This document summarizes a case study that assesses the strength and restoration of a reinforced concrete structure through structural health evaluation. The researchers conducted a structural audit, including visual inspections and non-destructive testing, on an institutional building in Indapur, Maharashtra, India that was 24 years old. The inspection found areas of the ground floor in poor condition with corroded reinforcement exposed. Non-destructive testing methods like the rebound hammer test were used to evaluate concrete strength. The researchers then created a model of the structure in ETABS software and analyzed it to check for code compliance. Recommendations were made for repair and retrofitting to enhance the life of the structure.
IRJET- Review on Restrengthening of Existing R.C Structure with Considera...IRJET Journal
This document discusses reviewing methods for strengthening existing reinforced concrete structures by considering structure audit reports. It begins by noting the alarming rate of structural collapses in India due to subpar materials and construction oversight. Structure audits are identified as an important tool for assessing building health and determining necessary retrofitting. Non-destructive testing methods are effective for monitoring age-related deterioration. The objectives of the project discussed are to perform inspections, identify distress causes and extent, prepare audit reports, determine service life, and implement retrofitting as needed. Literature on previous structure audits and use of non-destructive tests to evaluate reinforced concrete health is also reviewed.
Rehabilitation of Buildings for Functional Unsuitability: Need of Structural ...ijtsrd
The document discusses the need for structural health monitoring and rehabilitation of buildings. It states that over time, buildings can deteriorate and become functionally unsuitable if not properly maintained and monitored after construction. Several case studies of older buildings are examined, finding that with proper maintenance and monitoring, their condition could be better than the current deteriorated state. The document outlines the steps involved in repairing damaged concrete, which includes determining the cause of damage, evaluating the extent of damage, selecting a repair method, and properly curing the repaired concrete. It emphasizes the importance of understanding why deterioration occurred in order to select an effective repair strategy. Structural health monitoring is discussed as a way to continuously assess the condition of a structure and ensure its ability to perform
IRJET - An Experimental Study of Flexural Behaviour and Corrosion Propert...IRJET Journal
This document summarizes an experimental study on the flexural behavior and corrosion properties of reinforced concrete beams. The study aimed to induce corrosion on steel bars with and without corrosion resistant coating in beams, and determine the impact on residual flexural capacity. Beams were tested after 7 and 28 days to analyze load-carrying capacity and deflection. Results showed corrosion resistant beams had higher strength and intermediate deflection compared to conventional and corroded beams. The study concluded the corrosion resistant coating provided effective and affordable protection to rebar compared to uncoated bars, improving beam performance over time.
Soundness & feasibility of additional floor on existing rc building with ...eSAT Journals
Abstract Many RC structures are influenced by different adverse conditions, where the serviceability and structural capacity may be decreased. Some structural disorders may be observed due to inadequacy of reinforcement provided, strength of concrete or the difference in grade of concrete used during construction. This requires the application of strengthening measures. Hence the structure is thoroughly investigated for quality, strength of concrete and other design aspects. A major part of the investigation also involves the feasibility of one additional floor over the existing RC structure where the deficiency of reinforcement is analyzed for the proposed additional load. The appropriate strengthening measures for the deficient RC members are presented based on the analysis of the structure and also considering the different site constraints. Keywords - RC structure, structural disorder, feasibility, strengthening measures
IRJET- Optimum Design of a Trailer Chassis to Overcome Failures of Welded Joi...IRJET Journal
1) The document discusses the finite element analysis of a trailer chassis to optimize its design and overcome failures in welded joints.
2) A CAD model of the chassis was created in SolidWorks and imported into ANSYS for finite element analysis to simulate loads and study stress distributions.
3) The analysis found high stresses at welded joints connecting cross members to the main frame, indicating these are failure points. Optimizing the chassis design could improve maintenance needs and reduce costs by extending the lifespan.
Experimental Investigation on Blended Fiber Reinforced Self-Compacting ConcreteIRJET Journal
This document presents an experimental study investigating the use of steel fibers and banana fibers as reinforcement in self-compacting concrete (SCC). Various mixes were tested with different volume fractions and hybridization ratios of the two fiber types. The fresh and hardened concrete properties of the mixes were evaluated based on standard tests. The results showed that adding fibers generally improved the compressive strength, split tensile strength, and flexural strength of the SCC compared to a non-fiber mix. Hybrid mixes with both fiber types performed better than single fiber mixes in most cases. The optimal mixes were found to be those with 0.5% fiber content with a 1:1 hybridization ratio and 1% fiber content with a 25:75 hybridization ratio
This document provides guidance on repairing structural cracks in concrete by epoxy injection. It describes cleaning and preparing the crack surface, selecting the appropriate epoxy material based on criteria like crack width and thickness of concrete, installing entry ports and a cap seal, injecting the epoxy under pressure until refusal, removing ports and seals, and checking the quality of the repair with coring or nondestructive testing. Safety precautions are also outlined as epoxies are hazardous materials. The goal of the repair is to restore structural integrity and prevent moisture penetration through the crack.
This document summarizes an assessment of strengthening work done on a residential building in Aurangabad, Maharashtra, India. Non-destructive testing was conducted before and after strengthening to evaluate the building's condition. Testing found some columns to be weak. Strengthening recommendations included grouting columns with micro fine cement and epoxy resin, as well as applying micro concrete jacketing to weak columns. Post-strengthening testing saw improvements but some columns still needed strengthening. The work aimed to repair deficiencies and retrofit the structure to protect lives and extend its structural life.
IRJET- Review on Restrengthening of Existing R.C Structure with Considera...IRJET Journal
This document discusses reviewing methods for strengthening existing reinforced concrete structures by considering structure audit reports. It begins by noting the alarming rate of structural collapses in India due to subpar materials and construction oversight. Structure audits are identified as an important tool for assessing building health and determining necessary retrofitting. Non-destructive testing methods are effective for monitoring age-related deterioration. The objectives of the project discussed are to perform inspections, identify distress causes and extent, prepare audit reports, determine service life, and implement retrofitting as needed. Literature on previous structure audits and use of non-destructive tests to evaluate reinforced concrete health is also reviewed.
Rehabilitation of Buildings for Functional Unsuitability: Need of Structural ...ijtsrd
The document discusses the need for structural health monitoring and rehabilitation of buildings. It states that over time, buildings can deteriorate and become functionally unsuitable if not properly maintained and monitored after construction. Several case studies of older buildings are examined, finding that with proper maintenance and monitoring, their condition could be better than the current deteriorated state. The document outlines the steps involved in repairing damaged concrete, which includes determining the cause of damage, evaluating the extent of damage, selecting a repair method, and properly curing the repaired concrete. It emphasizes the importance of understanding why deterioration occurred in order to select an effective repair strategy. Structural health monitoring is discussed as a way to continuously assess the condition of a structure and ensure its ability to perform
IRJET - An Experimental Study of Flexural Behaviour and Corrosion Propert...IRJET Journal
This document summarizes an experimental study on the flexural behavior and corrosion properties of reinforced concrete beams. The study aimed to induce corrosion on steel bars with and without corrosion resistant coating in beams, and determine the impact on residual flexural capacity. Beams were tested after 7 and 28 days to analyze load-carrying capacity and deflection. Results showed corrosion resistant beams had higher strength and intermediate deflection compared to conventional and corroded beams. The study concluded the corrosion resistant coating provided effective and affordable protection to rebar compared to uncoated bars, improving beam performance over time.
Soundness & feasibility of additional floor on existing rc building with ...eSAT Journals
Abstract Many RC structures are influenced by different adverse conditions, where the serviceability and structural capacity may be decreased. Some structural disorders may be observed due to inadequacy of reinforcement provided, strength of concrete or the difference in grade of concrete used during construction. This requires the application of strengthening measures. Hence the structure is thoroughly investigated for quality, strength of concrete and other design aspects. A major part of the investigation also involves the feasibility of one additional floor over the existing RC structure where the deficiency of reinforcement is analyzed for the proposed additional load. The appropriate strengthening measures for the deficient RC members are presented based on the analysis of the structure and also considering the different site constraints. Keywords - RC structure, structural disorder, feasibility, strengthening measures
IRJET- Optimum Design of a Trailer Chassis to Overcome Failures of Welded Joi...IRJET Journal
1) The document discusses the finite element analysis of a trailer chassis to optimize its design and overcome failures in welded joints.
2) A CAD model of the chassis was created in SolidWorks and imported into ANSYS for finite element analysis to simulate loads and study stress distributions.
3) The analysis found high stresses at welded joints connecting cross members to the main frame, indicating these are failure points. Optimizing the chassis design could improve maintenance needs and reduce costs by extending the lifespan.
Experimental Investigation on Blended Fiber Reinforced Self-Compacting ConcreteIRJET Journal
This document presents an experimental study investigating the use of steel fibers and banana fibers as reinforcement in self-compacting concrete (SCC). Various mixes were tested with different volume fractions and hybridization ratios of the two fiber types. The fresh and hardened concrete properties of the mixes were evaluated based on standard tests. The results showed that adding fibers generally improved the compressive strength, split tensile strength, and flexural strength of the SCC compared to a non-fiber mix. Hybrid mixes with both fiber types performed better than single fiber mixes in most cases. The optimal mixes were found to be those with 0.5% fiber content with a 1:1 hybridization ratio and 1% fiber content with a 25:75 hybridization ratio
This document provides guidance on repairing structural cracks in concrete by epoxy injection. It describes cleaning and preparing the crack surface, selecting the appropriate epoxy material based on criteria like crack width and thickness of concrete, installing entry ports and a cap seal, injecting the epoxy under pressure until refusal, removing ports and seals, and checking the quality of the repair with coring or nondestructive testing. Safety precautions are also outlined as epoxies are hazardous materials. The goal of the repair is to restore structural integrity and prevent moisture penetration through the crack.
This document summarizes an assessment of strengthening work done on a residential building in Aurangabad, Maharashtra, India. Non-destructive testing was conducted before and after strengthening to evaluate the building's condition. Testing found some columns to be weak. Strengthening recommendations included grouting columns with micro fine cement and epoxy resin, as well as applying micro concrete jacketing to weak columns. Post-strengthening testing saw improvements but some columns still needed strengthening. The work aimed to repair deficiencies and retrofit the structure to protect lives and extend its structural life.
IRJET- Structural Audit – A Case Study of Educational BuildingIRJET Journal
The document summarizes a structural audit case study of an educational building in Pune, India. The building is 29 years old with RCC construction. A visual inspection found minor cracks in columns, walls and slabs, as well as some rusting of steel reinforcement. Non-destructive testing using a rebound hammer found the average concrete strength in columns to be 36 MPa, 30 MPa in beams, and 25 MPa in slabs, indicating good structural condition. The audit identified some needed repairs but found the overall structure to be in satisfactory condition with no major structural issues.
IRJET- To Study and Analyze the Various Structures by the Structural AuditIRJET Journal
1) Structural audits are important to assess the condition of reinforced concrete structures over 30 years old and identify deterioration and needed repairs.
2) The audit of a structure involves visual inspection, non-destructive testing like rebound hammer and ultrasonic pulse velocity tests, and evaluation of cracks.
3) Testing was conducted on several structures like a school, water reservoir, market building, and apartment. Results showed deterioration of concrete in some areas requiring repairs like steel jacketing or grouting.
IRJET- Structural Audit and Rehabilitation of BuildingIRJET Journal
1. The document discusses structural audits and rehabilitation of buildings.
2. Structural audits are important to assess the condition and safety of structures over time and determine necessary repairs.
3. Non-destructive testing methods like rebound hammer testing and ultrasonic pulse velocity testing are used to evaluate structures.
4. Audit reports provide details on the structure, inspection findings, test results, and recommended rehabilitation work.
IRJET- Structural Audit and Rehabilitation of BuildingIRJET Journal
1. The document discusses structural audits and rehabilitation of buildings.
2. Structural audits are important to assess the condition and safety of structures over time and determine necessary repairs.
3. Non-destructive testing methods like rebound hammer testing and ultrasonic pulse velocity testing are used to evaluate structures.
4. Audit reports provide details on the structure, inspection findings, test results, and recommended rehabilitation work.
IRJET- Retrofitting of Reinforced Concrete StructuresIRJET Journal
This document discusses retrofitting of reinforced concrete structures. It begins with an abstract that describes how repair and retrofitting can increase stiffness, strength, and failure deformation of concrete structures. It then discusses the need to retrofit structures to make them safer during earthquakes or other disasters since many were not designed to current seismic standards. Various retrofitting methods and materials are described, including fiber reinforced polymers and carbon fiber reinforced polymer, which was used in testing reinforced concrete beams retrofitted by overlaying with CFRP to measure strength gains. The methodology of retrofitting involves inspection, non-destructive testing, surface preparation, crack injection, and applying carbon fiber wraps with epoxy resin.
IRJET-Understanding the Structural AuditIRJET Journal
The document discusses the importance of structural audits for existing buildings. It defines a structural audit as a technical inspection to evaluate the general health and condition of a building. Structural audits are important to assess the safety of a building, understand any distress areas, and plan necessary repairs or retrofitting. The audit process involves studying design plans, visually inspecting the building, using techniques like tapping and non-destructive testing, and producing a report of observations and recommended actions. The summary highlights that structural audits should be conducted every 5-30 years, depending on a building's age, to ensure structural viability and prolonged safe use of the building.
Structural Audit of Building: A Structural Health Analysis of BuildingIRJET Journal
The document summarizes a structural audit conducted on a 30-year-old residential building. The audit included a visual inspection, rebound hammer testing, and ultrasonic pulse velocity testing of structural elements. The visual inspection identified cracks, color peeling, and dampness issues. Test results found 14% of elements were in poor condition and 7% were doubtful based on standards. The report provides recommendations to seal cracks, repoint areas, and use carbon fiber or repair mortar to strengthen weak structural elements. Overall, the structural audit assessed the condition of the building, identified issues negatively impacting structural integrity, and suggested remedial measures.
“Structural Audit and Rehabilitation of Building”IRJET Journal
The document discusses structural audit and rehabilitation of an existing building. It describes conducting non-destructive tests like ultrasonic pulse velocity tests on the building's columns, beams, and slab. The tests found the quality of the concrete to be poor. The audit revealed cracks in structural members and seepage issues. Recommendations include strengthening structural elements, waterproofing, and repair work to avoid further deterioration and ensure safety. Retrofitting techniques like epoxy injection of cracks and jacketing are suggested to repair the class 3 damage observed and extend the building's life.
IRJET- Repair and Rehabilitation of a BuildingIRJET Journal
This document summarizes the repair and rehabilitation of a building located in Badlapur, India called YASHASHREE C.H.S. Ltd. Visual inspections and non-destructive tests were conducted to evaluate the structural condition. Test results showed deterioration of concrete including cracking, spalling, and corrosion of reinforcement. Specifically, rebound hammer and ultrasonic pulse velocity tests indicated compressive strengths as low as 10 MPa, lower permeability, and corrosion. The overall structure was found to be in a dilapidated condition requiring rehabilitation interventions like crack repair, strengthening, and surface treatment. Recommended repairs and techniques like epoxy injection, additional reinforcement, and coatings were provided to restore the structure.
This document provides an overview of structural health monitoring (SHM) and the use of image processing techniques for SHM. It discusses what SHM is, the need for SHM, common SHM processes, and gives examples of SHM case studies including monitoring of the Mahatma Gandhi Bridge in India and Burj Khalifa tower in Dubai. It also provides details on image processing tasks commonly used for SHM, such as acquiring images, pre-processing, segmentation, representation and description, and recognition and interpretation. Current applications of image processing for SHM are reviewed, such as using image analysis to study aggregate orientation in concrete and using image deblurring to monitor structural vibrations.
IRJET- Health Monitoring of Mundhwa BridgeIRJET Journal
The document summarizes a study on the health monitoring of Mundhwa Bridge in Pune, India. Visual inspections found damage to bearings, expansion joints, and the deck slab. Non-destructive testing using ultrasonic pulse velocity was conducted, finding lower velocities at bearing locations indicating poorer concrete quality. Recommendations included strengthening pier foundations, replacing deteriorated bearings and expansion joints, and repairing damages in the deck slab and service lines. The study demonstrated using non-destructive testing to evaluate bridge conditions and locate internal damages not visible by visual inspection alone.
Structural Diagnosis, Repair and Retrofitting of RCC StructureIRJET Journal
This document discusses the structural diagnosis, repair, and retrofitting of reinforced concrete (RCC) structures. It begins with an introduction to the importance of maintaining and upgrading existing RCC structures rather than demolishing and rebuilding. The stages of structural diagnosis are then outlined, including visual inspection, non-destructive testing (NDT), and identifying critical areas. A case study of diagnosing and analyzing a G+1 RCC building is presented. This involves modeling the structure in ETABS software to evaluate its strength and recommend retrofitting. The analysis shows reductions in demand-capacity ratios and story drift after proposed retrofitting of critical columns. In summary, the document presents a methodology for diagnosing deficiencies in RCC structures and strengthening them
This document provides a structural audit report for an old residential building. It begins with an abstract describing what a structural audit entails. The main body of the report then details the methodology, including a visual inspection of the building internally and externally. It finds issues like corrosion cracks, leaks, and distressed concrete. Non-destructive tests are performed to evaluate the concrete strength. The conclusions recommend repairs like treating corrosion, fixing leaks, and strengthening weak structural elements. It determines the building requires major repairs to remain safe but habitable. In summary, the report analyzes the structural integrity of an old building through inspections and tests, identifies issues, and provides repair recommendations.
IRJET- Analysis and Design of 9 Storied RC Building using various Retrofittin...IRJET Journal
This document analyzes and designs a 9-story reinforced concrete building using various retrofitting techniques in SAP2000.V20 software. It investigates the effects of earthquake forces on buildings and identifies seismic deficiencies. It studies the effectiveness of retrofitting strategies like shear walls, bracings, and column jacketing. The researchers model a 4-story building and apply these retrofitting techniques to improve its strength, stability, and life span. Their analysis finds that shear walls are the most effective technique as they control seismic activity and make the structure more stiff with negligible failure of columns and beams.
IRJET- Structural Audit of 30 Years Old Building with Structural StrengtheningIRJET Journal
This document summarizes a structural audit of a 30-year-old building in Nagpur, Maharashtra, India. The audit included visual inspection, Schmidt hammer rebound tests, and ultrasonic pulse velocity tests both before and after structural strengthening was performed. The testing found some areas of the building to be of doubtful quality. Strengthening included grouting columns and repairing cracks. Retesting after strengthening showed improved but still insufficient strength at some locations. The audit recommends further strengthening such as reinforced concrete jacketing for some columns. The structural audit process allows assessment of an existing building's condition and identification of areas needing repair or retrofitting to safely extend its usable life.
This document discusses techniques for strengthening damaged concrete structures. It focuses on a case study of retrofitting a cooling tower structure in Chennai, India. The structure was old and damaged due to cracking, water leakage, and reinforcement corrosion. Non-destructive testing showed the structure was still load-bearing but in need of repair. Weak concrete was removed and new reinforcement and microconcrete were applied to regain strength. Post-retrofitting evaluation showed the techniques were able to strengthen the structure to its original capacity in a shorter time than new construction at lower cost.
The construction activity in India has been increasing geometrically without matching
increase in the availability of quality inputs, in terms of materials and skilled workmen. The gap
between the quality planned and the quality achieved continues to widen. The factors contributing to
damages/distress due to various causes including leakage/seepage have, thus, become intrinsic right
from the construction stage.
IRJET- Conditional Assessment of Bridges Case Study: Kund-Mala BridgeIRJET Journal
This document discusses a case study of the visual inspection of the Kund-Mala Bridge located in India. The bridge consists of two segments - a concrete slab bridge and a steel truss bridge. Engineers conducted a visual inspection of the bridge and observed several issues including cracks in the concrete, exposed reinforcement, corrosion of the steel, erosion of bridge foundations, and damage to structural connections. The visual inspection is the first step in assessing the condition of the bridge and determining if further testing is needed.
DESIGN AND ANALYSIS OF MULTI STORIED STRUCTURES USING STATIC NON LINEAR ANALYSISIjripublishers Ijri
In plan during the seismic excitation using nonlinear static analysis (pushover) have been performed on the
same structure. The literature pertaining to pushover analysis is reviewed. The pushover analysis adopted
in the present study is on similar lines with the procedure presented by Ashraf Habibullah and Stephen
Pyle using ETABS V 9.7 structural analysis software. The effect of earthquake force in a idealized G+4 story
building under maximum earthquake zone, with the help of pushover analysis has been investigated and
the results were compared in terms of base shear, displacement, spectral acceleration, spectral displacement
and effective damping and effective time period .to strengthen the symmetric and un symmetric RCC
framed buildings` steel braces are included by using retrofitting method.
This document provides an introduction to the course "Structural Repair & Rehabilitation". The course aims to prepare graduates to handle challenges in maintaining aging buildings and infrastructure through appropriate repair, rehabilitation, or retrofitting techniques. It will teach students to assess structures for distress, understand causes of deterioration in concrete, and design effective repair solutions to restore structural function. The course outline includes topics like evaluation of concrete, causes of distress, concrete repair planning and design, and strengthening of structures. Students will learn determination and evaluation skills to address concrete issues.
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...IRJET Journal
1) The document discusses the Sungal Tunnel project in Jammu and Kashmir, India, which is being constructed using the New Austrian Tunneling Method (NATM).
2) NATM involves continuous monitoring during construction to adapt to changing ground conditions, and makes extensive use of shotcrete for temporary tunnel support.
3) The methodology section outlines the systematic geotechnical design process for tunnels according to Austrian guidelines, and describes the various steps of NATM tunnel construction including initial and secondary tunnel support.
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTUREIRJET Journal
This study examines the effect of response reduction factors (R factors) on reinforced concrete (RC) framed structures through nonlinear dynamic analysis. Three RC frame models with varying heights (4, 8, and 12 stories) were analyzed in ETABS software under different R factors ranging from 1 to 5. The results showed that displacement increased as the R factor decreased, indicating less linear behavior for lower R factors. Drift also decreased proportionally with increasing R factors from 1 to 5. Shear forces in the frames decreased with higher R factors. In general, R factors of 3 to 5 produced more satisfactory performance with less displacement and drift. The displacement variations between different building heights were consistent at different R factors. This study evaluated how R factors influence
IRJET- Structural Audit – A Case Study of Educational BuildingIRJET Journal
The document summarizes a structural audit case study of an educational building in Pune, India. The building is 29 years old with RCC construction. A visual inspection found minor cracks in columns, walls and slabs, as well as some rusting of steel reinforcement. Non-destructive testing using a rebound hammer found the average concrete strength in columns to be 36 MPa, 30 MPa in beams, and 25 MPa in slabs, indicating good structural condition. The audit identified some needed repairs but found the overall structure to be in satisfactory condition with no major structural issues.
IRJET- To Study and Analyze the Various Structures by the Structural AuditIRJET Journal
1) Structural audits are important to assess the condition of reinforced concrete structures over 30 years old and identify deterioration and needed repairs.
2) The audit of a structure involves visual inspection, non-destructive testing like rebound hammer and ultrasonic pulse velocity tests, and evaluation of cracks.
3) Testing was conducted on several structures like a school, water reservoir, market building, and apartment. Results showed deterioration of concrete in some areas requiring repairs like steel jacketing or grouting.
IRJET- Structural Audit and Rehabilitation of BuildingIRJET Journal
1. The document discusses structural audits and rehabilitation of buildings.
2. Structural audits are important to assess the condition and safety of structures over time and determine necessary repairs.
3. Non-destructive testing methods like rebound hammer testing and ultrasonic pulse velocity testing are used to evaluate structures.
4. Audit reports provide details on the structure, inspection findings, test results, and recommended rehabilitation work.
IRJET- Structural Audit and Rehabilitation of BuildingIRJET Journal
1. The document discusses structural audits and rehabilitation of buildings.
2. Structural audits are important to assess the condition and safety of structures over time and determine necessary repairs.
3. Non-destructive testing methods like rebound hammer testing and ultrasonic pulse velocity testing are used to evaluate structures.
4. Audit reports provide details on the structure, inspection findings, test results, and recommended rehabilitation work.
IRJET- Retrofitting of Reinforced Concrete StructuresIRJET Journal
This document discusses retrofitting of reinforced concrete structures. It begins with an abstract that describes how repair and retrofitting can increase stiffness, strength, and failure deformation of concrete structures. It then discusses the need to retrofit structures to make them safer during earthquakes or other disasters since many were not designed to current seismic standards. Various retrofitting methods and materials are described, including fiber reinforced polymers and carbon fiber reinforced polymer, which was used in testing reinforced concrete beams retrofitted by overlaying with CFRP to measure strength gains. The methodology of retrofitting involves inspection, non-destructive testing, surface preparation, crack injection, and applying carbon fiber wraps with epoxy resin.
IRJET-Understanding the Structural AuditIRJET Journal
The document discusses the importance of structural audits for existing buildings. It defines a structural audit as a technical inspection to evaluate the general health and condition of a building. Structural audits are important to assess the safety of a building, understand any distress areas, and plan necessary repairs or retrofitting. The audit process involves studying design plans, visually inspecting the building, using techniques like tapping and non-destructive testing, and producing a report of observations and recommended actions. The summary highlights that structural audits should be conducted every 5-30 years, depending on a building's age, to ensure structural viability and prolonged safe use of the building.
Structural Audit of Building: A Structural Health Analysis of BuildingIRJET Journal
The document summarizes a structural audit conducted on a 30-year-old residential building. The audit included a visual inspection, rebound hammer testing, and ultrasonic pulse velocity testing of structural elements. The visual inspection identified cracks, color peeling, and dampness issues. Test results found 14% of elements were in poor condition and 7% were doubtful based on standards. The report provides recommendations to seal cracks, repoint areas, and use carbon fiber or repair mortar to strengthen weak structural elements. Overall, the structural audit assessed the condition of the building, identified issues negatively impacting structural integrity, and suggested remedial measures.
“Structural Audit and Rehabilitation of Building”IRJET Journal
The document discusses structural audit and rehabilitation of an existing building. It describes conducting non-destructive tests like ultrasonic pulse velocity tests on the building's columns, beams, and slab. The tests found the quality of the concrete to be poor. The audit revealed cracks in structural members and seepage issues. Recommendations include strengthening structural elements, waterproofing, and repair work to avoid further deterioration and ensure safety. Retrofitting techniques like epoxy injection of cracks and jacketing are suggested to repair the class 3 damage observed and extend the building's life.
IRJET- Repair and Rehabilitation of a BuildingIRJET Journal
This document summarizes the repair and rehabilitation of a building located in Badlapur, India called YASHASHREE C.H.S. Ltd. Visual inspections and non-destructive tests were conducted to evaluate the structural condition. Test results showed deterioration of concrete including cracking, spalling, and corrosion of reinforcement. Specifically, rebound hammer and ultrasonic pulse velocity tests indicated compressive strengths as low as 10 MPa, lower permeability, and corrosion. The overall structure was found to be in a dilapidated condition requiring rehabilitation interventions like crack repair, strengthening, and surface treatment. Recommended repairs and techniques like epoxy injection, additional reinforcement, and coatings were provided to restore the structure.
This document provides an overview of structural health monitoring (SHM) and the use of image processing techniques for SHM. It discusses what SHM is, the need for SHM, common SHM processes, and gives examples of SHM case studies including monitoring of the Mahatma Gandhi Bridge in India and Burj Khalifa tower in Dubai. It also provides details on image processing tasks commonly used for SHM, such as acquiring images, pre-processing, segmentation, representation and description, and recognition and interpretation. Current applications of image processing for SHM are reviewed, such as using image analysis to study aggregate orientation in concrete and using image deblurring to monitor structural vibrations.
IRJET- Health Monitoring of Mundhwa BridgeIRJET Journal
The document summarizes a study on the health monitoring of Mundhwa Bridge in Pune, India. Visual inspections found damage to bearings, expansion joints, and the deck slab. Non-destructive testing using ultrasonic pulse velocity was conducted, finding lower velocities at bearing locations indicating poorer concrete quality. Recommendations included strengthening pier foundations, replacing deteriorated bearings and expansion joints, and repairing damages in the deck slab and service lines. The study demonstrated using non-destructive testing to evaluate bridge conditions and locate internal damages not visible by visual inspection alone.
Structural Diagnosis, Repair and Retrofitting of RCC StructureIRJET Journal
This document discusses the structural diagnosis, repair, and retrofitting of reinforced concrete (RCC) structures. It begins with an introduction to the importance of maintaining and upgrading existing RCC structures rather than demolishing and rebuilding. The stages of structural diagnosis are then outlined, including visual inspection, non-destructive testing (NDT), and identifying critical areas. A case study of diagnosing and analyzing a G+1 RCC building is presented. This involves modeling the structure in ETABS software to evaluate its strength and recommend retrofitting. The analysis shows reductions in demand-capacity ratios and story drift after proposed retrofitting of critical columns. In summary, the document presents a methodology for diagnosing deficiencies in RCC structures and strengthening them
This document provides a structural audit report for an old residential building. It begins with an abstract describing what a structural audit entails. The main body of the report then details the methodology, including a visual inspection of the building internally and externally. It finds issues like corrosion cracks, leaks, and distressed concrete. Non-destructive tests are performed to evaluate the concrete strength. The conclusions recommend repairs like treating corrosion, fixing leaks, and strengthening weak structural elements. It determines the building requires major repairs to remain safe but habitable. In summary, the report analyzes the structural integrity of an old building through inspections and tests, identifies issues, and provides repair recommendations.
IRJET- Analysis and Design of 9 Storied RC Building using various Retrofittin...IRJET Journal
This document analyzes and designs a 9-story reinforced concrete building using various retrofitting techniques in SAP2000.V20 software. It investigates the effects of earthquake forces on buildings and identifies seismic deficiencies. It studies the effectiveness of retrofitting strategies like shear walls, bracings, and column jacketing. The researchers model a 4-story building and apply these retrofitting techniques to improve its strength, stability, and life span. Their analysis finds that shear walls are the most effective technique as they control seismic activity and make the structure more stiff with negligible failure of columns and beams.
IRJET- Structural Audit of 30 Years Old Building with Structural StrengtheningIRJET Journal
This document summarizes a structural audit of a 30-year-old building in Nagpur, Maharashtra, India. The audit included visual inspection, Schmidt hammer rebound tests, and ultrasonic pulse velocity tests both before and after structural strengthening was performed. The testing found some areas of the building to be of doubtful quality. Strengthening included grouting columns and repairing cracks. Retesting after strengthening showed improved but still insufficient strength at some locations. The audit recommends further strengthening such as reinforced concrete jacketing for some columns. The structural audit process allows assessment of an existing building's condition and identification of areas needing repair or retrofitting to safely extend its usable life.
This document discusses techniques for strengthening damaged concrete structures. It focuses on a case study of retrofitting a cooling tower structure in Chennai, India. The structure was old and damaged due to cracking, water leakage, and reinforcement corrosion. Non-destructive testing showed the structure was still load-bearing but in need of repair. Weak concrete was removed and new reinforcement and microconcrete were applied to regain strength. Post-retrofitting evaluation showed the techniques were able to strengthen the structure to its original capacity in a shorter time than new construction at lower cost.
The construction activity in India has been increasing geometrically without matching
increase in the availability of quality inputs, in terms of materials and skilled workmen. The gap
between the quality planned and the quality achieved continues to widen. The factors contributing to
damages/distress due to various causes including leakage/seepage have, thus, become intrinsic right
from the construction stage.
IRJET- Conditional Assessment of Bridges Case Study: Kund-Mala BridgeIRJET Journal
This document discusses a case study of the visual inspection of the Kund-Mala Bridge located in India. The bridge consists of two segments - a concrete slab bridge and a steel truss bridge. Engineers conducted a visual inspection of the bridge and observed several issues including cracks in the concrete, exposed reinforcement, corrosion of the steel, erosion of bridge foundations, and damage to structural connections. The visual inspection is the first step in assessing the condition of the bridge and determining if further testing is needed.
DESIGN AND ANALYSIS OF MULTI STORIED STRUCTURES USING STATIC NON LINEAR ANALYSISIjripublishers Ijri
In plan during the seismic excitation using nonlinear static analysis (pushover) have been performed on the
same structure. The literature pertaining to pushover analysis is reviewed. The pushover analysis adopted
in the present study is on similar lines with the procedure presented by Ashraf Habibullah and Stephen
Pyle using ETABS V 9.7 structural analysis software. The effect of earthquake force in a idealized G+4 story
building under maximum earthquake zone, with the help of pushover analysis has been investigated and
the results were compared in terms of base shear, displacement, spectral acceleration, spectral displacement
and effective damping and effective time period .to strengthen the symmetric and un symmetric RCC
framed buildings` steel braces are included by using retrofitting method.
This document provides an introduction to the course "Structural Repair & Rehabilitation". The course aims to prepare graduates to handle challenges in maintaining aging buildings and infrastructure through appropriate repair, rehabilitation, or retrofitting techniques. It will teach students to assess structures for distress, understand causes of deterioration in concrete, and design effective repair solutions to restore structural function. The course outline includes topics like evaluation of concrete, causes of distress, concrete repair planning and design, and strengthening of structures. Students will learn determination and evaluation skills to address concrete issues.
Similar to IRJET- Health Evaluation-Case Study (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.
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.
A review on techniques and modelling methodologies used for checking electrom...nooriasukmaningtyas
The proper function of the integrated circuit (IC) in an inhibiting electromagnetic environment has always been a serious concern throughout the decades of revolution in the world of electronics, from disjunct devices to today’s integrated circuit technology, where billions of transistors are combined on a single chip. The automotive industry and smart vehicles in particular, are confronting design issues such as being prone to electromagnetic interference (EMI). Electronic control devices calculate incorrect outputs because of EMI and sensors give misleading values which can prove fatal in case of automotives. In this paper, the authors have non exhaustively tried to review research work concerned with the investigation of EMI in ICs and prediction of this EMI using various modelling methodologies and measurement setups.
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.
Advanced control scheme of doubly fed induction generator for wind turbine us...IJECEIAES
This paper describes a speed control device for generating electrical energy on an electricity network based on the doubly fed induction generator (DFIG) used for wind power conversion systems. At first, a double-fed induction generator model was constructed. A control law is formulated to govern the flow of energy between the stator of a DFIG and the energy network using three types of controllers: proportional integral (PI), sliding mode controller (SMC) and second order sliding mode controller (SOSMC). Their different results in terms of power reference tracking, reaction to unexpected speed fluctuations, sensitivity to perturbations, and resilience against machine parameter alterations are compared. MATLAB/Simulink was used to conduct the simulations for the preceding study. Multiple simulations have shown very satisfying results, and the investigations demonstrate the efficacy and power-enhancing capabilities of the suggested control system.
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.
Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024Sinan KOZAK
Sinan from the Delivery Hero mobile infrastructure engineering team shares a deep dive into performance acceleration with Gradle build cache optimizations. Sinan shares their journey into solving complex build-cache problems that affect Gradle builds. By understanding the challenges and solutions found in our journey, we aim to demonstrate the possibilities for faster builds. The case study reveals how overlapping outputs and cache misconfigurations led to significant increases in build times, especially as the project scaled up with numerous modules using Paparazzi tests. The journey from diagnosing to defeating cache issues offers invaluable lessons on maintaining cache integrity without sacrificing functionality.
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.
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...IJECEIAES
Climate change's impact on the planet forced the United Nations and governments to promote green energies and electric transportation. The deployments of photovoltaic (PV) and electric vehicle (EV) systems gained stronger momentum due to their numerous advantages over fossil fuel types. The advantages go beyond sustainability to reach financial support and stability. The work in this paper introduces the hybrid system between PV and EV to support industrial and commercial plants. This paper covers the theoretical framework of the proposed hybrid system including the required equation to complete the cost analysis when PV and EV are present. In addition, the proposed design diagram which sets the priorities and requirements of the system is presented. The proposed approach allows setup to advance their power stability, especially during power outages. The presented information supports researchers and plant owners to complete the necessary analysis while promoting the deployment of clean energy. The result of a case study that represents a dairy milk farmer supports the theoretical works and highlights its advanced benefits to existing plants. The short return on investment of the proposed approach supports the paper's novelty approach for the sustainable electrical system. In addition, the proposed system allows for an isolated power setup without the need for a transmission line which enhances the safety of the electrical network
Understanding Inductive Bias in Machine LearningSUTEJAS
This presentation explores the concept of inductive bias in machine learning. It explains how algorithms come with built-in assumptions and preferences that guide the learning process. You'll learn about the different types of inductive bias and how they can impact the performance and generalizability of machine learning models.
The presentation also covers the positive and negative aspects of inductive bias, along with strategies for mitigating potential drawbacks. We'll explore examples of how bias manifests in algorithms like neural networks and decision trees.
By understanding inductive bias, you can gain valuable insights into how machine learning models work and make informed decisions when building and deploying them.