SlideShare a Scribd company logo
ABHINIT A KOTHARI
212 W, 109th Street, Apt #1C, New York, NY, 10025| (814) 954-2929 | ak4429@columbia.edu
Page 1
Title: Undergraduate Research Assistant at Mechanics & Materials Lab (May,
2018 – May, 2019)
Project: Strengthening of Dental Crowns using epoxy – based multilayers that were made from
different compositions of Alumina. Testing of samples was done using 3-point bend tests and
calculating fracture toughness for different % of alumina in samples.
Results: A lot of experiments were conducted for alumina percentages ranging from 10% to 60%
and the highest fracture toughness was found at 20% Alumina by weight. The fracture paths
were also analyzed under a microscope to understand the way the samples would fracture in
order to improve the toughness.
Figure 1: Project poster which was presented at the Undergraduate Research Exhibition
ABHINIT A KOTHARI
212 W, 109th Street, Apt #1C, New York, NY, 10025| (814) 954-2929 | ak4429@columbia.edu
Page 2
Title: Evolutionary and Genetic Programming Projects at Columbia
University (Sep – Dec, 2019)
Projects: 3 main projects were performed which involved using genetic programming techniques
to solve problems.
1. Traveling Salesman Problem: This project involved finding the shortest path between a
set of 1000 randomly generated points on a graph using genetic programming techniques.
The shortest path had to be calculated using mutation and crossover techniques that are
common in genetic programming. This is a typical optimization problem that depends on
a person’s algorithm and computational power.
Figure 2: Random Traveling Salesman Path with a length of 522
meters.
Figure 3: Optimized Traveling Salesman Path generated using
the hill climber algorithm. Path length = 124 meters.
Figure 4: Optimizing path length using random search which is
very inefficient even over 10,000 evaluations.
Figure 5: Optimizing path length using hill climber
algorithm which is highly efficient in optimizing path
length over 10,000 evaluations.
ABHINIT A KOTHARI
212 W, 109th Street, Apt #1C, New York, NY, 10025| (814) 954-2929 | ak4429@columbia.edu
Page 3
2. Symbolic Regression: This project involved predicted a function that fits a curve made of
1000 sets of points. This problem was more complicated than the traveling salesman one
and involved using heap data structures to store information such as mathematical
operators and constants. These data structures were then put through mutation, crossover,
and diversity generation techniques to predict the function that fits the curve. This was
another optimization problem that required a lot of computational power.
3. Robot simulation: This project involved creating a custom – built physics simulator
using Python which can be used to simulate a robot walking in space. The physics
simulator would resemble real world conditions such as friction and gravity. The robot
was created based on multiple spherical masses and springs attached to each other in a
tetrahedron like structure. The masses and springs acted as the foundation of the robot
and these were genetically evolved using mutation and crossover techniques. The goal of
the project was to allow the robot to learn to walk over time as different mass and spring
structures were evolved. The springs were given spring constant values which would
represent different structures such as a human bone, muscle, and tissue.
Figure 6: Original curve provided as a part of the problem can be seen in red and the blue curve is
what was generating as a "curve fitter" using a crossover evolutionary algorithm over 25,000
evaluations. The RMS error between the predicted curve is 0.54 which is very effective for only 25,000
evaluations. The predicted curve had a function of:
sin(x + sin(2*x) + 6.2945) + cos(2*x) – 1
ABHINIT A KOTHARI
212 W, 109th Street, Apt #1C, New York, NY, 10025| (814) 954-2929 | ak4429@columbia.edu
Page 4
The following link shows a video of the best walking robot:
https://youtu.be/yBPrXmlqBFY
Results: These projects were performed to showcase the power of genetic programming which
can be used to solve a variety of problems without knowing a lot about the problem itself. In the
case of the robot project, the robot simply learned to walk by evolving itself in a good way
determined by the evolutionary algorithm. In the traveling salesman problem, a randomly
generated path was 522 meters, but a path generated via the hill climber algorithm was 124
meters which shows the effectiveness of evolutionary algorithms. In the symbolic regression
problem, the original curve was fit with an RMS error of 0.54 units over 25,000 evaluations
using a crossover evolutionary algorithm.
Figure 7: Foundation of the robot represented using spherical masses in black and springs of
different colors representing different spring constants. White: Bone, Pink & Blue: Muscle,
Yellow: Tissue. The visualization was done using vPython.
Figure 8: Best evolved robot from a crossover + mutation algorithm over 10,000 evaluations.
The vertical stance of the robot helps it walk better which is "human-like". The images show the
robot walking horizontally from its starting position (Red Dot).
ABHINIT A KOTHARI
212 W, 109th Street, Apt #1C, New York, NY, 10025| (814) 954-2929 | ak4429@columbia.edu
Page 5
Title: Ecocar 3 Design Project (Penn State Advanced Vehicle Team) at Penn
State University (Aug – Dec, 2018)
Project: This project involved re-designing the aluminum-based transmission mount of a 2016
Chevrolet Camaro to reduce its weight in order to improve car efficiency. The CAD model of the
transmission mount was modified using Siemens NX and the final modifications were done on
the mount in a garage using a mill. Finite element analysis was done on the transmission mount
model from all directions to make sure that the mount could act under stresses even after weight
reduction. The forces for the finite element analysis were calculated by creating a free-body
diagram of the Powertrain and determining the forces acting on the mount from other major
components such as the engine, and motor.
Results: The weight of the transmission mount was reduced by 3 pounds which was done
primarily by creating holes in parts of the mount that would not affect its functionality and would
not cause a steep increase in stress under loading. These holes were drilled into the transmission
mount using a mill in the car garage. The mount was taken out from the car for the process and
then replaced into the car after the changes were made.
Figure 9: Transmission mount on the car before modifications were made.
Figure 10: Transmission mount after modifications were made and
weight was reduced by 3 pounds.
ABHINIT A KOTHARI
212 W, 109th Street, Apt #1C, New York, NY, 10025| (814) 954-2929 | ak4429@columbia.edu
Page 6
Title: Wind Turbine Design Project (Jan – May, 2018)
Project: This project involved designing and manufacturing a small – scale wind turbine that
could generate electric power. The prototyping process was done by using AHP and weighed
decision matrices to narrow down effective designs. The coupler and the blades on the wind
turbine were designed using SolidWorks and then 3D printed. The base and the tower were
manufactured on a mill in a garage. A planetary set gearbox was used for the wind turbine. An
Excel model was created to mathematically test variations in blade size, gear ratio, and tower
height to determine the most effective small – scale wind turbine.
Figure 11: Picture A shows a side view of the wind turbine. Picture B shows a front view. Picture C shows the
gearbox attached to the rest of the turbine via the hub.
Results: The wind turbine had to go through a leaf blower test to see if it could withstand real
world conditions and the turbine successfully passed the test as it produced 0.89 Watts of Power.
The turbine was 3 feet in height and had a blade diameter of 1.6 feet.
ABHINIT A KOTHARI
212 W, 109th Street, Apt #1C, New York, NY, 10025| (814) 954-2929 | ak4429@columbia.edu
Page 7
Title: Lockheed Martin UAV Design Project (Mar – May, 2016)
Project: This project involved designing and 3D printing a shock absorber for a UAV used by
Lockheed Martin which would allow the UAV to land without impacting the tail and the elevator
of the UAV. A shock absorber design was created using SolidWorks and was tested in lab by
dropping different weights on it. The shock absorber was to be created for a small-scale UAV
which can resemble a drone. The model created involved placing a triangular cross section shock
absorber inside the elevator of the UAV to prevent any negative aerodynamic effects.
Figure 13: 3D printed shock absorber.
Results: Testing involved dropping a Bocce Ball on the design from various heights to determine
the cracking height. The breaking point was reached at 6 feet which is fine for a small – scale
UAV.
Figure 12: UAV elevator design used for the shock absorber.
Figure 13: Triangular cross section shock absorber which is to
be inserted in the hollow space in the elevator.

More Related Content

Similar to Abhinit kothari portfolio 2020

Josh firth schaefer_project_portfolio
Josh firth schaefer_project_portfolioJosh firth schaefer_project_portfolio
Josh firth schaefer_project_portfolio
Joshua Firth-Schaefer
 
ANSYS Fluent Analysis of Drag Force Three Pickup Truck Options
ANSYS Fluent Analysis of Drag Force Three Pickup Truck OptionsANSYS Fluent Analysis of Drag Force Three Pickup Truck Options
ANSYS Fluent Analysis of Drag Force Three Pickup Truck Options
Steven Cooke
 
IRJET- Design and Manufacturing of Stair Climbing Trolley
IRJET- Design and Manufacturing of Stair Climbing TrolleyIRJET- Design and Manufacturing of Stair Climbing Trolley
IRJET- Design and Manufacturing of Stair Climbing Trolley
IRJET Journal
 
Optimization of Design Parameters for Crane Hook Using Finite Element Analysis
Optimization of Design Parameters for Crane Hook Using Finite Element AnalysisOptimization of Design Parameters for Crane Hook Using Finite Element Analysis
Optimization of Design Parameters for Crane Hook Using Finite Element Analysis
IJRTEMJOURNAL
 
IRJET- Development of Winch Machine For Erection of Transmission Tower –A Review
IRJET- Development of Winch Machine For Erection of Transmission Tower –A ReviewIRJET- Development of Winch Machine For Erection of Transmission Tower –A Review
IRJET- Development of Winch Machine For Erection of Transmission Tower –A Review
IRJET Journal
 
Design & Analysis of Crane Hook with Ansys
Design & Analysis of Crane Hook with AnsysDesign & Analysis of Crane Hook with Ansys
Design & Analysis of Crane Hook with Ansys
IRJET Journal
 
Shaun Humes’ Projects And Leadership
Shaun Humes’ Projects And LeadershipShaun Humes’ Projects And Leadership
Shaun Humes’ Projects And Leadership
sbhumes
 
Hyperloop
HyperloopHyperloop
Hyperloop
ROLWYN CARDOZA
 
International Journal of Engineering Research and Development
International Journal of Engineering Research and DevelopmentInternational Journal of Engineering Research and Development
International Journal of Engineering Research and Development
IJERD Editor
 
Bridge Grillage Analysis using Finite Element Methods
Bridge Grillage Analysis using Finite Element  MethodsBridge Grillage Analysis using Finite Element  Methods
Bridge Grillage Analysis using Finite Element Methods
Khalid Abdel Naser Abdel Rahim
 
IRJET- A Study on Transient Analysis of Bridge Deck Slab Under the Action of ...
IRJET- A Study on Transient Analysis of Bridge Deck Slab Under the Action of ...IRJET- A Study on Transient Analysis of Bridge Deck Slab Under the Action of ...
IRJET- A Study on Transient Analysis of Bridge Deck Slab Under the Action of ...
IRJET Journal
 
Performance Study of Wind Friction Reduction Attachments for Van Using Comput...
Performance Study of Wind Friction Reduction Attachments for Van Using Comput...Performance Study of Wind Friction Reduction Attachments for Van Using Comput...
Performance Study of Wind Friction Reduction Attachments for Van Using Comput...
IJERA Editor
 
INJATHOOTTY BRIDGE construction seminar presentation
INJATHOOTTY BRIDGE construction seminar presentationINJATHOOTTY BRIDGE construction seminar presentation
INJATHOOTTY BRIDGE construction seminar presentation
itech2017
 
Aerodynamic Drag Reduction for A Generic Sport Utility Vehicle Using Rear Suc...
Aerodynamic Drag Reduction for A Generic Sport Utility Vehicle Using Rear Suc...Aerodynamic Drag Reduction for A Generic Sport Utility Vehicle Using Rear Suc...
Aerodynamic Drag Reduction for A Generic Sport Utility Vehicle Using Rear Suc...
IJERA Editor
 
Project Presentation interim1.pptx
Project Presentation interim1.pptxProject Presentation interim1.pptx
Project Presentation interim1.pptx
chrisee2024
 
Design Optimization of Reinforced Concrete Slabs Using Various Optimization T...
Design Optimization of Reinforced Concrete Slabs Using Various Optimization T...Design Optimization of Reinforced Concrete Slabs Using Various Optimization T...
Design Optimization of Reinforced Concrete Slabs Using Various Optimization T...
ijtsrd
 
Resume [Kyle Kendall]
Resume [Kyle Kendall]Resume [Kyle Kendall]
Resume [Kyle Kendall]
Kyle Kendall
 
LOCOMOTIVE WHEEL ASSEMBLY DESIGN OPTIMIZATION USING FINITE ELEMENT ANALYSIS
LOCOMOTIVE WHEEL ASSEMBLY DESIGN OPTIMIZATION USING FINITE ELEMENT ANALYSISLOCOMOTIVE WHEEL ASSEMBLY DESIGN OPTIMIZATION USING FINITE ELEMENT ANALYSIS
LOCOMOTIVE WHEEL ASSEMBLY DESIGN OPTIMIZATION USING FINITE ELEMENT ANALYSIS
Ijripublishers Ijri
 
Design optimization of excavator bucket using Finite Element Method
Design optimization of excavator bucket using Finite Element MethodDesign optimization of excavator bucket using Finite Element Method
Design optimization of excavator bucket using Finite Element Method
Ijripublishers Ijri
 
Design optimization of Floor Cranes
Design optimization of Floor CranesDesign optimization of Floor Cranes
Design optimization of Floor Cranes
Editor IJCATR
 

Similar to Abhinit kothari portfolio 2020 (20)

Josh firth schaefer_project_portfolio
Josh firth schaefer_project_portfolioJosh firth schaefer_project_portfolio
Josh firth schaefer_project_portfolio
 
ANSYS Fluent Analysis of Drag Force Three Pickup Truck Options
ANSYS Fluent Analysis of Drag Force Three Pickup Truck OptionsANSYS Fluent Analysis of Drag Force Three Pickup Truck Options
ANSYS Fluent Analysis of Drag Force Three Pickup Truck Options
 
IRJET- Design and Manufacturing of Stair Climbing Trolley
IRJET- Design and Manufacturing of Stair Climbing TrolleyIRJET- Design and Manufacturing of Stair Climbing Trolley
IRJET- Design and Manufacturing of Stair Climbing Trolley
 
Optimization of Design Parameters for Crane Hook Using Finite Element Analysis
Optimization of Design Parameters for Crane Hook Using Finite Element AnalysisOptimization of Design Parameters for Crane Hook Using Finite Element Analysis
Optimization of Design Parameters for Crane Hook Using Finite Element Analysis
 
IRJET- Development of Winch Machine For Erection of Transmission Tower –A Review
IRJET- Development of Winch Machine For Erection of Transmission Tower –A ReviewIRJET- Development of Winch Machine For Erection of Transmission Tower –A Review
IRJET- Development of Winch Machine For Erection of Transmission Tower –A Review
 
Design & Analysis of Crane Hook with Ansys
Design & Analysis of Crane Hook with AnsysDesign & Analysis of Crane Hook with Ansys
Design & Analysis of Crane Hook with Ansys
 
Shaun Humes’ Projects And Leadership
Shaun Humes’ Projects And LeadershipShaun Humes’ Projects And Leadership
Shaun Humes’ Projects And Leadership
 
Hyperloop
HyperloopHyperloop
Hyperloop
 
International Journal of Engineering Research and Development
International Journal of Engineering Research and DevelopmentInternational Journal of Engineering Research and Development
International Journal of Engineering Research and Development
 
Bridge Grillage Analysis using Finite Element Methods
Bridge Grillage Analysis using Finite Element  MethodsBridge Grillage Analysis using Finite Element  Methods
Bridge Grillage Analysis using Finite Element Methods
 
IRJET- A Study on Transient Analysis of Bridge Deck Slab Under the Action of ...
IRJET- A Study on Transient Analysis of Bridge Deck Slab Under the Action of ...IRJET- A Study on Transient Analysis of Bridge Deck Slab Under the Action of ...
IRJET- A Study on Transient Analysis of Bridge Deck Slab Under the Action of ...
 
Performance Study of Wind Friction Reduction Attachments for Van Using Comput...
Performance Study of Wind Friction Reduction Attachments for Van Using Comput...Performance Study of Wind Friction Reduction Attachments for Van Using Comput...
Performance Study of Wind Friction Reduction Attachments for Van Using Comput...
 
INJATHOOTTY BRIDGE construction seminar presentation
INJATHOOTTY BRIDGE construction seminar presentationINJATHOOTTY BRIDGE construction seminar presentation
INJATHOOTTY BRIDGE construction seminar presentation
 
Aerodynamic Drag Reduction for A Generic Sport Utility Vehicle Using Rear Suc...
Aerodynamic Drag Reduction for A Generic Sport Utility Vehicle Using Rear Suc...Aerodynamic Drag Reduction for A Generic Sport Utility Vehicle Using Rear Suc...
Aerodynamic Drag Reduction for A Generic Sport Utility Vehicle Using Rear Suc...
 
Project Presentation interim1.pptx
Project Presentation interim1.pptxProject Presentation interim1.pptx
Project Presentation interim1.pptx
 
Design Optimization of Reinforced Concrete Slabs Using Various Optimization T...
Design Optimization of Reinforced Concrete Slabs Using Various Optimization T...Design Optimization of Reinforced Concrete Slabs Using Various Optimization T...
Design Optimization of Reinforced Concrete Slabs Using Various Optimization T...
 
Resume [Kyle Kendall]
Resume [Kyle Kendall]Resume [Kyle Kendall]
Resume [Kyle Kendall]
 
LOCOMOTIVE WHEEL ASSEMBLY DESIGN OPTIMIZATION USING FINITE ELEMENT ANALYSIS
LOCOMOTIVE WHEEL ASSEMBLY DESIGN OPTIMIZATION USING FINITE ELEMENT ANALYSISLOCOMOTIVE WHEEL ASSEMBLY DESIGN OPTIMIZATION USING FINITE ELEMENT ANALYSIS
LOCOMOTIVE WHEEL ASSEMBLY DESIGN OPTIMIZATION USING FINITE ELEMENT ANALYSIS
 
Design optimization of excavator bucket using Finite Element Method
Design optimization of excavator bucket using Finite Element MethodDesign optimization of excavator bucket using Finite Element Method
Design optimization of excavator bucket using Finite Element Method
 
Design optimization of Floor Cranes
Design optimization of Floor CranesDesign optimization of Floor Cranes
Design optimization of Floor Cranes
 

Recently uploaded

morris_worm_intro_and_source_code_analysis_.pdf
morris_worm_intro_and_source_code_analysis_.pdfmorris_worm_intro_and_source_code_analysis_.pdf
morris_worm_intro_and_source_code_analysis_.pdf
ycwu0509
 
Engineering Standards Wiring methods.pdf
Engineering Standards Wiring methods.pdfEngineering Standards Wiring methods.pdf
Engineering Standards Wiring methods.pdf
edwin408357
 
IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student MemberIEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
VICTOR MAESTRE RAMIREZ
 
Gas agency management system project report.pdf
Gas agency management system project report.pdfGas agency management system project report.pdf
Gas agency management system project report.pdf
Kamal Acharya
 
Prediction of Electrical Energy Efficiency Using Information on Consumer's Ac...
Prediction of Electrical Energy Efficiency Using Information on Consumer's Ac...Prediction of Electrical Energy Efficiency Using Information on Consumer's Ac...
Prediction of Electrical Energy Efficiency Using Information on Consumer's Ac...
PriyankaKilaniya
 
Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024
Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024
Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024
Sinan KOZAK
 
Comparative analysis between traditional aquaponics and reconstructed aquapon...
Comparative analysis between traditional aquaponics and reconstructed aquapon...Comparative analysis between traditional aquaponics and reconstructed aquapon...
Comparative analysis between traditional aquaponics and reconstructed aquapon...
bijceesjournal
 
Digital Twins Computer Networking Paper Presentation.pptx
Digital Twins Computer Networking Paper Presentation.pptxDigital Twins Computer Networking Paper Presentation.pptx
Digital Twins Computer Networking Paper Presentation.pptx
aryanpankaj78
 
LLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by Anant
LLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by AnantLLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by Anant
LLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by Anant
Anant Corporation
 
AI for Legal Research with applications, tools
AI for Legal Research with applications, toolsAI for Legal Research with applications, tools
AI for Legal Research with applications, tools
mahaffeycheryld
 
Rainfall intensity duration frequency curve statistical analysis and modeling...
Rainfall intensity duration frequency curve statistical analysis and modeling...Rainfall intensity duration frequency curve statistical analysis and modeling...
Rainfall intensity duration frequency curve statistical analysis and modeling...
bijceesjournal
 
Object Oriented Analysis and Design - OOAD
Object Oriented Analysis and Design - OOADObject Oriented Analysis and Design - OOAD
Object Oriented Analysis and Design - OOAD
PreethaV16
 
Computational Engineering IITH Presentation
Computational Engineering IITH PresentationComputational Engineering IITH Presentation
Computational Engineering IITH Presentation
co23btech11018
 
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...
IJECEIAES
 
Data Driven Maintenance | UReason Webinar
Data Driven Maintenance | UReason WebinarData Driven Maintenance | UReason Webinar
Data Driven Maintenance | UReason Webinar
UReason
 
Software Engineering and Project Management - Software Testing + Agile Method...
Software Engineering and Project Management - Software Testing + Agile Method...Software Engineering and Project Management - Software Testing + Agile Method...
Software Engineering and Project Management - Software Testing + Agile Method...
Prakhyath Rai
 
VARIABLE FREQUENCY DRIVE. VFDs are widely used in industrial applications for...
VARIABLE FREQUENCY DRIVE. VFDs are widely used in industrial applications for...VARIABLE FREQUENCY DRIVE. VFDs are widely used in industrial applications for...
VARIABLE FREQUENCY DRIVE. VFDs are widely used in industrial applications for...
PIMR BHOPAL
 
132/33KV substation case study Presentation
132/33KV substation case study Presentation132/33KV substation case study Presentation
132/33KV substation case study Presentation
kandramariana6
 
学校原版美国波士顿大学毕业证学历学位证书原版一模一样
学校原版美国波士顿大学毕业证学历学位证书原版一模一样学校原版美国波士顿大学毕业证学历学位证书原版一模一样
学校原版美国波士顿大学毕业证学历学位证书原版一模一样
171ticu
 
Properties Railway Sleepers and Test.pptx
Properties Railway Sleepers and Test.pptxProperties Railway Sleepers and Test.pptx
Properties Railway Sleepers and Test.pptx
MDSABBIROJJAMANPAYEL
 

Recently uploaded (20)

morris_worm_intro_and_source_code_analysis_.pdf
morris_worm_intro_and_source_code_analysis_.pdfmorris_worm_intro_and_source_code_analysis_.pdf
morris_worm_intro_and_source_code_analysis_.pdf
 
Engineering Standards Wiring methods.pdf
Engineering Standards Wiring methods.pdfEngineering Standards Wiring methods.pdf
Engineering Standards Wiring methods.pdf
 
IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student MemberIEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
 
Gas agency management system project report.pdf
Gas agency management system project report.pdfGas agency management system project report.pdf
Gas agency management system project report.pdf
 
Prediction of Electrical Energy Efficiency Using Information on Consumer's Ac...
Prediction of Electrical Energy Efficiency Using Information on Consumer's Ac...Prediction of Electrical Energy Efficiency Using Information on Consumer's Ac...
Prediction of Electrical Energy Efficiency Using Information on Consumer's Ac...
 
Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024
Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024
Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024
 
Comparative analysis between traditional aquaponics and reconstructed aquapon...
Comparative analysis between traditional aquaponics and reconstructed aquapon...Comparative analysis between traditional aquaponics and reconstructed aquapon...
Comparative analysis between traditional aquaponics and reconstructed aquapon...
 
Digital Twins Computer Networking Paper Presentation.pptx
Digital Twins Computer Networking Paper Presentation.pptxDigital Twins Computer Networking Paper Presentation.pptx
Digital Twins Computer Networking Paper Presentation.pptx
 
LLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by Anant
LLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by AnantLLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by Anant
LLM Fine Tuning with QLoRA Cassandra Lunch 4, presented by Anant
 
AI for Legal Research with applications, tools
AI for Legal Research with applications, toolsAI for Legal Research with applications, tools
AI for Legal Research with applications, tools
 
Rainfall intensity duration frequency curve statistical analysis and modeling...
Rainfall intensity duration frequency curve statistical analysis and modeling...Rainfall intensity duration frequency curve statistical analysis and modeling...
Rainfall intensity duration frequency curve statistical analysis and modeling...
 
Object Oriented Analysis and Design - OOAD
Object Oriented Analysis and Design - OOADObject Oriented Analysis and Design - OOAD
Object Oriented Analysis and Design - OOAD
 
Computational Engineering IITH Presentation
Computational Engineering IITH PresentationComputational Engineering IITH Presentation
Computational Engineering IITH Presentation
 
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...
 
Data Driven Maintenance | UReason Webinar
Data Driven Maintenance | UReason WebinarData Driven Maintenance | UReason Webinar
Data Driven Maintenance | UReason Webinar
 
Software Engineering and Project Management - Software Testing + Agile Method...
Software Engineering and Project Management - Software Testing + Agile Method...Software Engineering and Project Management - Software Testing + Agile Method...
Software Engineering and Project Management - Software Testing + Agile Method...
 
VARIABLE FREQUENCY DRIVE. VFDs are widely used in industrial applications for...
VARIABLE FREQUENCY DRIVE. VFDs are widely used in industrial applications for...VARIABLE FREQUENCY DRIVE. VFDs are widely used in industrial applications for...
VARIABLE FREQUENCY DRIVE. VFDs are widely used in industrial applications for...
 
132/33KV substation case study Presentation
132/33KV substation case study Presentation132/33KV substation case study Presentation
132/33KV substation case study Presentation
 
学校原版美国波士顿大学毕业证学历学位证书原版一模一样
学校原版美国波士顿大学毕业证学历学位证书原版一模一样学校原版美国波士顿大学毕业证学历学位证书原版一模一样
学校原版美国波士顿大学毕业证学历学位证书原版一模一样
 
Properties Railway Sleepers and Test.pptx
Properties Railway Sleepers and Test.pptxProperties Railway Sleepers and Test.pptx
Properties Railway Sleepers and Test.pptx
 

Abhinit kothari portfolio 2020

  • 1. ABHINIT A KOTHARI 212 W, 109th Street, Apt #1C, New York, NY, 10025| (814) 954-2929 | ak4429@columbia.edu Page 1 Title: Undergraduate Research Assistant at Mechanics & Materials Lab (May, 2018 – May, 2019) Project: Strengthening of Dental Crowns using epoxy – based multilayers that were made from different compositions of Alumina. Testing of samples was done using 3-point bend tests and calculating fracture toughness for different % of alumina in samples. Results: A lot of experiments were conducted for alumina percentages ranging from 10% to 60% and the highest fracture toughness was found at 20% Alumina by weight. The fracture paths were also analyzed under a microscope to understand the way the samples would fracture in order to improve the toughness. Figure 1: Project poster which was presented at the Undergraduate Research Exhibition
  • 2. ABHINIT A KOTHARI 212 W, 109th Street, Apt #1C, New York, NY, 10025| (814) 954-2929 | ak4429@columbia.edu Page 2 Title: Evolutionary and Genetic Programming Projects at Columbia University (Sep – Dec, 2019) Projects: 3 main projects were performed which involved using genetic programming techniques to solve problems. 1. Traveling Salesman Problem: This project involved finding the shortest path between a set of 1000 randomly generated points on a graph using genetic programming techniques. The shortest path had to be calculated using mutation and crossover techniques that are common in genetic programming. This is a typical optimization problem that depends on a person’s algorithm and computational power. Figure 2: Random Traveling Salesman Path with a length of 522 meters. Figure 3: Optimized Traveling Salesman Path generated using the hill climber algorithm. Path length = 124 meters. Figure 4: Optimizing path length using random search which is very inefficient even over 10,000 evaluations. Figure 5: Optimizing path length using hill climber algorithm which is highly efficient in optimizing path length over 10,000 evaluations.
  • 3. ABHINIT A KOTHARI 212 W, 109th Street, Apt #1C, New York, NY, 10025| (814) 954-2929 | ak4429@columbia.edu Page 3 2. Symbolic Regression: This project involved predicted a function that fits a curve made of 1000 sets of points. This problem was more complicated than the traveling salesman one and involved using heap data structures to store information such as mathematical operators and constants. These data structures were then put through mutation, crossover, and diversity generation techniques to predict the function that fits the curve. This was another optimization problem that required a lot of computational power. 3. Robot simulation: This project involved creating a custom – built physics simulator using Python which can be used to simulate a robot walking in space. The physics simulator would resemble real world conditions such as friction and gravity. The robot was created based on multiple spherical masses and springs attached to each other in a tetrahedron like structure. The masses and springs acted as the foundation of the robot and these were genetically evolved using mutation and crossover techniques. The goal of the project was to allow the robot to learn to walk over time as different mass and spring structures were evolved. The springs were given spring constant values which would represent different structures such as a human bone, muscle, and tissue. Figure 6: Original curve provided as a part of the problem can be seen in red and the blue curve is what was generating as a "curve fitter" using a crossover evolutionary algorithm over 25,000 evaluations. The RMS error between the predicted curve is 0.54 which is very effective for only 25,000 evaluations. The predicted curve had a function of: sin(x + sin(2*x) + 6.2945) + cos(2*x) – 1
  • 4. ABHINIT A KOTHARI 212 W, 109th Street, Apt #1C, New York, NY, 10025| (814) 954-2929 | ak4429@columbia.edu Page 4 The following link shows a video of the best walking robot: https://youtu.be/yBPrXmlqBFY Results: These projects were performed to showcase the power of genetic programming which can be used to solve a variety of problems without knowing a lot about the problem itself. In the case of the robot project, the robot simply learned to walk by evolving itself in a good way determined by the evolutionary algorithm. In the traveling salesman problem, a randomly generated path was 522 meters, but a path generated via the hill climber algorithm was 124 meters which shows the effectiveness of evolutionary algorithms. In the symbolic regression problem, the original curve was fit with an RMS error of 0.54 units over 25,000 evaluations using a crossover evolutionary algorithm. Figure 7: Foundation of the robot represented using spherical masses in black and springs of different colors representing different spring constants. White: Bone, Pink & Blue: Muscle, Yellow: Tissue. The visualization was done using vPython. Figure 8: Best evolved robot from a crossover + mutation algorithm over 10,000 evaluations. The vertical stance of the robot helps it walk better which is "human-like". The images show the robot walking horizontally from its starting position (Red Dot).
  • 5. ABHINIT A KOTHARI 212 W, 109th Street, Apt #1C, New York, NY, 10025| (814) 954-2929 | ak4429@columbia.edu Page 5 Title: Ecocar 3 Design Project (Penn State Advanced Vehicle Team) at Penn State University (Aug – Dec, 2018) Project: This project involved re-designing the aluminum-based transmission mount of a 2016 Chevrolet Camaro to reduce its weight in order to improve car efficiency. The CAD model of the transmission mount was modified using Siemens NX and the final modifications were done on the mount in a garage using a mill. Finite element analysis was done on the transmission mount model from all directions to make sure that the mount could act under stresses even after weight reduction. The forces for the finite element analysis were calculated by creating a free-body diagram of the Powertrain and determining the forces acting on the mount from other major components such as the engine, and motor. Results: The weight of the transmission mount was reduced by 3 pounds which was done primarily by creating holes in parts of the mount that would not affect its functionality and would not cause a steep increase in stress under loading. These holes were drilled into the transmission mount using a mill in the car garage. The mount was taken out from the car for the process and then replaced into the car after the changes were made. Figure 9: Transmission mount on the car before modifications were made. Figure 10: Transmission mount after modifications were made and weight was reduced by 3 pounds.
  • 6. ABHINIT A KOTHARI 212 W, 109th Street, Apt #1C, New York, NY, 10025| (814) 954-2929 | ak4429@columbia.edu Page 6 Title: Wind Turbine Design Project (Jan – May, 2018) Project: This project involved designing and manufacturing a small – scale wind turbine that could generate electric power. The prototyping process was done by using AHP and weighed decision matrices to narrow down effective designs. The coupler and the blades on the wind turbine were designed using SolidWorks and then 3D printed. The base and the tower were manufactured on a mill in a garage. A planetary set gearbox was used for the wind turbine. An Excel model was created to mathematically test variations in blade size, gear ratio, and tower height to determine the most effective small – scale wind turbine. Figure 11: Picture A shows a side view of the wind turbine. Picture B shows a front view. Picture C shows the gearbox attached to the rest of the turbine via the hub. Results: The wind turbine had to go through a leaf blower test to see if it could withstand real world conditions and the turbine successfully passed the test as it produced 0.89 Watts of Power. The turbine was 3 feet in height and had a blade diameter of 1.6 feet.
  • 7. ABHINIT A KOTHARI 212 W, 109th Street, Apt #1C, New York, NY, 10025| (814) 954-2929 | ak4429@columbia.edu Page 7 Title: Lockheed Martin UAV Design Project (Mar – May, 2016) Project: This project involved designing and 3D printing a shock absorber for a UAV used by Lockheed Martin which would allow the UAV to land without impacting the tail and the elevator of the UAV. A shock absorber design was created using SolidWorks and was tested in lab by dropping different weights on it. The shock absorber was to be created for a small-scale UAV which can resemble a drone. The model created involved placing a triangular cross section shock absorber inside the elevator of the UAV to prevent any negative aerodynamic effects. Figure 13: 3D printed shock absorber. Results: Testing involved dropping a Bocce Ball on the design from various heights to determine the cracking height. The breaking point was reached at 6 feet which is fine for a small – scale UAV. Figure 12: UAV elevator design used for the shock absorber. Figure 13: Triangular cross section shock absorber which is to be inserted in the hollow space in the elevator.