The document provides steps to solve two examples using the moment distribution method for beams. It first divides each beam into sections and calculates the fixed end moment for each section. It then calculates the stiffness and distribution factor for each section. Moment distribution tables are constructed and the distributing moment and carryover moment are calculated in cycles until equilibrium is reached. Finally, the bending moment diagram and shear force diagram are drawn.
This document provides an overview of the moment distribution method for analyzing continuous beams and rigid frames. It begins with definitions of key terms used in the method like stiffness factors, carry-over factors, and distribution factors. It then outlines the 5 step process for solving problems using moment distribution. As an example, it works through solving a continuous beam problem using the method in detail over multiple cycles of distribution. It also discusses adapting the method for structures with non-prismatic members.
This document provides an overview of the moment distribution method for analyzing statically indeterminate structures. It begins with introductions and definitions of key concepts like stiffness factors, distribution factors, and carry-over factors. It then outlines the step-by-step process of the method, which involves calculating fixed end moments, distributing moments at joints iteratively until convergence is reached, and determining shear forces and bending moments. Formulas are provided for prismatic beams. The document concludes by discussing how the method is adapted for non-prismatic members using design tables and graphs.
The document provides instructions for analyzing beams using the stiffness method. It begins by outlining the prerequisites for using the stiffness method, including a strong understanding of matrix algebra and beam concepts. It then describes the 5 step procedure: 1) make the structure kinematically determinate, 2) apply loads and find fixed end actions, 3) apply unit displacements to find stiffness coefficients, 4) write and solve equilibrium equations, 5) compute member end actions. An example problem is presented to demonstrate the application of the stiffness method for analyzing a beam with two redundant joints.
1. This document describes methods for analyzing the velocity of mechanisms using graphical and relative velocity methods.
2. The graphical method involves constructing configuration and velocity vector diagrams to determine velocities and angular velocities at various points.
3. An example problem is provided to illustrate the graphical method for a four-bar mechanism.
1. This document describes methods for analyzing the velocity of mechanisms using graphical and relative velocity methods.
2. The graphical method involves constructing configuration and velocity vector diagrams to determine velocities and angular velocities at various points.
3. An example problem is provided to illustrate the graphical method for a four-bar mechanism.
The document provides steps to solve two examples using the moment distribution method for beams. It first divides each beam into sections and calculates the fixed end moment for each section. It then calculates the stiffness and distribution factor for each section. Moment distribution tables are constructed and the distributing moment and carryover moment are calculated in cycles until equilibrium is reached. Finally, the bending moment diagram and shear force diagram are drawn.
This document provides an overview of the moment distribution method for analyzing continuous beams and rigid frames. It begins with definitions of key terms used in the method like stiffness factors, carry-over factors, and distribution factors. It then outlines the 5 step process for solving problems using moment distribution. As an example, it works through solving a continuous beam problem using the method in detail over multiple cycles of distribution. It also discusses adapting the method for structures with non-prismatic members.
This document provides an overview of the moment distribution method for analyzing statically indeterminate structures. It begins with introductions and definitions of key concepts like stiffness factors, distribution factors, and carry-over factors. It then outlines the step-by-step process of the method, which involves calculating fixed end moments, distributing moments at joints iteratively until convergence is reached, and determining shear forces and bending moments. Formulas are provided for prismatic beams. The document concludes by discussing how the method is adapted for non-prismatic members using design tables and graphs.
The document provides instructions for analyzing beams using the stiffness method. It begins by outlining the prerequisites for using the stiffness method, including a strong understanding of matrix algebra and beam concepts. It then describes the 5 step procedure: 1) make the structure kinematically determinate, 2) apply loads and find fixed end actions, 3) apply unit displacements to find stiffness coefficients, 4) write and solve equilibrium equations, 5) compute member end actions. An example problem is presented to demonstrate the application of the stiffness method for analyzing a beam with two redundant joints.
1. This document describes methods for analyzing the velocity of mechanisms using graphical and relative velocity methods.
2. The graphical method involves constructing configuration and velocity vector diagrams to determine velocities and angular velocities at various points.
3. An example problem is provided to illustrate the graphical method for a four-bar mechanism.
1. This document describes methods for analyzing the velocity of mechanisms using graphical and relative velocity methods.
2. The graphical method involves constructing configuration and velocity vector diagrams to determine velocities and angular velocities at various points.
3. An example problem is provided to illustrate the graphical method for a four-bar mechanism.
The document discusses the moment distribution method for analyzing statically indeterminate structures. It begins with an overview and introduction of the method. The basic principles are then stated, involving locking and releasing joints to determine fixed end moments and distributed moments through an iterative process. Key definitions are provided for stiffness factors, carry-over factors, and distribution factors. An example problem is then solved step-by-step using the moment distribution method. The document concludes with a discussion on extending the method to structures with non-prismatic members.
This document presents an example of analysis design of slab using ETABS. This example examines a simple single story building, which is regular in plan and elevation. It is examining and compares the calculated ultimate moment from CSI ETABS & SAFE with hand calculation. Moment coefficients were used to calculate the ultimate moment. However it is good practice that such hand analysis methods are used to verify the output of more sophisticated methods.
Also, this document contains simple procedure (step-by-step) of how to design solid slab according to Eurocode 2.The process of designing elements will not be revolutionised as a result of using Eurocode 2. Due to time constraints and knowledge, I may not be able to address the whole issues.
L15 analysis of indeterminate beams by moment distribution methodDr. OmPrakash
This document discusses the moment distribution method for analyzing indeterminate beams. It begins with an overview and introduction to the method, which was developed by Prof. Hardy Cross in 1932. It then describes the basic principles through a 5 step process: 1) joints are locked to determine fixed end moments, 2) joints are released allowing rotation, 3) unbalanced moments modify joint moments based on stiffness, 4) moments are distributed and modify other joints, 5) steps 3-4 repeat until moments converge. Key terms like stiffness and carry-over factors are also defined.
L18 analysis of indeterminate beams by moment distribution methodDr. OmPrakash
The document discusses the moment distribution method for analyzing indeterminate beams. It begins with an overview of the method and some basic definitions. It then describes the step-by-step process, which involves (1) computing fixed end moments by assuming locked joints, (2) releasing joints causing unbalanced moments, (3) distributing unbalanced moments according to member stiffnesses, (4) carrying moments over to other joints, and (5) repeating until moments converge. Key terms discussed include stiffness factors, carry-over factors, and distribution factors.
The document discusses the moment distribution method for analyzing statically indeterminate structures. It begins by outlining the basic principles and definitions of the method, including stiffness factors, carry-over factors, and distribution factors. It then provides an example problem, showing the calculation of fixed end moments, establishment of the distribution table through successive approximations, and determination of shear forces and bending moments. Finally, it discusses extensions of the method to structures with non-prismatic members, including using tables to determine necessary values for analysis.
This document discusses structural analysis of cables and arches. It provides examples of determining tensions in cables subjected to concentrated and uniform loads. It also discusses the analysis procedure for cables under uniform loads. Examples are given for calculating tensions at different points of cables supporting bridges. Methods for analyzing fixed and hinged arches are demonstrated through examples finding internal forces at various arch sections.
The document provides an outline for a presentation on the moment distribution method for structural analysis. It includes:
- An introduction to the moment distribution method and its use for analyzing statically indeterminate beams and frames.
- Definitions of important terms used in the method like stiffness, carry over factor, and distribution factor.
- Sign conventions for support moments, member rotations, and sinking of supports.
- Expressions for fixed end moments under different load cases including centric loading, eccentric loading, uniform loads, support rotations, and sinking of supports.
- Examples of applying the method to a simply supported beam and fixed supported beam with sinking support.
Velo & accel dia by relative velo & accl methodUmesh Ravate
1) The document discusses key concepts in kinematics including displacement, velocity, acceleration, absolute velocity, and relative velocity. It provides equations to calculate linear and angular velocity and acceleration.
2) Graphical and analytical methods for analyzing velocity in mechanisms are described. The graphical method involves constructing configuration and velocity vector diagrams.
3) An example problem is presented and solved step-by-step using the graphical method to determine velocities at various points in a four-bar linkage mechanism.
This document discusses the development of the stiffness matrix for a beam element in finite element analysis. It includes the following key points:
1) The document derives the beam element stiffness matrix using principles of simple beam theory, with degrees of freedom of transverse displacement and rotation at each node.
2) It develops the beam bending element equations using the potential energy approach and Galerkin's residual method.
3) The derivation shows determining the displacement function, relating strains to displacements, defining stress-strain relationships, and deriving the element stiffness matrix and equations.
4) As an example, it considers a beam modeled by two elements and applies boundary conditions of a force and moment to the midpoint.
This document describes using the finite element method to analyze stresses in a truss structure. It defines the truss geometry, elements, and nodes. Stiffness matrices are developed for each element and combined into a global stiffness matrix. Boundary conditions are applied and the system of equations is solved to determine displacements. Stresses are then calculated for each element using the displacements. Finally, reactions are computed at fixed supports.
This document provides instructions and questions for a structural design exam. It consists of 4 questions. Students must answer question 1 and any other two questions. Question 1 involves calculating bending moments, designing reinforcement, and determining shear capacity for concrete beams. Question 2 involves checking the adequacy of steel sections and designing a bolt connection. Question 3 uses force methods to determine reactions and draws shear and bending moment diagrams. Question 4 analyzes a frame under vertical and lateral loads to determine reactions and internal forces at specific points. The document also includes relevant design formulas and appendices on load combinations, bending moment coefficients, and steel design strengths.
This document outlines a master's project that aims to apply 2-Dimensional Digital Image Correlation (2D-DIC) to map bond strain and stress distribution in concrete pull-out specimens. Eleven concrete specimens with varying bar diameters and fiber contents were tested. 2D-DIC analysis was used to find displacement fields from images taken during testing, which were then used to calculate strain and stress distributions. Results showed good agreement between 2D-DIC displacements and measurements from LVDT sensors. Strain contours were mapped for two selected specimens.
This document discusses the moment distribution method for analyzing statically indeterminate structures. It begins with definitions of key terms used in the method like fixed end moments, distribution factors, carryover factors, and flexural stiffness. It then outlines the steps of the method, which involve calculating fixed end moments, distribution factors based on member stiffness, distributing moments at joints iteratively until equilibrium is reached, and calculating shear and bending moment diagrams. An example problem is then presented and solved using the moment distribution method.
EE301 Lesson 15 Phasors Complex Numbers and Impedance (2).pptRyanAnderson41811
This document covers phasors, complex numbers, and their application to representing alternating current (AC) signals. It defines phasors as rotating vectors used to represent sinusoids, and complex numbers as numbers with real and imaginary parts that allow representing phasors. The document explains how to convert between polar and rectangular complex number forms, and how to perform operations like addition, subtraction, multiplication and division on complex numbers. It then discusses using phasors to model AC voltages and currents by transforming them into the frequency domain using complex numbers. Finally, it covers topics like phase difference between waveforms and using phasors to understand phase relationships between AC signals.
The document discusses problems involving determining axial forces in truss members. Problem 6.7 describes a steel truss bridge with loads applied at various points. The axial forces in members AB, BC, BD, and BE are calculated. Problem 6.8 builds on 6.7 by determining the largest tensile and compressive forces that occur in the bridge truss members. Problem 6.9 considers changing the bridge design to a Howe truss and calculating the resulting largest tensile and compressive forces.
This document describes how to use Mohr's circle to analyze stresses in a stressed material. Mohr's circle provides a graphical representation of the relationships between normal and shear stresses on inclined planes. It can be used to calculate principal stresses, maximum shear stresses, and stresses on inclined planes. The document includes several numerical examples showing how to construct and use Mohr's circles to solve for these values given known stresses and orientations in a material.
The document discusses the moment distribution method for analyzing beams and frames. It defines key terms such as:
- Distribution factor (DF), which represents the fraction of the total resisting moment supplied by a member.
- Member stiffness factor, which is the moment required to rotate a member's end by 1 radian.
- Joint stiffness factor, which is the sum of the member stiffness factors at a joint.
It then outlines the steps to perform moment distribution: 1) determine member/joint stiffness, 2) calculate DFs, 3) compute initial member moments, 4) distribute moments at joints, and 5) carry moments over to other members. An example problem demonstrates applying these steps to determine member moments.
The document discusses the moment distribution method for analyzing statically indeterminate structures. It begins with an overview and introduction of the method. The basic principles are then stated, involving locking and releasing joints to determine fixed end moments and distributed moments through an iterative process. Key definitions are provided for stiffness factors, carry-over factors, and distribution factors. An example problem is then solved step-by-step using the moment distribution method. The document concludes with a discussion on extending the method to structures with non-prismatic members.
This document presents an example of analysis design of slab using ETABS. This example examines a simple single story building, which is regular in plan and elevation. It is examining and compares the calculated ultimate moment from CSI ETABS & SAFE with hand calculation. Moment coefficients were used to calculate the ultimate moment. However it is good practice that such hand analysis methods are used to verify the output of more sophisticated methods.
Also, this document contains simple procedure (step-by-step) of how to design solid slab according to Eurocode 2.The process of designing elements will not be revolutionised as a result of using Eurocode 2. Due to time constraints and knowledge, I may not be able to address the whole issues.
L15 analysis of indeterminate beams by moment distribution methodDr. OmPrakash
This document discusses the moment distribution method for analyzing indeterminate beams. It begins with an overview and introduction to the method, which was developed by Prof. Hardy Cross in 1932. It then describes the basic principles through a 5 step process: 1) joints are locked to determine fixed end moments, 2) joints are released allowing rotation, 3) unbalanced moments modify joint moments based on stiffness, 4) moments are distributed and modify other joints, 5) steps 3-4 repeat until moments converge. Key terms like stiffness and carry-over factors are also defined.
L18 analysis of indeterminate beams by moment distribution methodDr. OmPrakash
The document discusses the moment distribution method for analyzing indeterminate beams. It begins with an overview of the method and some basic definitions. It then describes the step-by-step process, which involves (1) computing fixed end moments by assuming locked joints, (2) releasing joints causing unbalanced moments, (3) distributing unbalanced moments according to member stiffnesses, (4) carrying moments over to other joints, and (5) repeating until moments converge. Key terms discussed include stiffness factors, carry-over factors, and distribution factors.
The document discusses the moment distribution method for analyzing statically indeterminate structures. It begins by outlining the basic principles and definitions of the method, including stiffness factors, carry-over factors, and distribution factors. It then provides an example problem, showing the calculation of fixed end moments, establishment of the distribution table through successive approximations, and determination of shear forces and bending moments. Finally, it discusses extensions of the method to structures with non-prismatic members, including using tables to determine necessary values for analysis.
This document discusses structural analysis of cables and arches. It provides examples of determining tensions in cables subjected to concentrated and uniform loads. It also discusses the analysis procedure for cables under uniform loads. Examples are given for calculating tensions at different points of cables supporting bridges. Methods for analyzing fixed and hinged arches are demonstrated through examples finding internal forces at various arch sections.
The document provides an outline for a presentation on the moment distribution method for structural analysis. It includes:
- An introduction to the moment distribution method and its use for analyzing statically indeterminate beams and frames.
- Definitions of important terms used in the method like stiffness, carry over factor, and distribution factor.
- Sign conventions for support moments, member rotations, and sinking of supports.
- Expressions for fixed end moments under different load cases including centric loading, eccentric loading, uniform loads, support rotations, and sinking of supports.
- Examples of applying the method to a simply supported beam and fixed supported beam with sinking support.
Velo & accel dia by relative velo & accl methodUmesh Ravate
1) The document discusses key concepts in kinematics including displacement, velocity, acceleration, absolute velocity, and relative velocity. It provides equations to calculate linear and angular velocity and acceleration.
2) Graphical and analytical methods for analyzing velocity in mechanisms are described. The graphical method involves constructing configuration and velocity vector diagrams.
3) An example problem is presented and solved step-by-step using the graphical method to determine velocities at various points in a four-bar linkage mechanism.
This document discusses the development of the stiffness matrix for a beam element in finite element analysis. It includes the following key points:
1) The document derives the beam element stiffness matrix using principles of simple beam theory, with degrees of freedom of transverse displacement and rotation at each node.
2) It develops the beam bending element equations using the potential energy approach and Galerkin's residual method.
3) The derivation shows determining the displacement function, relating strains to displacements, defining stress-strain relationships, and deriving the element stiffness matrix and equations.
4) As an example, it considers a beam modeled by two elements and applies boundary conditions of a force and moment to the midpoint.
This document describes using the finite element method to analyze stresses in a truss structure. It defines the truss geometry, elements, and nodes. Stiffness matrices are developed for each element and combined into a global stiffness matrix. Boundary conditions are applied and the system of equations is solved to determine displacements. Stresses are then calculated for each element using the displacements. Finally, reactions are computed at fixed supports.
This document provides instructions and questions for a structural design exam. It consists of 4 questions. Students must answer question 1 and any other two questions. Question 1 involves calculating bending moments, designing reinforcement, and determining shear capacity for concrete beams. Question 2 involves checking the adequacy of steel sections and designing a bolt connection. Question 3 uses force methods to determine reactions and draws shear and bending moment diagrams. Question 4 analyzes a frame under vertical and lateral loads to determine reactions and internal forces at specific points. The document also includes relevant design formulas and appendices on load combinations, bending moment coefficients, and steel design strengths.
This document outlines a master's project that aims to apply 2-Dimensional Digital Image Correlation (2D-DIC) to map bond strain and stress distribution in concrete pull-out specimens. Eleven concrete specimens with varying bar diameters and fiber contents were tested. 2D-DIC analysis was used to find displacement fields from images taken during testing, which were then used to calculate strain and stress distributions. Results showed good agreement between 2D-DIC displacements and measurements from LVDT sensors. Strain contours were mapped for two selected specimens.
This document discusses the moment distribution method for analyzing statically indeterminate structures. It begins with definitions of key terms used in the method like fixed end moments, distribution factors, carryover factors, and flexural stiffness. It then outlines the steps of the method, which involve calculating fixed end moments, distribution factors based on member stiffness, distributing moments at joints iteratively until equilibrium is reached, and calculating shear and bending moment diagrams. An example problem is then presented and solved using the moment distribution method.
EE301 Lesson 15 Phasors Complex Numbers and Impedance (2).pptRyanAnderson41811
This document covers phasors, complex numbers, and their application to representing alternating current (AC) signals. It defines phasors as rotating vectors used to represent sinusoids, and complex numbers as numbers with real and imaginary parts that allow representing phasors. The document explains how to convert between polar and rectangular complex number forms, and how to perform operations like addition, subtraction, multiplication and division on complex numbers. It then discusses using phasors to model AC voltages and currents by transforming them into the frequency domain using complex numbers. Finally, it covers topics like phase difference between waveforms and using phasors to understand phase relationships between AC signals.
The document discusses problems involving determining axial forces in truss members. Problem 6.7 describes a steel truss bridge with loads applied at various points. The axial forces in members AB, BC, BD, and BE are calculated. Problem 6.8 builds on 6.7 by determining the largest tensile and compressive forces that occur in the bridge truss members. Problem 6.9 considers changing the bridge design to a Howe truss and calculating the resulting largest tensile and compressive forces.
This document describes how to use Mohr's circle to analyze stresses in a stressed material. Mohr's circle provides a graphical representation of the relationships between normal and shear stresses on inclined planes. It can be used to calculate principal stresses, maximum shear stresses, and stresses on inclined planes. The document includes several numerical examples showing how to construct and use Mohr's circles to solve for these values given known stresses and orientations in a material.
The document discusses the moment distribution method for analyzing beams and frames. It defines key terms such as:
- Distribution factor (DF), which represents the fraction of the total resisting moment supplied by a member.
- Member stiffness factor, which is the moment required to rotate a member's end by 1 radian.
- Joint stiffness factor, which is the sum of the member stiffness factors at a joint.
It then outlines the steps to perform moment distribution: 1) determine member/joint stiffness, 2) calculate DFs, 3) compute initial member moments, 4) distribute moments at joints, and 5) carry moments over to other members. An example problem demonstrates applying these steps to determine member moments.
This document discusses the displacement method of analysis and slope-deflection equations. It covers degrees of freedom, which are the unknown displacements at nodes on a structure. The number of degrees of freedom determines the structure's kinematic indeterminacy. Slope-deflection equations relate the unknown slopes and deflections of a structure to the applied loads. They are used to determine the internal moments and angular/linear displacements of members based on the structure's degrees of freedom. Examples of applying this to beams and frames are provided.
DEEP LEARNING FOR SMART GRID INTRUSION DETECTION: A HYBRID CNN-LSTM-BASED MODELijaia
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%.
Discover the latest insights on Data Driven Maintenance with our comprehensive webinar presentation. Learn about traditional maintenance challenges, the right approach to utilizing data, and the benefits of adopting a Data Driven Maintenance strategy. Explore real-world examples, industry best practices, and innovative solutions like FMECA and the D3M model. This presentation, led by expert Jules Oudmans, is essential for asset owners looking to optimize their maintenance processes and leverage digital technologies for improved efficiency and performance. Download now to stay ahead in the evolving maintenance landscape.
Applications of artificial Intelligence in Mechanical Engineering.pdfAtif Razi
Historically, mechanical engineering has relied heavily on human expertise and empirical methods to solve complex problems. With the introduction of computer-aided design (CAD) and finite element analysis (FEA), the field took its first steps towards digitization. These tools allowed engineers to simulate and analyze mechanical systems with greater accuracy and efficiency. However, the sheer volume of data generated by modern engineering systems and the increasing complexity of these systems have necessitated more advanced analytical tools, paving the way for AI.
AI offers the capability to process vast amounts of data, identify patterns, and make predictions with a level of speed and accuracy unattainable by traditional methods. This has profound implications for mechanical engineering, enabling more efficient design processes, predictive maintenance strategies, and optimized manufacturing operations. AI-driven tools can learn from historical data, adapt to new information, and continuously improve their performance, making them invaluable in tackling the multifaceted challenges of modern mechanical engineering.
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.
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.
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.
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.
Generative AI Use cases applications solutions and implementation.pdfmahaffeycheryld
Generative AI solutions encompass a range of capabilities from content creation to complex problem-solving across industries. Implementing generative AI involves identifying specific business needs, developing tailored AI models using techniques like GANs and VAEs, and integrating these models into existing workflows. Data quality and continuous model refinement are crucial for effective implementation. Businesses must also consider ethical implications and ensure transparency in AI decision-making. Generative AI's implementation aims to enhance efficiency, creativity, and innovation by leveraging autonomous generation and sophisticated learning algorithms to meet diverse business challenges.
https://www.leewayhertz.com/generative-ai-use-cases-and-applications/
1. CED 426
Structural Theory II
Lecture 17
Displacement Method of Analysis:
Moment Distribution for Beams
Mary Joanne C. Aniñon
Instructor
2. Procedure For Analysis
• The following procedure provides a general method for determining
the end moments on the beam spans using moment distribution.
1. Determine the Distribution Factors and Fixed-End Moments
2. Perform Moment-Distribution Process
3. Distribution Factors and Fixed-End Moments
1.a. Identify the joints and spans on the beam.
1.b. Calculate member and joint stiffness factors for each span.
1.c. Determine the distribution factors (DF). Remember that DF = 0 for
fixed end and DF = 1 for an end pin or end roller support
1.d. Determine the fixed-end moments
4. Moment-Distribution Process
Assume all joints are initially locked. Then:
2.a. Determine the moment that is needed to put each joint in
equilibrium
2.b. Release or unlock the joints and distribute the counterbalancing
moments into the members at each joint
2.c. Carry these moments over to the other end of the member by
multiplying each moment by the carry-over factor +
1
2
5. Moment-Distribution Process
• By repeating this cycle of locking and unlocking the joints, it will be
found that the moment corrections will diminish since the beam
tends to achieve its final deflected shape
• When a small enough value for the corrections is obtained, the
process should be stopped.
• Each column of FEMs, distributed moments, and carry-over moments
should then be added. If this is done correctly, moment equilibrium at
the joints will be achieved
6. Example 1
• Determine the internal moments at each support of the beam shown
in Fig.11-7a. EI is constant
7. Example 1
Step 1.a. Identify the joints and spans in the
beam: A, B, C, D and span AB, DC, CD
Step 1.b. Calculate member and joint stiffness
factors for each span.
𝐾𝑇 = 𝐾
Step 1.c. Determine the distribution factors (DF).
𝐷𝐹 =
𝐾
𝐾
K =
4𝐸𝐼
𝐿
9. Example 1
2.a. Determine the moment that is
needed to put each joint in
equilibrium
Joint A B C D
Member AB BA BC CB CD DC
DF 0 0.5 0.5 0.4 0.6 0
FEM
Dist.
0
0
0
120
-240
120
240
4
-250
6
250
0
CO
Dist.
60
0
0
-1
2
-1
60
-24
0
-36
3
0
CO
Dist.
-0.5
0
0
6
-12
6
-0.5
0.2
0
0.3
-18
0
CO
Dist.
3
0
0
-0.05
0.1
-0.05
3
-1.2
0
-1.8
0.15
0
CO
Dist.
-0.025
0
0
0.3
-0.6
0.3
-0.025
0.01
0
0.015
-0.9
0
∑M 62.475 125.25 -125.25 281.485 -281.485 234.25
2.b. Release or unlock the joints
and distribute the
counterbalancing moments into
the members at each joint
2.c. Carry these moments over to
the other end of the member by
multiplying each moment by the
carry-over factor +
1
2
1
2
3
4
5
6
7
8
9
10
11
12
13
14
Blue – 2.b. (Joint) – Add, Opposite in
Sign-Multiply to DF
Green – 2.c. (Span) – Divided by 2
(don’t change the sign) – distribute to
the other side
Stop on Color Blue!
Stop when the values in Blue Rows is
<= 0.05
10. Example 1
• Starting with the FEMs, line 4, the moments at joints B and C are
distributed simultaneously, line 5.
• These moments are then carried over simultaneously to the
respective ends at each span, line 6.
• The resulting moments are again simultaneously distributed and
carried over, lines 7 and 8.
• The process is continued until the resulting moments are diminished
an appropriate amount, line 13
• The resulting moments are found by summation, line 14
11. Example 1
Joint A B C D
Member AB BA BC CB CD DC
∑M 62.475 125.25 -125.25 281.485 -281.485 234.25
Initial Assumption: All CLOCKWISE
3.a. Compute the shear
Placing these moments on each span and applying the equations of equilibrium yields the end shears.