The document contains provisional exam results from Anna University for various semesters and subjects. It lists student registration numbers, names, and grades obtained in different subjects. The results are split across 8 pages for different semesters and subjects from the Mechanical Engineering program at Akshaya College of Engineering & Technology.
This document provides the provisional results of the November/December 2013 first year examinations for Akshaya College of Engineering and Technology. It lists the student registration numbers, names, and grades obtained in various subjects like Chemistry, English, Mathematics, and Physics. A total of 114 students' results are listed across 5 pages with their grades for 14-15 subjects each.
This document provides a provisional list of 181 students who took the Kishore Vaigyanik Protsahan Yojana (KVPY) aptitude test on October 27th, 2013. It lists each student's application number, full name, and seat number. The KVPY is a program aimed at identifying promising students for higher education in science. This list contains the provisional results of the aptitude test for the general stream section of the KVPY held on the given date.
This document provides a provisional list of students for the Kishore Vaigyanik Protsahan Yojana (KVPY) aptitude test held on 27th October 2013. It lists the top 180 students in the general stream (SX) along with their application number, name, and seat number. The KVPY is a program aimed at encouraging students to take up careers in scientific research.
This document contains a provisional list of 135 students who were successful in the Kishore Vaigyanik Protsahan Yojana (KVPY) aptitude test held on 27th October 2013. The list provides the application number, name, and seat number of each student under the SC/ST stream. KVPY is a program aimed at encouraging students to take up careers in scientific research.
This document is a provisional list of students who took the Kishore Vaigyanik Protsahan Yojana (KVPY) aptitude test on October 27, 2013 for the science stream. It includes the application number, name, and seat number of 79 students who are eligible to receive scholarships based on their performance on the exam.
The document appears to be a table containing information about 99 candidates who took exams. It includes their registration number, scores on three exams (LCT, GMAT, SAT), total score, name, test center name in Baindur, district name of Udupi. It lists personal details like registration number, names, exam scores for each of the 99 candidates.
The document lists the candidates who have been offered admission to the PG Diploma in Software Technology (PG-DST) program offered by the Centre for Development of Advanced Computing in Mumbai for the August 2013 batch. It provides the names of the candidates in ascending order of their hall ticket numbers who have been given confirmed admission as well as the waitlisted candidates. It also outlines the important dates for the admission process such as the last dates for payment of installments and registration for the program.
This document contains the provisional results of undergraduate and postgraduate examinations held in April/May 2018 by Anna University in Chennai, India. It lists the registration numbers, names, subject codes, and grades of students from Dhaanish Ahmed College of Engineering who took exams in civil engineering. The results are considered provisional and subject to approval from the Department of Technical Education.
This document provides the provisional results of the November/December 2013 first year examinations for Akshaya College of Engineering and Technology. It lists the student registration numbers, names, and grades obtained in various subjects like Chemistry, English, Mathematics, and Physics. A total of 114 students' results are listed across 5 pages with their grades for 14-15 subjects each.
This document provides a provisional list of 181 students who took the Kishore Vaigyanik Protsahan Yojana (KVPY) aptitude test on October 27th, 2013. It lists each student's application number, full name, and seat number. The KVPY is a program aimed at identifying promising students for higher education in science. This list contains the provisional results of the aptitude test for the general stream section of the KVPY held on the given date.
This document provides a provisional list of students for the Kishore Vaigyanik Protsahan Yojana (KVPY) aptitude test held on 27th October 2013. It lists the top 180 students in the general stream (SX) along with their application number, name, and seat number. The KVPY is a program aimed at encouraging students to take up careers in scientific research.
This document contains a provisional list of 135 students who were successful in the Kishore Vaigyanik Protsahan Yojana (KVPY) aptitude test held on 27th October 2013. The list provides the application number, name, and seat number of each student under the SC/ST stream. KVPY is a program aimed at encouraging students to take up careers in scientific research.
This document is a provisional list of students who took the Kishore Vaigyanik Protsahan Yojana (KVPY) aptitude test on October 27, 2013 for the science stream. It includes the application number, name, and seat number of 79 students who are eligible to receive scholarships based on their performance on the exam.
The document appears to be a table containing information about 99 candidates who took exams. It includes their registration number, scores on three exams (LCT, GMAT, SAT), total score, name, test center name in Baindur, district name of Udupi. It lists personal details like registration number, names, exam scores for each of the 99 candidates.
The document lists the candidates who have been offered admission to the PG Diploma in Software Technology (PG-DST) program offered by the Centre for Development of Advanced Computing in Mumbai for the August 2013 batch. It provides the names of the candidates in ascending order of their hall ticket numbers who have been given confirmed admission as well as the waitlisted candidates. It also outlines the important dates for the admission process such as the last dates for payment of installments and registration for the program.
This document contains the provisional results of undergraduate and postgraduate examinations held in April/May 2018 by Anna University in Chennai, India. It lists the registration numbers, names, subject codes, and grades of students from Dhaanish Ahmed College of Engineering who took exams in civil engineering. The results are considered provisional and subject to approval from the Department of Technical Education.
This document provides the provisional results of the November/December 2018 examination for students in the Bachelor of Engineering (Mechanical Engineering) program at Dhaanish Ahmed College of Engineering. It lists the students' registration numbers, names, and grades obtained in various subjects for semesters 1 through 4. The 3 page summary includes information on over 150 students and their performance in subjects like Engineering Chemistry, Engineering Graphics, Mathematics, Physics, and Mechanical Engineering. Grades include Pass, Fail, Withdrawal, and cases where results are withheld.
The document contains two lists of students from the Department of Mechanical Engineering at VSM Institute of Technology, Nipani for the Fifth Semester in 2015. The lists provide the names and roll numbers of 60 total students. They are organized with the student name, roll number, and academic year.
The document appears to be a rank list for students who graduated with a B.E. in Aeronautical Engineering. It includes the registration number, name, institution, CGPA, class and rank of the top 27 students out of 446 total students. The top ranked student was EMLIN MERCY V from Tagore Engineering College with a CGPA of 9.12 and ranking of First Class with Distinction.
Final result AIIMS DM/M.Ch/MHA 2013 Jully sessionsarosem
1) The document announces the results of the DM/M.Ch/MHA entrance exam held on May 19th and 23rd, 2013 by the All India Institute of Medical Sciences.
2) It lists the candidates selected for admission to 21 postgraduate medical courses/programs for the July 2013 session, including their roll numbers and categories.
3) The admission of the selected candidates is provisional and subject to verification of original documents to confirm eligibility as per the program prospectus.
The document contains a list of top scoring students in the high school exams of 2022 across multiple districts in Uttar Pradesh. It provides details like rank, roll number, name, gender, marks scored, percentage, school name and contact number for each student. The list is divided into multiple pages with details of top 10 students for each district included. A total of 20 districts are covered in the provided document.
This document contains lists of first rank holders and medalists from various university departments and affiliated colleges of Anna University. It includes the students' registration numbers, names, degree programs and campuses/institutes. There are multiple tables listing top performers from programs like B.E., B.Tech, B.Arch and more across the College of Engineering Guindy campus, Alagappa College of Technology campus, Madras Institute of Technology campus and several affiliated colleges of Anna University.
This document contains the results of the B.Tech I Year (R07) Supplementary Examinations held in January/February 2014 by Jawaharlal Nehru Technological University, Ananthapuram. The results listed include the student name and registration number, subject code and name, internal marks, external marks, total marks and credits obtained for each subject, and the overall result for each student.
The document contains results from a supplementary examination taken in Dec/Jan 2013/2014 at Jawaharlal Nehru Technological University in Anantapur, India. It lists the subject codes, names, internal marks, external marks, total marks and results for four students - Dara Hari Babu, Surendra, C Uday Kumar and Vayyaurru Nageswarao Ashok Kumar. It notes that any discrepancies in the results must be brought to the attention of the Controller of Examinations within two weeks.
I year b.tech (r09) regular & supplementary june 2013 resultsVARIGONDA GOPI
This document contains results from the Jawaharlal Nehru Technological University for the B Tech I Year (R09) Regular / Supplementary Examinations held in June 2013. It lists the subject codes, names, internal marks, external marks, total marks and results for over 150 students. The majority of students failed the examinations, with a few students passing individual subjects or the full examinations.
This document lists eligible candidates for a written exam scheduled from August to September 2013. It provides information such as registration number, roll number, candidate's name, father's name, date of birth, identification mark, exam centre, and exam date/time for over 960 candidates scheduled to take the exam. The identification marks listed include moles, cuts, spots, or other markings on different parts of the body to help identify the candidates.
B.tech i year (r07) supple exams june 2013 resultsVARIGONDA GOPI
This document contains the results of the June 2013 supplementary examinations for the first year of the BTech program at Jawaharlal Nehru Technological University in Anantapur, India. It lists the subject codes, subject names, internal marks, external marks, total marks, results, and credits for several students. The results shown include passes in some subjects and failures in others for the various students.
Ese 2015 meit_order_final_result_english_fOn Subhash
The document provides details from the Engineering Services Examination conducted in 2015, including:
- The number of candidates recommended for appointment in various disciplines like civil engineering, mechanical engineering, electrical engineering, and electronics & telecommunication engineering.
- The number of vacancies reported by the government in the different disciplines and the number of candidates placed on reserve lists.
- The names of top candidates recommended for civil and mechanical engineering positions, in order of merit.
- Information on provisional recommendations and a facilitation counter for candidates to get exam/recruitment information.
B.Tech III year I sem (R09) Supplementary June 2014 Exam resultsVARIGONDA GOPI
This document contains results from supplementary examinations held in June/July 2014 for students of Jawaharlal Nehru Technological University Anantapur. It lists the subjects, internal marks, external marks, total marks, results and credits for multiple students across various departments including Electronics and Communication Engineering, Electrical and Electronics Engineering, and Civil Engineering. The controller of examinations notes that any discrepancies must be brought to their attention within two weeks.
The document provides a provisional list of 21 students who qualified in the Kishore Vaigyanik Protsahan Yojana (KVPY) aptitude test held on October 27, 2013. It includes the application number, name, and seat number of each successful student. The KVPY is a program aimed at encouraging students to pursue careers in science.
B.Tech II year I sem (R09) Regular & Supplementary April/May 2013 Examination...VARIGONDA GOPI
This document appears to be exam results from Jawaharlal Nehru Technological University for various students and subjects in B.Tech II Year I Semester (R09) Supplementary Examinations from June/July 2014. It lists each student's roll number, subjects, internal marks, external marks, total marks, pass/fail status and credits for multiple subjects. The results are signed by the Controller of Examinations and include a note about reporting any discrepancies within two weeks.
This document contains the website address www.vidyarthiplus.com repeated multiple times. The high level information provided is a website focused on education called www.vidyarthiplus.com. The essential details are the repetition of the URL www.vidyarthiplus.com, suggesting it is promoting or advertising this educational website.
This document provides a list of questions for a 5th semester Computer Aided Design exam organized by unit. It covers topics like line drawing algorithms, design processes, CAD system architecture, transformations, curve modeling, surface modeling, solid modeling, hidden surface removal algorithms, assembly modeling, file standards, and computer graphics standards. There are a total of 5 units and around 80 questions listed to cover essential CAD topics that may be asked about on the exam. It warns students not to copy or republish the questions.
This document outlines the curriculum for the course Technical English - I in the first semester for students studying Mechanical Engineering. The course aims to develop students' basic communication skills in English with an emphasis on speaking. It covers 5 units across 15 weeks, focusing on listening, speaking, reading, writing and grammar skills. Students will practice describing processes, asking and answering questions, reading different text types and visual materials, writing essays and emails, and learn about grammar topics like tenses, adjectives and adverbs. Interactive online exercises supplement classroom learning to improve communication abilities in English. The goal is for students to communicate confidently and coherently in both spoken and written English.
This document outlines the course structure and objectives for engineering materials and metallurgy. It includes 5 units that cover topics like alloys and phase diagrams, heat treatment, ferrous and non-ferrous metals, non-metallic materials, and mechanical properties and deformation mechanisms. The course aims to impart knowledge on selecting suitable materials for engineering applications by understanding the structure, properties, treatment and testing of metals and non-metals.
The document provides information on various commands in AutoCAD for drafting and modeling. It discusses commands for drawing basic geometry like lines, circles, arcs and polygons. It also covers modifying objects using commands like copy, move, rotate, mirror, offset, and array. Additional commands covered include trimming, extending, breaking, filleting, chamfering, and dimensioning. The document provides brief descriptions and procedures for using each command.
This document outlines the curriculum and syllabus for the M.E. CAD/CAM program at Anna University in Chennai, India. It includes the course requirements and electives for each of the four semesters. The first semester covers topics like advanced numerical methods, computer applications in design, integrated mechanical design, and finite element analysis. The second semester focuses on design for manufacturing, additive manufacturing, and integrated product development. The third semester is dedicated to elective courses and a project phase. The final semester involves completing the project work. The document also provides the course codes, titles, credit hours and syllabus for each course.
This document provides the provisional results of the November/December 2018 examination for students in the Bachelor of Engineering (Mechanical Engineering) program at Dhaanish Ahmed College of Engineering. It lists the students' registration numbers, names, and grades obtained in various subjects for semesters 1 through 4. The 3 page summary includes information on over 150 students and their performance in subjects like Engineering Chemistry, Engineering Graphics, Mathematics, Physics, and Mechanical Engineering. Grades include Pass, Fail, Withdrawal, and cases where results are withheld.
The document contains two lists of students from the Department of Mechanical Engineering at VSM Institute of Technology, Nipani for the Fifth Semester in 2015. The lists provide the names and roll numbers of 60 total students. They are organized with the student name, roll number, and academic year.
The document appears to be a rank list for students who graduated with a B.E. in Aeronautical Engineering. It includes the registration number, name, institution, CGPA, class and rank of the top 27 students out of 446 total students. The top ranked student was EMLIN MERCY V from Tagore Engineering College with a CGPA of 9.12 and ranking of First Class with Distinction.
Final result AIIMS DM/M.Ch/MHA 2013 Jully sessionsarosem
1) The document announces the results of the DM/M.Ch/MHA entrance exam held on May 19th and 23rd, 2013 by the All India Institute of Medical Sciences.
2) It lists the candidates selected for admission to 21 postgraduate medical courses/programs for the July 2013 session, including their roll numbers and categories.
3) The admission of the selected candidates is provisional and subject to verification of original documents to confirm eligibility as per the program prospectus.
The document contains a list of top scoring students in the high school exams of 2022 across multiple districts in Uttar Pradesh. It provides details like rank, roll number, name, gender, marks scored, percentage, school name and contact number for each student. The list is divided into multiple pages with details of top 10 students for each district included. A total of 20 districts are covered in the provided document.
This document contains lists of first rank holders and medalists from various university departments and affiliated colleges of Anna University. It includes the students' registration numbers, names, degree programs and campuses/institutes. There are multiple tables listing top performers from programs like B.E., B.Tech, B.Arch and more across the College of Engineering Guindy campus, Alagappa College of Technology campus, Madras Institute of Technology campus and several affiliated colleges of Anna University.
This document contains the results of the B.Tech I Year (R07) Supplementary Examinations held in January/February 2014 by Jawaharlal Nehru Technological University, Ananthapuram. The results listed include the student name and registration number, subject code and name, internal marks, external marks, total marks and credits obtained for each subject, and the overall result for each student.
The document contains results from a supplementary examination taken in Dec/Jan 2013/2014 at Jawaharlal Nehru Technological University in Anantapur, India. It lists the subject codes, names, internal marks, external marks, total marks and results for four students - Dara Hari Babu, Surendra, C Uday Kumar and Vayyaurru Nageswarao Ashok Kumar. It notes that any discrepancies in the results must be brought to the attention of the Controller of Examinations within two weeks.
I year b.tech (r09) regular & supplementary june 2013 resultsVARIGONDA GOPI
This document contains results from the Jawaharlal Nehru Technological University for the B Tech I Year (R09) Regular / Supplementary Examinations held in June 2013. It lists the subject codes, names, internal marks, external marks, total marks and results for over 150 students. The majority of students failed the examinations, with a few students passing individual subjects or the full examinations.
This document lists eligible candidates for a written exam scheduled from August to September 2013. It provides information such as registration number, roll number, candidate's name, father's name, date of birth, identification mark, exam centre, and exam date/time for over 960 candidates scheduled to take the exam. The identification marks listed include moles, cuts, spots, or other markings on different parts of the body to help identify the candidates.
B.tech i year (r07) supple exams june 2013 resultsVARIGONDA GOPI
This document contains the results of the June 2013 supplementary examinations for the first year of the BTech program at Jawaharlal Nehru Technological University in Anantapur, India. It lists the subject codes, subject names, internal marks, external marks, total marks, results, and credits for several students. The results shown include passes in some subjects and failures in others for the various students.
Ese 2015 meit_order_final_result_english_fOn Subhash
The document provides details from the Engineering Services Examination conducted in 2015, including:
- The number of candidates recommended for appointment in various disciplines like civil engineering, mechanical engineering, electrical engineering, and electronics & telecommunication engineering.
- The number of vacancies reported by the government in the different disciplines and the number of candidates placed on reserve lists.
- The names of top candidates recommended for civil and mechanical engineering positions, in order of merit.
- Information on provisional recommendations and a facilitation counter for candidates to get exam/recruitment information.
B.Tech III year I sem (R09) Supplementary June 2014 Exam resultsVARIGONDA GOPI
This document contains results from supplementary examinations held in June/July 2014 for students of Jawaharlal Nehru Technological University Anantapur. It lists the subjects, internal marks, external marks, total marks, results and credits for multiple students across various departments including Electronics and Communication Engineering, Electrical and Electronics Engineering, and Civil Engineering. The controller of examinations notes that any discrepancies must be brought to their attention within two weeks.
The document provides a provisional list of 21 students who qualified in the Kishore Vaigyanik Protsahan Yojana (KVPY) aptitude test held on October 27, 2013. It includes the application number, name, and seat number of each successful student. The KVPY is a program aimed at encouraging students to pursue careers in science.
B.Tech II year I sem (R09) Regular & Supplementary April/May 2013 Examination...VARIGONDA GOPI
This document appears to be exam results from Jawaharlal Nehru Technological University for various students and subjects in B.Tech II Year I Semester (R09) Supplementary Examinations from June/July 2014. It lists each student's roll number, subjects, internal marks, external marks, total marks, pass/fail status and credits for multiple subjects. The results are signed by the Controller of Examinations and include a note about reporting any discrepancies within two weeks.
This document contains the website address www.vidyarthiplus.com repeated multiple times. The high level information provided is a website focused on education called www.vidyarthiplus.com. The essential details are the repetition of the URL www.vidyarthiplus.com, suggesting it is promoting or advertising this educational website.
This document provides a list of questions for a 5th semester Computer Aided Design exam organized by unit. It covers topics like line drawing algorithms, design processes, CAD system architecture, transformations, curve modeling, surface modeling, solid modeling, hidden surface removal algorithms, assembly modeling, file standards, and computer graphics standards. There are a total of 5 units and around 80 questions listed to cover essential CAD topics that may be asked about on the exam. It warns students not to copy or republish the questions.
This document outlines the curriculum for the course Technical English - I in the first semester for students studying Mechanical Engineering. The course aims to develop students' basic communication skills in English with an emphasis on speaking. It covers 5 units across 15 weeks, focusing on listening, speaking, reading, writing and grammar skills. Students will practice describing processes, asking and answering questions, reading different text types and visual materials, writing essays and emails, and learn about grammar topics like tenses, adjectives and adverbs. Interactive online exercises supplement classroom learning to improve communication abilities in English. The goal is for students to communicate confidently and coherently in both spoken and written English.
This document outlines the course structure and objectives for engineering materials and metallurgy. It includes 5 units that cover topics like alloys and phase diagrams, heat treatment, ferrous and non-ferrous metals, non-metallic materials, and mechanical properties and deformation mechanisms. The course aims to impart knowledge on selecting suitable materials for engineering applications by understanding the structure, properties, treatment and testing of metals and non-metals.
The document provides information on various commands in AutoCAD for drafting and modeling. It discusses commands for drawing basic geometry like lines, circles, arcs and polygons. It also covers modifying objects using commands like copy, move, rotate, mirror, offset, and array. Additional commands covered include trimming, extending, breaking, filleting, chamfering, and dimensioning. The document provides brief descriptions and procedures for using each command.
This document outlines the curriculum and syllabus for the M.E. CAD/CAM program at Anna University in Chennai, India. It includes the course requirements and electives for each of the four semesters. The first semester covers topics like advanced numerical methods, computer applications in design, integrated mechanical design, and finite element analysis. The second semester focuses on design for manufacturing, additive manufacturing, and integrated product development. The third semester is dedicated to elective courses and a project phase. The final semester involves completing the project work. The document also provides the course codes, titles, credit hours and syllabus for each course.
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.
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.
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.
Presentation of IEEE Slovenia CIS (Computational Intelligence Society) Chapte...University of Maribor
Slides from talk presenting:
Aleš Zamuda: Presentation of IEEE Slovenia CIS (Computational Intelligence Society) Chapter and Networking.
Presentation at IcETRAN 2024 session:
"Inter-Society Networking Panel GRSS/MTT-S/CIS
Panel Session: Promoting Connection and Cooperation"
IEEE Slovenia GRSS
IEEE Serbia and Montenegro MTT-S
IEEE Slovenia CIS
11TH INTERNATIONAL CONFERENCE ON ELECTRICAL, ELECTRONIC AND COMPUTING ENGINEERING
3-6 June 2024, Niš, Serbia
Batteries -Introduction – Types of Batteries – discharging and charging of battery - characteristics of battery –battery rating- various tests on battery- – Primary battery: silver button cell- Secondary battery :Ni-Cd battery-modern battery: lithium ion battery-maintenance of batteries-choices of batteries for electric vehicle applications.
Fuel Cells: Introduction- importance and classification of fuel cells - description, principle, components, applications of fuel cells: H2-O2 fuel cell, alkaline fuel cell, molten carbonate fuel cell and direct methanol fuel cells.
Harnessing WebAssembly for Real-time Stateless Streaming PipelinesChristina Lin
Traditionally, dealing with real-time data pipelines has involved significant overhead, even for straightforward tasks like data transformation or masking. However, in this talk, we’ll venture into the dynamic realm of WebAssembly (WASM) and discover how it can revolutionize the creation of stateless streaming pipelines within a Kafka (Redpanda) broker. These pipelines are adept at managing low-latency, high-data-volume scenarios.
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.
Embedded machine learning-based road conditions and driving behavior monitoring
Mech (2)
1. ANNA UNIVERSITY :: CHENNAI - 600025.
OFFICE OF THE CONTROLLER OF EXAMINATIONS
Provisional Results of April / May Examination, 2014.
Page 1/8
Inst.Code/Name : 7203 - AKSHAYA COLLEGE OF ENGINEERING & TECHNOLOGY Semester No. : 01 DATE OF PUBLICATION :DD-MM-YYYY
Branch : 0111-B.E. Mechanical Engineering
Subject Code - > 080010001 080030001 080040001 080230001
Reg. Number Stud. Name Grade Grade Grade Grade
100111144005 AKHIL T H U
100111144006 AMAL JOSEPH U
100111144019 GURUBARAN S U
100111144023 KANAKASABAPATHI M C U U
100111144024 KARTHICK KUMAR C G UA UA UA UA
100111144030 MANIKANDA PRABHU R U U
100111144041 RAJESH KUMAR R U U U
100111144042 SABARIHASAN V E
100111144050 SIVA RAMANAN S U
100111144053 STALIN L P U U U
W - Withdrawal I - Inadequate Attendance
WH1 - Withheld for Suspected Malpractice WH(others) - Withheld for want of Clarification,approval,etc. Anna University - COE
14-07-2014
2. ANNA UNIVERSITY :: CHENNAI - 600025.
OFFICE OF THE CONTROLLER OF EXAMINATIONS
Provisional Results of April / May Examination, 2014.
Page 2/8
Inst.Code/Name : 7203 - AKSHAYA COLLEGE OF ENGINEERING & TECHNOLOGY Semester No. : 02 DATE OF PUBLICATION :DD-MM-YYYY
Branch : 0111-B.E. Mechanical Engineering
Subject Code - > 080010002 080030004 080040002 080120002 080280011
Reg. Number Stud. Name Grade Grade Grade Grade Grade
090111144021 LOKESSH Y G U
100111144005 AKHIL T H U E
100111144006 AMAL JOSEPH UA
100111144013 BHAVANI SHANKAR S E
100111144019 GURUBARAN S U U U U
100111144022 JITHU PETER U
100111144023 KANAKASABAPATHI M U U E
100111144024 KARTHICK KUMAR C G UA UA UA UA UA
100111144026 KAVIRAJ M C D
100111144030 MANIKANDA PRABHU R UA UA U U
100111144032 MANOJ M (1992-05-26) U
100111144041 RAJESH KUMAR R U U U U U
100111144047 SHAFEEQUE P A U
100111144053 STALIN L P U U U
W - Withdrawal I - Inadequate Attendance
WH1 - Withheld for Suspected Malpractice WH(others) - Withheld for want of Clarification,approval,etc. Anna University - COE
14-07-2014
3. ANNA UNIVERSITY :: CHENNAI - 600025.
OFFICE OF THE CONTROLLER OF EXAMINATIONS
Provisional Results of April / May Examination, 2014.
Page 3/8
Inst.Code/Name : 7203 - AKSHAYA COLLEGE OF ENGINEERING & TECHNOLOGY Semester No. : 03 DATE OF PUBLICATION :DD-MM-YYYY
Branch : 0111-B.E. Mechanical Engineering
Subject Code - > 080100008 080120005 080120010 080120013 080180007 080190005
Reg. Number Stud. Name Grade Grade Grade Grade Grade Grade
100111144006 AMAL JOSEPH E
100111144019 GURUBARAN S U E U U U
100111144022 JITHU PETER U
100111144023 KANAKASABAPATHI M E U E
100111144024 KARTHICK KUMAR C G UA UA UA UA UA
100111144030 MANIKANDA PRABHU R U UA UA
100111144032 MANOJ M (1992-05-26) UA E
100111144041 RAJESH KUMAR R U U U U U U
100111144047 SHAFEEQUE P A U E
100111144050 SIVA RAMANAN S U U U
100111144053 STALIN L P U U U E
100111144057 THENDRAL KUMAR M U
W - Withdrawal I - Inadequate Attendance
WH1 - Withheld for Suspected Malpractice WH(others) - Withheld for want of Clarification,approval,etc. Anna University - COE
14-07-2014
4. ANNA UNIVERSITY :: CHENNAI - 600025.
OFFICE OF THE CONTROLLER OF EXAMINATIONS
Provisional Results of April / May Examination, 2014.
Page 4/8
Inst.Code/Name : 7203 - AKSHAYA COLLEGE OF ENGINEERING & TECHNOLOGY Semester No. : 04 DATE OF PUBLICATION :DD-MM-YYYY
Branch : 0111-B.E. Mechanical Engineering
Subject Code - > 080120014 080120015 080120016 080120017 080120018 080120019 080120020
Reg. Number Stud. Name Grade Grade Grade Grade Grade Grade Grade
100111144016 CHELLA DURAI D E
100111144019 GURUBARAN S U U U U
100111144024 KARTHICK KUMAR C G UA UA UA UA UA UA
100111144026 KAVIRAJ M U
100111144030 MANIKANDA PRABHU R UA
100111144041 RAJESH KUMAR R U U U UA U U
100111144050 SIVA RAMANAN S U U E E D
100111144053 STALIN L P U E U
100111144057 THENDRAL KUMAR M U E
W - Withdrawal I - Inadequate Attendance
WH1 - Withheld for Suspected Malpractice WH(others) - Withheld for want of Clarification,approval,etc. Anna University - COE
14-07-2014
5. ANNA UNIVERSITY :: CHENNAI - 600025.
OFFICE OF THE CONTROLLER OF EXAMINATIONS
Provisional Results of April / May Examination, 2014.
Page 5/8
Inst.Code/Name : 7203 - AKSHAYA COLLEGE OF ENGINEERING & TECHNOLOGY Semester No. : 05 DATE OF PUBLICATION :DD-MM-YYYY
Branch : 0111-B.E. Mechanical Engineering
Subject Code - > 080120023 080120024 080120025 080120026 080120027 080120028
Reg. Number Stud. Name Grade Grade Grade Grade Grade Grade
090111144021 LOKESSH Y G E
090111144028 PRASHANTH C UA
100111144005 AKHIL T H U
100111144016 CHELLA DURAI D U
100111144019 GURUBARAN S U U
100111144023 KANAKASABAPATHI M U
100111144024 KARTHICK KUMAR C G UA UA UA UA UA UA
100111144030 MANIKANDA PRABHU R UA UA UA UA UA
100111144032 MANOJ M (1992-05-26) D
100111144040 RABIN BERNARD A E
100111144041 RAJESH KUMAR R U U U U U
100111144050 SIVA RAMANAN S U E
100111144053 STALIN L P U
100111144057 THENDRAL KUMAR M D U
W - Withdrawal I - Inadequate Attendance
WH1 - Withheld for Suspected Malpractice WH(others) - Withheld for want of Clarification,approval,etc. Anna University - COE
14-07-2014
6. ANNA UNIVERSITY :: CHENNAI - 600025.
OFFICE OF THE CONTROLLER OF EXAMINATIONS
Provisional Results of April / May Examination, 2014.
Page 6/8
Inst.Code/Name : 7203 - AKSHAYA COLLEGE OF ENGINEERING & TECHNOLOGY Semester No. : 06 DATE OF PUBLICATION :DD-MM-YYYY
Branch : 0111-B.E. Mechanical Engineering
Subject Code - > 080120032 080120034 080120035 080120036 080120037 080120038
Reg. Number Stud. Name Grade Grade Grade Grade Grade Grade
100111144005 AKHIL T H E
100111144019 GURUBARAN S U U U
100111144024 KARTHICK KUMAR C G UA UA UA UA UA UA
100111144029 MADHAN KUMAR A E
100111144030 MANIKANDA PRABHU R U UA UA UA
100111144032 MANOJ M (1992-05-26) U
100111144034 MOHAMMED KHAN S D
100111144039 PRASANTH S U
100111144041 RAJESH KUMAR R U UA E UA U U
100111144053 STALIN L P U
100111144057 THENDRAL KUMAR M U U U
W - Withdrawal I - Inadequate Attendance
WH1 - Withheld for Suspected Malpractice WH(others) - Withheld for want of Clarification,approval,etc. Anna University - COE
14-07-2014
7. ANNA UNIVERSITY :: CHENNAI - 600025.
OFFICE OF THE CONTROLLER OF EXAMINATIONS
Provisional Results of April / May Examination, 2014.
Page 7/8
Inst.Code/Name : 7203 - AKSHAYA COLLEGE OF ENGINEERING & TECHNOLOGY Semester No. : 07 DATE OF PUBLICATION :DD-MM-YYYY
Branch : 0111-B.E. Mechanical Engineering
Subject Code - > 080120043 080120044 080120045 080120059 080120060 080120065 080190028
Reg. Number Stud. Name Grade Grade Grade Grade Grade Grade Grade
100111144005 AKHIL T H E A
100111144013 BHAVANI SHANKAR S D
100111144016 CHELLA DURAI D U U U E
100111144019 GURUBARAN S U U
100111144020 JENARDANAN G E E
100111144022 JITHU PETER U E C
100111144023 KANAKASABAPATHI M U U B U
100111144024 KARTHICK KUMAR C G UA UA UA UA UA UA UA
100111144026 KAVIRAJ M U U
100111144028 LAKSHMANA KUMAR M B
100111144029 MADHAN KUMAR A E E
100111144030 MANIKANDA PRABHU R U U U UA UA U
100111144032 MANOJ M (1992-05-26) U UA U
100111144033 MANOJ M (1992-02-18) B
100111144034 MOHAMMED KHAN S D
100111144037 PARTHASARATHI K E
100111144038 PRABAHARAN N R D
100111144039 PRASANTH S U U E
100111144040 RABIN BERNARD A E
100111144041 RAJESH KUMAR R U U U U UA U
100111144042 SABARIHASAN V U
100111144044 SANDOSH P E
100111144050 SIVA RAMANAN S U
100111144051 SREEJESH P B
100111144053 STALIN L P D E E
100111144057 THENDRAL KUMAR M U E U E E
W - Withdrawal I - Inadequate Attendance
WH1 - Withheld for Suspected Malpractice WH(others) - Withheld for want of Clarification,approval,etc. Anna University - COE
14-07-2014
8. ANNA UNIVERSITY :: CHENNAI - 600025.
OFFICE OF THE CONTROLLER OF EXAMINATIONS
Provisional Results of April / May Examination, 2014.
Page 8/8
Inst.Code/Name : 7203 - AKSHAYA COLLEGE OF ENGINEERING & TECHNOLOGY Semester No. : 08 DATE OF PUBLICATION :DD-MM-YYYY
Branch : 0111-B.E. Mechanical Engineering
Subject Code - > 080120066 080120067 080120068 080120075
Reg. Number Stud. Name Grade Grade Grade Grade
090111144028 PRASHANTH C UA UA UA UA
100111144005 AKHIL T H E A E D
100111144006 AMAL JOSEPH C A C C
100111144013 BHAVANI SHANKAR S D S C B
100111144016 CHELLA DURAI D C B E U
100111144019 GURUBARAN S E A U U
100111144020 JENARDANAN G D B D C
100111144022 JITHU PETER C S E D
100111144023 KANAKASABAPATHI M E C C C
100111144024 KARTHICK KUMAR C G U C UA U
100111144026 KAVIRAJ M D B C C
100111144028 LAKSHMANA KUMAR M A A C B
100111144029 MADHAN KUMAR A C S D C
100111144030 MANIKANDA PRABHU R E C U D
100111144032 MANOJ M (1992-05-26) D A D D
100111144033 MANOJ M (1992-02-18) C A D C
100111144034 MOHAMMED KHAN S C S C D
100111144037 PARTHASARATHI K D C D B
100111144038 PRABAHARAN N R C B E C
100111144039 PRASANTH S C B C C
100111144040 RABIN BERNARD A E S E C
100111144041 RAJESH KUMAR R E B U U
100111144042 SABARIHASAN V C S C E
100111144044 SANDOSH P C S D D
100111144047 SHAFEEQUE P A C A B C
100111144050 SIVA RAMANAN S D B C C
100111144051 SREEJESH P B A B C
100111144053 STALIN L P U A D D
100111144057 THENDRAL KUMAR M U B E U
W - Withdrawal I - Inadequate Attendance
WH1 - Withheld for Suspected Malpractice WH(others) - Withheld for want of Clarification,approval,etc. Anna University - COE
14-07-2014