
challenges such as insufficiently trained personnel, organizational silos, and structural barriers to data
exchange. Facilitators for integration include cost reduction initiatives and interoperability policies.
Technologies like IoT, Big Data, AI, Machine Learning, and robotics enhance diagnostics, treatment
precision, and real-time monitoring, reducing errors and optimizing resource utilization. Automation
improves employee satisfaction and patient care, while Blockchain and telemedicine drive cost reductions.
Successful integration requires skilled professionals and supportive policies, promising efficient resource
use, lower error rates, and accelerated processes, leading to optimized global healthcare outcomes.
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.
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.
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...IJECEIAES
Medical image analysis has witnessed significant advancements with deep learning techniques. In the domain of brain tumor segmentation, the ability to
precisely delineate tumor boundaries from magnetic resonance imaging (MRI)
scans holds profound implications for diagnosis. This study presents an ensemble convolutional neural network (CNN) with transfer learning, integrating
the state-of-the-art Deeplabv3+ architecture with the ResNet18 backbone. The
model is rigorously trained and evaluated, exhibiting remarkable performance
metrics, including an impressive global accuracy of 99.286%, a high-class accuracy of 82.191%, a mean intersection over union (IoU) of 79.900%, a weighted
IoU of 98.620%, and a Boundary F1 (BF) score of 83.303%. Notably, a detailed comparative analysis with existing methods showcases the superiority of
our proposed model. These findings underscore the model’s competence in precise brain tumor localization, underscoring its potential to revolutionize medical
image analysis and enhance healthcare outcomes. This research paves the way
for future exploration and optimization of advanced CNN models in medical
imaging, emphasizing addressing false positives and resource efficiency.
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.
DEEP LEARNING FOR SMART GRID INTRUSION DETECTION: A HYBRID CNN-LSTM-BASED MODELgerogepatton
As digital technology becomes more deeply embedded in power systems, protecting the communication
networks of Smart Grids (SG) has emerged as a critical concern. Distributed Network Protocol 3 (DNP3)
represents a multi-tiered application layer protocol extensively utilized in Supervisory Control and Data
Acquisition (SCADA)-based smart grids to facilitate real-time data gathering and control functionalities.
Robust Intrusion Detection Systems (IDS) are necessary for early threat detection and mitigation because
of the interconnection of these networks, which makes them vulnerable to a variety of cyberattacks. To
solve this issue, this paper develops a hybrid Deep Learning (DL) model specifically designed for intrusion
detection in smart grids. The proposed approach is a combination of the Convolutional Neural Network
(CNN) and the Long-Short-Term Memory algorithms (LSTM). We employed a recent intrusion detection
dataset (DNP3), which focuses on unauthorized commands and Denial of Service (DoS) cyberattacks, to
train and test our model. The results of our experiments show that our CNN-LSTM method is much better
at finding smart grid intrusions than other deep learning algorithms used for classification. In addition,
our proposed approach improves accuracy, precision, recall, and F1 score, achieving a high detection
accuracy rate of 99.50%.
International Conference on NLP, Artificial Intelligence, Machine Learning an...gerogepatton
International Conference on NLP, Artificial Intelligence, Machine Learning and Applications (NLAIM 2024) offers a premier global platform for exchanging insights and findings in the theory, methodology, and applications of NLP, Artificial Intelligence, Machine Learning, and their applications. The conference seeks substantial contributions across all key domains of NLP, Artificial Intelligence, Machine Learning, and their practical applications, aiming to foster both theoretical advancements and real-world implementations. With a focus on facilitating collaboration between researchers and practitioners from academia and industry, the conference serves as a nexus for sharing the latest developments in the field.