This document analyzes the effects of shear walls on a 28-story building modelled in STAAD Pro software. Three models are considered: one without shear walls and two with shear walls in different locations (inward and outward parts of the building). The models are compared based on load transfer and lateral displacement of structural elements. Results show that providing shear walls in suitable locations significantly reduces displacements due to earthquake and wind loads. The document also reviews previous studies on shear wall behavior and modelling approaches. Methodology describes analyzing a 9-story building model with and without shear walls to determine optimal wall locations based on structural displacement and storey drifting.
EFFECT OF SHEAR WALL AREA ON SEISMIC BEHAVIOR OF MULTI STORIED BUILDINGS WITH...Ijripublishers Ijri
The advances in three-dimensional structural analysis and computing resources have allowed the efficient
and safe design of increasingly taller structures. These structures are the consequence of increasing urban
densification and economic viability. The trend towards progressively taller structures has demanded a shift
from the traditional strength based design approach of buildings to a focus on constraining the overall motion
of the structure. Structural engineers have responded to this challenge of lateral control with a myriad
of systems that achieve motion control while adhering to the overall architectural vision.
Reinforced Concrete (RC) wall-frame buildings are widely recommended for urban construction in areas
with high seismic hazard. Presence of structural walls imparts a large stiffness to the lateral-force resisting
system of the building. Proper detailing of walls can also lead to ductile behavior of such structures during
strong earthquake shaking. One of the major parameters influencing the seismic behavior of wall-frame
buildings is the wall-area ratio. Thus shear wall area ratio is set as a key parameter which needs to be investigated
in this analytical study.
STUDY ON SEISMIC EFFECT OF HIGH RISE BUILDING SHEAR WALL/WALL WITHOUT SHEAR WALLIAEME Publication
Objective: In this paper the analytical study on the lateral behaviour of the structure is mainly concentrated and how it is varying in the different zones of zone II and zone III with different storey heights of a 6storey, 11storey, and 16storey structure. The study also involves the orientation of shear wall. Method in this study the behaviour of lateral displacements induced on or after earthquakes. Concrete shear walls are used to resist the lateral displacement owing to earthquake vibrations. Shear walls can be placed around the building as periphery walls, around the lift and beside the staircase. Filing the buildings are modelled with floor area of 32mx28m. with 8 bays along 32m span and 7 bays along 28m and apiece bay width of 4m .the lateral displacement of the structure is compared in OMRF &SMRF and the lateral displacement values of current floor level to another floor level should reach storey drift, the analysis is done in staadprov8i.findingthe lateral displacements of the structure is compared in OMRF & SMRF and it is found that lateral displacement is less in SMRF compare with OMRF.
Lateral Load Analysis of Shear Wall and Concrete Braced Multi-Storeyed R.C Fr...ijsrd.com
Generally RC framed structures are designed without regards to structural action of masonry infill walls present. Masonry infill walls are widely used as partitions. These buildings are generally designed as framed structures without regard to structural action of masonry infill walls. They are considered as non- structural elements. RC frame building with open first storey is known as soft storey, which performs poorly during strong earthquake shaking. Past earthquakes are evident that collapses due to soft storeys are most often in RC buildings. In the soft storey, columns are severely stressed and unable to provide adequate shear resistance during the earthquake. . In this study, 3D analytical model of twelve storeyed buildings have been generated for different buildings Models and analyzed using structural analysis tool 'ETABS'. To study the effect of infill, ground soft, bare frame and models with ground soft having concrete core wall and shear walls and concrete bracings at different positions during earthquake; seismic analysis using both linear static, linear dynamic (response spectrum method) has been performed. The analytical model of the building includes all important components that influence the mass, strength, stiffness and deformability of the structure.
In last decades steel structures has played an impo rtant role in construction industry. Providing strength,stability and ductility are major purpose s of seismic design. It is necessary to design a structure to perform well under seismic loads. Stee l braced frame is one of the structural systems used to resist earthquake loads in structures. Stee l bracing is economical,easy to erect,occupies less space and has flexibility to design for meetin g the required strength and stiffness. Bracing can be used as retrofit as well. There are various type s of steel bracings such as Diagonal,X,K,V,inverted V type or chevron and global type concentr ic bracings. In the present study,it was shown that modeling of the G+4 steel bare frame with vari ous bracings (X,V,inverted V,and Knee bracing) by computer software SAP2000 and pushover analysis results are obtained. Comparison between the seismic parameters such as base shear,roof displacement,time period,storey drift,performance point for steel bare frame with differe nt bracing patterns are studied. It is found that the X type of steel bracings significantly contribu tes to the structural stiffness and reduces the maximum interstate drift of steel building than oth er bracing systems.
EFFECT OF SHEAR WALL AREA ON SEISMIC BEHAVIOR OF MULTI STORIED BUILDINGS WITH...Ijripublishers Ijri
The advances in three-dimensional structural analysis and computing resources have allowed the efficient
and safe design of increasingly taller structures. These structures are the consequence of increasing urban
densification and economic viability. The trend towards progressively taller structures has demanded a shift
from the traditional strength based design approach of buildings to a focus on constraining the overall motion
of the structure. Structural engineers have responded to this challenge of lateral control with a myriad
of systems that achieve motion control while adhering to the overall architectural vision.
Reinforced Concrete (RC) wall-frame buildings are widely recommended for urban construction in areas
with high seismic hazard. Presence of structural walls imparts a large stiffness to the lateral-force resisting
system of the building. Proper detailing of walls can also lead to ductile behavior of such structures during
strong earthquake shaking. One of the major parameters influencing the seismic behavior of wall-frame
buildings is the wall-area ratio. Thus shear wall area ratio is set as a key parameter which needs to be investigated
in this analytical study.
STUDY ON SEISMIC EFFECT OF HIGH RISE BUILDING SHEAR WALL/WALL WITHOUT SHEAR WALLIAEME Publication
Objective: In this paper the analytical study on the lateral behaviour of the structure is mainly concentrated and how it is varying in the different zones of zone II and zone III with different storey heights of a 6storey, 11storey, and 16storey structure. The study also involves the orientation of shear wall. Method in this study the behaviour of lateral displacements induced on or after earthquakes. Concrete shear walls are used to resist the lateral displacement owing to earthquake vibrations. Shear walls can be placed around the building as periphery walls, around the lift and beside the staircase. Filing the buildings are modelled with floor area of 32mx28m. with 8 bays along 32m span and 7 bays along 28m and apiece bay width of 4m .the lateral displacement of the structure is compared in OMRF &SMRF and the lateral displacement values of current floor level to another floor level should reach storey drift, the analysis is done in staadprov8i.findingthe lateral displacements of the structure is compared in OMRF & SMRF and it is found that lateral displacement is less in SMRF compare with OMRF.
Lateral Load Analysis of Shear Wall and Concrete Braced Multi-Storeyed R.C Fr...ijsrd.com
Generally RC framed structures are designed without regards to structural action of masonry infill walls present. Masonry infill walls are widely used as partitions. These buildings are generally designed as framed structures without regard to structural action of masonry infill walls. They are considered as non- structural elements. RC frame building with open first storey is known as soft storey, which performs poorly during strong earthquake shaking. Past earthquakes are evident that collapses due to soft storeys are most often in RC buildings. In the soft storey, columns are severely stressed and unable to provide adequate shear resistance during the earthquake. . In this study, 3D analytical model of twelve storeyed buildings have been generated for different buildings Models and analyzed using structural analysis tool 'ETABS'. To study the effect of infill, ground soft, bare frame and models with ground soft having concrete core wall and shear walls and concrete bracings at different positions during earthquake; seismic analysis using both linear static, linear dynamic (response spectrum method) has been performed. The analytical model of the building includes all important components that influence the mass, strength, stiffness and deformability of the structure.
In last decades steel structures has played an impo rtant role in construction industry. Providing strength,stability and ductility are major purpose s of seismic design. It is necessary to design a structure to perform well under seismic loads. Stee l braced frame is one of the structural systems used to resist earthquake loads in structures. Stee l bracing is economical,easy to erect,occupies less space and has flexibility to design for meetin g the required strength and stiffness. Bracing can be used as retrofit as well. There are various type s of steel bracings such as Diagonal,X,K,V,inverted V type or chevron and global type concentr ic bracings. In the present study,it was shown that modeling of the G+4 steel bare frame with vari ous bracings (X,V,inverted V,and Knee bracing) by computer software SAP2000 and pushover analysis results are obtained. Comparison between the seismic parameters such as base shear,roof displacement,time period,storey drift,performance point for steel bare frame with differe nt bracing patterns are studied. It is found that the X type of steel bracings significantly contribu tes to the structural stiffness and reduces the maximum interstate drift of steel building than oth er bracing systems.
International Journal of Engineering Research and Applications (IJERA) is an open access online peer reviewed international journal that publishes research and review articles in the fields of Computer Science, Neural Networks, Electrical Engineering, Software Engineering, Information Technology, Mechanical Engineering, Chemical Engineering, Plastic Engineering, Food Technology, Textile Engineering, Nano Technology & science, Power Electronics, Electronics & Communication Engineering, Computational mathematics, Image processing, Civil Engineering, Structural Engineering, Environmental Engineering, VLSI Testing & Low Power VLSI Design etc.
STRUCTURAL COST COMPARISON OF LOW RISE BUILDING HAVING MOMENT RESISTING FRAME...IAEME Publication
In Bhuj earthquake 2001, there were collapses of many low rise buildings. After a
very severe seismic shaking, it may be far cheaper to repair, or even rebuild the
damaged structure, than to build a no damaged structure in the first place. With the
help of shear walls the structure can be made which will not collapse in earthquake. It
is general perception in minds of people that shear walls are economical for high rise
buildings. Therefore it is necessary to find out cost efficiency of low rise buildings
with shear walls
LATERAL LOAD ANALYSIS OF SOFT STORY BUILDING AND IMPORTANCE OF MODELING MASON...ijsrd.com
Generally Masonry infills are considered as non-structural elements and their stiffness contributions are generally ignored in practice. But they affect both the structural and non-structural performance of the RC buildings during earthquakes. RC frame building with open first storey is known as soft storey, which performs poorly during strong earthquake shaking. A similar soft storey effect can occur if first and second story used as service story. Hence a combination of two structural system components i.e. Rigid frames and RC shear walls leads to a highly efficient system in which shear wall resist the majority of the lateral loads and the frame supports majority of the gravity loads. To study the effect of masonry infill with different soft storey level, 7 models of Reinforced Concrete framed building were analyzed with two types of shear wall when subjected to earthquake loading. The results of bare frame and other building models have been compared, it is observed that model with swastika and L shape shear wall are showing efficient performance and hence reducing the effect of soft storey in model 3, model 4 and model 5.
Seismic Vulnerability Assessment of Steel Moment Resisting Frame due to Infil...IDES Editor
Steel moment resisting frame with open first storey
(soft storey) is known to perform well compared with the RC
frames during strong earthquake shaking. The presence of
masonry infill wall influences the overall behavior of the
structure when subjected to lateral forces, when masonry infill
are considered to interact with their surrounding frames the
lateral stiffness and lateral load carrying capacity of structure
largely increase. In this paper, the seismic vulnerability of
building with soft storey is shown with an example of G+10
three dimensional (3D) steel frame. The open first storey is
an important functional requirement of almost all the urban
multi-storey buildings, and hence, cannot be eliminated.
Hence some special measures need to be adopted for this
specific situation. The under-lying principle of any solution
to this problem is in increasing the stiffness’s of the first
storey such that the first storey stiffness is at least 50% as
stiff as the second storey, i.e., soft first storeys are to be avoided,
and providing adequate lateral strength in the first storey. In
this paper, stiffness balancing is proposed between the first
and second storey of a steel moment resisting frame building
with open first storey and brick infills as described in models.
A simple example building is analyzed by modeling it with
nine different methods. The stiffness effect on the first storey
is demonstrated through the lateral displacement profile of
the building.
ANALYSIS OF SOFT STOREY FOR MULTI STORYED BUILDING IN ZONE-4Ijripublishers Ijri
Multi-storey buildings are becoming increasingly common in developed and developing countries with the increase in
urbanization all over the world. Many of these buildings do not have structural walls at ground floor level to increase the
flexibility of the space for recreational use such as parking or for retail or commercial use. these buildings which possess
storey that are significantly weaker or more flexible than adjacent storey are known as soft storey buildings, these
are characterized by having a story which has a lot of open space. while the unobstructed space of the soft story might
be aesthetically or commercially desirable, it also means that there are less opportunities to install shear walls, specialized
walls which are designed to distribute lateral forces so that a building can cope with the swaying characteristic of
an earthquake.
Seismic performance of a rc frame with soft storey criteriaeSAT Journals
Abstract
Soft first storey is a typical feature in the modern multi-storey constructions in urban India. Social and functional need to provide parking space at ground level leads seismic vulnerability of such a building. The computer software usage in civil engineering has greatly reduced the complexities of different aspects in the analysis and design of projects. In the present study an attempt has been made to investigate the seismic behaviour of a multi-storey building with soft first storey. When subjected to seismic loads, it was observed that soft storey frames are less resistant when compared to infill frames.
Keywords: Masonry Infill (MI), Soft storey, relative stiffness, Diagonal strut, Base shear, response spectrum analysis, Time history analysis.
Seismic Drift Consideration in soft storied RCC buildings: A Critical ReviewIJERD Editor
Reinforced concrete frame buildings are becoming increasingly common in urban India. Many such
buildings constructed in recent times have a special feature – the ground storey is left open for the purpose of
parking, i.e., columns in the ground floor do not have any partition walls (of either masonry or
Reinforced concrete) between them. Such buildings are often called open ground storey buildings. The
relative horizontal displacement in the ground storey is much larger than storeys above it. The total horizontal
earthquake force it can carry in the ground storey is significantly smaller than storeys above it. The soft or weak
storey may exist at any storey level other than ground storey level. The presence of walls in upper storeys
makes them much stiffer than the open ground storey. Still Multi storey reinforced concrete buildings are
continuing to be built in India which has open ground storeys. It is imperative to know the behavior of
soft storey building to the seismic load for designing various retrofit strategies. Hence it is important to
study and understand the response of such buildings and make such buildings earthquake resistant based
on the study to prevent their collapse and to save the loss of life and property.
International Journal of Engineering Research and Applications (IJERA) is an open access online peer reviewed international journal that publishes research and review articles in the fields of Computer Science, Neural Networks, Electrical Engineering, Software Engineering, Information Technology, Mechanical Engineering, Chemical Engineering, Plastic Engineering, Food Technology, Textile Engineering, Nano Technology & science, Power Electronics, Electronics & Communication Engineering, Computational mathematics, Image processing, Civil Engineering, Structural Engineering, Environmental Engineering, VLSI Testing & Low Power VLSI Design etc.
STRUCTURAL COST COMPARISON OF LOW RISE BUILDING HAVING MOMENT RESISTING FRAME...IAEME Publication
In Bhuj earthquake 2001, there were collapses of many low rise buildings. After a
very severe seismic shaking, it may be far cheaper to repair, or even rebuild the
damaged structure, than to build a no damaged structure in the first place. With the
help of shear walls the structure can be made which will not collapse in earthquake. It
is general perception in minds of people that shear walls are economical for high rise
buildings. Therefore it is necessary to find out cost efficiency of low rise buildings
with shear walls
LATERAL LOAD ANALYSIS OF SOFT STORY BUILDING AND IMPORTANCE OF MODELING MASON...ijsrd.com
Generally Masonry infills are considered as non-structural elements and their stiffness contributions are generally ignored in practice. But they affect both the structural and non-structural performance of the RC buildings during earthquakes. RC frame building with open first storey is known as soft storey, which performs poorly during strong earthquake shaking. A similar soft storey effect can occur if first and second story used as service story. Hence a combination of two structural system components i.e. Rigid frames and RC shear walls leads to a highly efficient system in which shear wall resist the majority of the lateral loads and the frame supports majority of the gravity loads. To study the effect of masonry infill with different soft storey level, 7 models of Reinforced Concrete framed building were analyzed with two types of shear wall when subjected to earthquake loading. The results of bare frame and other building models have been compared, it is observed that model with swastika and L shape shear wall are showing efficient performance and hence reducing the effect of soft storey in model 3, model 4 and model 5.
Seismic Vulnerability Assessment of Steel Moment Resisting Frame due to Infil...IDES Editor
Steel moment resisting frame with open first storey
(soft storey) is known to perform well compared with the RC
frames during strong earthquake shaking. The presence of
masonry infill wall influences the overall behavior of the
structure when subjected to lateral forces, when masonry infill
are considered to interact with their surrounding frames the
lateral stiffness and lateral load carrying capacity of structure
largely increase. In this paper, the seismic vulnerability of
building with soft storey is shown with an example of G+10
three dimensional (3D) steel frame. The open first storey is
an important functional requirement of almost all the urban
multi-storey buildings, and hence, cannot be eliminated.
Hence some special measures need to be adopted for this
specific situation. The under-lying principle of any solution
to this problem is in increasing the stiffness’s of the first
storey such that the first storey stiffness is at least 50% as
stiff as the second storey, i.e., soft first storeys are to be avoided,
and providing adequate lateral strength in the first storey. In
this paper, stiffness balancing is proposed between the first
and second storey of a steel moment resisting frame building
with open first storey and brick infills as described in models.
A simple example building is analyzed by modeling it with
nine different methods. The stiffness effect on the first storey
is demonstrated through the lateral displacement profile of
the building.
ANALYSIS OF SOFT STOREY FOR MULTI STORYED BUILDING IN ZONE-4Ijripublishers Ijri
Multi-storey buildings are becoming increasingly common in developed and developing countries with the increase in
urbanization all over the world. Many of these buildings do not have structural walls at ground floor level to increase the
flexibility of the space for recreational use such as parking or for retail or commercial use. these buildings which possess
storey that are significantly weaker or more flexible than adjacent storey are known as soft storey buildings, these
are characterized by having a story which has a lot of open space. while the unobstructed space of the soft story might
be aesthetically or commercially desirable, it also means that there are less opportunities to install shear walls, specialized
walls which are designed to distribute lateral forces so that a building can cope with the swaying characteristic of
an earthquake.
Seismic performance of a rc frame with soft storey criteriaeSAT Journals
Abstract
Soft first storey is a typical feature in the modern multi-storey constructions in urban India. Social and functional need to provide parking space at ground level leads seismic vulnerability of such a building. The computer software usage in civil engineering has greatly reduced the complexities of different aspects in the analysis and design of projects. In the present study an attempt has been made to investigate the seismic behaviour of a multi-storey building with soft first storey. When subjected to seismic loads, it was observed that soft storey frames are less resistant when compared to infill frames.
Keywords: Masonry Infill (MI), Soft storey, relative stiffness, Diagonal strut, Base shear, response spectrum analysis, Time history analysis.
Seismic Drift Consideration in soft storied RCC buildings: A Critical ReviewIJERD Editor
Reinforced concrete frame buildings are becoming increasingly common in urban India. Many such
buildings constructed in recent times have a special feature – the ground storey is left open for the purpose of
parking, i.e., columns in the ground floor do not have any partition walls (of either masonry or
Reinforced concrete) between them. Such buildings are often called open ground storey buildings. The
relative horizontal displacement in the ground storey is much larger than storeys above it. The total horizontal
earthquake force it can carry in the ground storey is significantly smaller than storeys above it. The soft or weak
storey may exist at any storey level other than ground storey level. The presence of walls in upper storeys
makes them much stiffer than the open ground storey. Still Multi storey reinforced concrete buildings are
continuing to be built in India which has open ground storeys. It is imperative to know the behavior of
soft storey building to the seismic load for designing various retrofit strategies. Hence it is important to
study and understand the response of such buildings and make such buildings earthquake resistant based
on the study to prevent their collapse and to save the loss of life and property.
STRUCTURAL COST COMPARISON OF LOW RISE BUILDING HAVING MOMENT RESISTING FRAME...IAEME Publication
In Bhuj earthquake 2001, there were collapses of many low rise buildings. After a
very severe seismic shaking, it may be far cheaper to repair, or even rebuild the
damaged structure, than to build a no damaged structure in the first place. With the
help of shear walls the structure can be made which will not collapse in earthquake. It
is general perception in minds of people that shear walls are economical for high rise
buildings. Therefore it is necessary to find out cost efficiency of low rise buildings
with shear walls.
Lateral Load Analysis of Shear Wall and Concrete Braced Multi-Storeyed R.C Fr...ijsrd.com
Generally RC framed structures are designed without regards to structural action of masonry infill walls present. Masonry infill walls are widely used as partitions. These buildings are generally designed as framed structures without regard to structural action of masonry infill walls. They are considered as non- structural elements. RC frame building with open first storey is known as soft storey, which performs poorly during strong earthquake shaking. Past earthquakes are evident that collapses due to soft storeys are most often in RC buildings. In the soft storey, columns are severely stressed and unable to provide adequate shear resistance during the earthquake. . In this study, 3D analytical model of twelve storeyed buildings have been generated for different buildings Models and analyzed using structural analysis tool 'ETABS'. To study the effect of infill, ground soft, bare frame and models with ground soft having concrete core wall and shear walls and concrete bracings at different positions during earthquake; seismic analysis using both linear static, linear dynamic (response spectrum method) has been performed. The analytical model of the building includes all important components that influence the mass, strength, stiffness and deformability of the structure.
Vaccine management system project report documentation..pdfKamal Acharya
The Division of Vaccine and Immunization is facing increasing difficulty monitoring vaccines and other commodities distribution once they have been distributed from the national stores. With the introduction of new vaccines, more challenges have been anticipated with this additions posing serious threat to the already over strained vaccine supply chain system in Kenya.
Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)MdTanvirMahtab2
This presentation is about the working procedure of Shahjalal Fertilizer Company Limited (SFCL). A Govt. owned Company of Bangladesh Chemical Industries Corporation under Ministry of Industries.
Democratizing Fuzzing at Scale by Abhishek Aryaabh.arya
Presented at NUS: Fuzzing and Software Security Summer School 2024
This keynote talks about the democratization of fuzzing at scale, highlighting the collaboration between open source communities, academia, and industry to advance the field of fuzzing. It delves into the history of fuzzing, the development of scalable fuzzing platforms, and the empowerment of community-driven research. The talk will further discuss recent advancements leveraging AI/ML and offer insights into the future evolution of the fuzzing landscape.
Cosmetic shop management system project report.pdfKamal Acharya
Buying new cosmetic products is difficult. It can even be scary for those who have sensitive skin and are prone to skin trouble. The information needed to alleviate this problem is on the back of each product, but it's thought to interpret those ingredient lists unless you have a background in chemistry.
Instead of buying and hoping for the best, we can use data science to help us predict which products may be good fits for us. It includes various function programs to do the above mentioned tasks.
Data file handling has been effectively used in the program.
The automated cosmetic shop management system should deal with the automation of general workflow and administration process of the shop. The main processes of the system focus on customer's request where the system is able to search the most appropriate products and deliver it to the customers. It should help the employees to quickly identify the list of cosmetic product that have reached the minimum quantity and also keep a track of expired date for each cosmetic product. It should help the employees to find the rack number in which the product is placed.It is also Faster and more efficient way.
Automobile Management System Project Report.pdfKamal Acharya
The proposed project is developed to manage the automobile in the automobile dealer company. The main module in this project is login, automobile management, customer management, sales, complaints and reports. The first module is the login. The automobile showroom owner should login to the project for usage. The username and password are verified and if it is correct, next form opens. If the username and password are not correct, it shows the error message.
When a customer search for a automobile, if the automobile is available, they will be taken to a page that shows the details of the automobile including automobile name, automobile ID, quantity, price etc. “Automobile Management System” is useful for maintaining automobiles, customers effectively and hence helps for establishing good relation between customer and automobile organization. It contains various customized modules for effectively maintaining automobiles and stock information accurately and safely.
When the automobile is sold to the customer, stock will be reduced automatically. When a new purchase is made, stock will be increased automatically. While selecting automobiles for sale, the proposed software will automatically check for total number of available stock of that particular item, if the total stock of that particular item is less than 5, software will notify the user to purchase the particular item.
Also when the user tries to sale items which are not in stock, the system will prompt the user that the stock is not enough. Customers of this system can search for a automobile; can purchase a automobile easily by selecting fast. On the other hand the stock of automobiles can be maintained perfectly by the automobile shop manager overcoming the drawbacks of existing system.
Explore the innovative world of trenchless pipe repair with our comprehensive guide, "The Benefits and Techniques of Trenchless Pipe Repair." This document delves into the modern methods of repairing underground pipes without the need for extensive excavation, highlighting the numerous advantages and the latest techniques used in the industry.
Learn about the cost savings, reduced environmental impact, and minimal disruption associated with trenchless technology. Discover detailed explanations of popular techniques such as pipe bursting, cured-in-place pipe (CIPP) lining, and directional drilling. Understand how these methods can be applied to various types of infrastructure, from residential plumbing to large-scale municipal systems.
Ideal for homeowners, contractors, engineers, and anyone interested in modern plumbing solutions, this guide provides valuable insights into why trenchless pipe repair is becoming the preferred choice for pipe rehabilitation. Stay informed about the latest advancements and best practices in the field.
Immunizing Image Classifiers Against Localized Adversary Attacksgerogepatton
This paper addresses the vulnerability of deep learning models, particularly convolutional neural networks
(CNN)s, to adversarial attacks and presents a proactive training technique designed to counter them. We
introduce a novel volumization algorithm, which transforms 2D images into 3D volumetric representations.
When combined with 3D convolution and deep curriculum learning optimization (CLO), itsignificantly improves
the immunity of models against localized universal attacks by up to 40%. We evaluate our proposed approach
using contemporary CNN architectures and the modified Canadian Institute for Advanced Research (CIFAR-10
and CIFAR-100) and ImageNet Large Scale Visual Recognition Challenge (ILSVRC12) datasets, showcasing
accuracy improvements over previous techniques. The results indicate that the combination of the volumetric
input and curriculum learning holds significant promise for mitigating adversarial attacks without necessitating
adversary training.
TECHNICAL TRAINING MANUAL GENERAL FAMILIARIZATION COURSEDuvanRamosGarzon1
AIRCRAFT GENERAL
The Single Aisle is the most advanced family aircraft in service today, with fly-by-wire flight controls.
The A318, A319, A320 and A321 are twin-engine subsonic medium range aircraft.
The family offers a choice of engines
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdffxintegritypublishin
Advancements in technology unveil a myriad of electrical and electronic breakthroughs geared towards efficiently harnessing limited resources to meet human energy demands. The optimization of hybrid solar PV panels and pumped hydro energy supply systems plays a pivotal role in utilizing natural resources effectively. This initiative not only benefits humanity but also fosters environmental sustainability. The study investigated the design optimization of these hybrid systems, focusing on understanding solar radiation patterns, identifying geographical influences on solar radiation, formulating a mathematical model for system optimization, and determining the optimal configuration of PV panels and pumped hydro storage. Through a comparative analysis approach and eight weeks of data collection, the study addressed key research questions related to solar radiation patterns and optimal system design. The findings highlighted regions with heightened solar radiation levels, showcasing substantial potential for power generation and emphasizing the system's efficiency. Optimizing system design significantly boosted power generation, promoted renewable energy utilization, and enhanced energy storage capacity. The study underscored the benefits of optimizing hybrid solar PV panels and pumped hydro energy supply systems for sustainable energy usage. Optimizing the design of solar PV panels and pumped hydro energy supply systems as examined across diverse climatic conditions in a developing country, not only enhances power generation but also improves the integration of renewable energy sources and boosts energy storage capacities, particularly beneficial for less economically prosperous regions. Additionally, the study provides valuable insights for advancing energy research in economically viable areas. Recommendations included conducting site-specific assessments, utilizing advanced modeling tools, implementing regular maintenance protocols, and enhancing communication among system components.
Forklift Classes Overview by Intella PartsIntella Parts
Discover the different forklift classes and their specific applications. Learn how to choose the right forklift for your needs to ensure safety, efficiency, and compliance in your operations.
For more technical information, visit our website https://intellaparts.com