SlideShare a Scribd company logo
1 of 5
Download to read offline
International Journal of Research in Engineering and Science (IJRES)
ISSN (Online): 2320-9364, ISSN (Print): 2320-9356
www.ijres.org Volume 5 Issue 6 ǁ June. 2017 ǁ PP. 32-36
www.ijres.org 32 | Page
Effectiveness of Using Integrated Circuit Design Interactive CD in
the course EE503 - IC Fabrication and Packaging Technology
Mohd Sallehin Abas1
, Nor Winda Ismail2
1
(Department of Electrical Engineering, Politeknik Kota Kinabalu, Malaysia)
2
(Department of Mechanical Engineering, Politeknik Kota Kinabalu, Malaysia)
Abstract: This paper examines the effectiveness of using Integrated Circuit Design interactive CD in the new
course EE503 - IC Fabrication and Packaging Technology for the Diploma in Electronic Engineering
(Computer) and Diploma in Electronic Engineering (Communication). The objective of this study is to assess
the level of understanding of students with the use of interactive CD by lecturers in the teaching and learning
process (T&L). The study was conducted on 30 respondents consisting of students taking the course EE503 in
June 2012 session of Department of Electrical Engineering, Politeknik Seberang Perai. The survey conducted
by distributing questionnaires to two (2) groups of respondents from different classes. Teaching and learning
techniques for first responders group is carried out conventionally using powerpoint slides. While the teaching
and learning for the second respondents group is a combination of using powerpoint slides and IC Design
Interactive CD. The analysis was performed using SPSS 11.5 for descriptive average level of student
understanding. The study found that the level of student understanding for the class that using Integrated
Circuit Design interactive CD is higher than the classes that using power point slides only in the T&L. It shows
that the use of Integrated Circuit Design interactive CD in T&L can increase the level of student understanding.
Keywords: Integrated Circuit Design, IC Fabrication, Interactive CD, Teaching and Learning
I. INTRODUCTION
Academic achievement is very important in determining a course or programme objectives are
achieved. There are several variables that affect academic achievement among students and in teaching and
learning methods (T&L) that carried out in the classroom. Teaching conducted using conventional teaching
notes and whiteboard has been revolutionized. Teaching instruments has grown with the use of a computer,
projector and power point software helps students understand the courses taught. Multimedia materials also have
a profound impact on student learning outcomes. However, the use of multimedia less exposure among the
lecturers. Multimedia is different than media that only using text basic computer displays. Multimedia includes a
combination of text, audio, images, animation, video, or interactive content forms. The variety of teaching
methods in delivery is an important component to motivate student interest and involvement of the
studies(Moores, 1987) [1].
Multimedia technology has in common with the textbook in terms of delivering information. However,
the ability to manipulate text via electronic devices increases the potential for students to interact with the
media, making it more attractive than a conventional note-taking. According Shavinina and Loarer (1999),
multimedia applications commonly consist of at least 3 of the 7 components [2]:
1. Text. (Including notes, captions, subtitles and other resources such as tables of contents, indexes,
dictionaries and support facilities)
2. Data. (Tables, charts, graphs and statistics)
3. Audio. (Speech, music, background sounds and sound effects)
4. Graphic. (Drawings, maps and posters)
5. Photographic Images (photographic images captured directly or created with the help of a computer)
6. Animation. (Either in the film or video or created with the help of a computer)
There are several ways that teacher can use to deliver lessons to students. For example, Mautone and
Mayer (2001) studied the effects of three types of message signals in the teaching of (1) an explanation in text
citations (2) verbal explanation such as speech and (3) an explanation and oral and visual animation [3].
Students who have received an explanation in this form of three different types message signals, is easier to give
an answer within the given exam.
Effectiveness of Using Integrated Circuit Design Interactive CD in the course EE503 - IC ..
www.ijres.org 33 | Page
II. BACKGROUND TO THE STUDY
2.1 Issues and Concerns
Courses EE503 - IC Fabrication and Packaging Technology is an elective course offered to students on
the 5th semester of Diploma in Electronic Engineering (Computer) programme and Diploma in Electronic
Engineering (Communication) programme at the Politeknik Seberang Perai. The course syllabus consists of
integrated circuit wafer from the process of preparation until integrated circuit packaging. This course focuses
on the theoretical concepts and this helps students to memorize and get good exam results. From the theory of
multiple intelligences proposed by Howard Gardner (1983) states that humans are able to master a variety of
science based on the correct stimulus [4]. Thus, an action research conducted in the course EE503 - IC
Fabrication and Packaging Technology with the using of Integrated Circuit Design Interactive CD.
2.2 Research Objectives
The study was conducted to obtain an overview of the use of interactive materials in the classroom. IC
Design interactive CD used in EE503 - IC Fabrication and Packaging Technology course covers topics 2:
Silicon And Wafer Preparation, Topic 3: Integrated Circuit Fabrication Process and Topic 4: MOS Transistor
Fabrication. In particular, the objective of this study was to assess the extent to which the use of interactive CD
can help enhance students' understanding. Research question is; Have a teaching aid in the form of multimedia,
namely Integrated Circuit Design Interactive CD helps students understand the concept of wafer preparation to
CMOS transistor fabrication sequence based on cross-section?
III. RESEARCH METHODS
The study was conducted by distributing questionnaires to the two (2) groups of respondents from two
different classes which are Conventional group and Interactive CD group. Conventional teaching methods is
carried out using conventional teaching notes and PowerPoint slides. While Interactive CD group is a
combination of using power point slides and IC Design CD Interactive. Teaching and learning process is carried
out for seven weeks. Teaching and learning process is monitored by the researchers to ensure that they take
place in accordance with the requirements and objectives of the study.
3.1 Research Instrument
The instrument used for this observation is using the survey forms. The survey consists of three
sections: Section A is about the students information, Section B contains statements related to the Topic 2:
Silicon And Wafer Preparation, Topic 3: Integrated Circuit Fabrication Process and Topic 4: MOS Transistor
Fabrication; Section C contains quiz questions to test the students' understanding. Each statement submitted
require the respondent to respond on a scale established by the scale of 1: Strongly Disagree, a scale of 2:
Disagree, scale 3: Agree and scale of 4: Strongly Agree.
3.2 Survey Sample
The samples were taken from 15 students of Diploma in Electronic Engineering (Communications) and
15 students of Diploma in Electronic Engineering (Computer) for the June 2012 session. Total number of
respondents is 30 (Men = 15, female = 15).
IV. DATA ANALYSIS AND FINDINGS
Analysis were performed using SPSS software descriptive to get the average level of student
understanding. Data were analysed using mean scores counting the percentage of students that show the level of
student understanding. From the analysis, the mean score for the conventional group and interactive CD data set
for each subject are shown in Table 1, Table 2 and Table 3.According to Table 1, it can be identified that the
overall mean score of students' level of understanding of the Topic 2: Silicon and Wafer Preparation for the
conventional group was 3.22 and interactive CD group a little high at 3.28.
Table 1: Mean score and standard deviation indicating the level of students understanding in the topic 2: Silicon
and Wafer Preparation
Num Statement Conventional Interactive CD
Mean Score Standard deviation Mean Score Standard deviation
1 I can explain how the silicon produced
starting from raw materials, namely sand
3.33 0.49 3.33 0.49
2 I can explain the Czochralski process with
the aid of diagrams.
3.20 0.41 3.33 0.49
3 I understand the basic process for the
preparation of the wafers' wafer slicing, ''
wafer lapping, '' wafer etching "and" wafer
polishing.
3.13 0.35 3.20 0.56
Overall Mean Score 3.22 0.37 3.28 0.43
Effectiveness of Using Integrated Circuit Design Interactive CD in the course EE503 - IC ..
www.ijres.org 34 | Page
Table 2 shows the overall mean scores of the level of understanding of the Topic 3: Integrated Circuit
Fabrication. Overall mean score for Conventional Group is 3.15, while for Interactive CD group is 3:29. (A little
high).
Table 2: Mean score and standard deviation indicating the level of students understanding in topic 3: Integrated
Circuit Fabrication Process
Num Statement Conventional Interactive CD
Mean Score Standard
deviation
Mean Score Standard
deviation
1 I can define the process of 'doping' in the fabrication of
integrated circuits.
3.07 0.26 3.20 0.56
2 I understand the process 'photolithography' in the
fabrication of integrated circuits.
3.20 0.41 3.40 0.51
3 I understand the 'metallization' in the fabrication of
integrated circuits.
3.07 0.26 3.27 0.46
4 I was able to define the process of 'etching' 3.20 0.41 3.33 0.49
5 I can differentiate between 'wet etching and dry etching' 3.20 0.41 3.27 0.59
Overall Mean Score 3.15 0.23 3.29 0.48
Table 3: Mean score and standard deviation indicating the level of students understanding on the topic 4: MOS
Transistor Fabrication
Num Statement Conventional Interactive CD
Mean Score Standard deviation Mean Score Standard
deviation
1 I can explain the NMOS transistor fabrication
process based on cross-sectional diagram
(cross-section)
2.89 0.35 3.47 0.52
2 I can explain the process of making N-Well
CMOS transistor based on cross-sectional
diagram (cross-section).
2.93 0.46 3.40 0.51
3 I can draw the physical structure of the
transistor CMOS P-Well.
3.00 0.00 3.47 0.52
4 I can draw the physical structure of a CMOS
transistor Twin-tub.
3.00 0.38 3.33 0.49
5 I can draw the physical structure of the
transistor CMOS silicon on insulator (SOI)
3.07 0.26 3.33 0.49
6 I can identify the problems inherent in the
operation of the transistor.
3.00 0.00 3.47 0.52
7 I can explain the effect of 'latch-up' in the
operation of a transistor circuit
2.93 0.26 3.47 0.52
8 I can explain the method to solve the problem
of 'latch-up'
3.13 0.35 3.47 0.52
Overall Mean Score 2.99 0.11 3.43 0.40
Based on Table 3 can be obtained, the overall mean level of understanding for the topic 4: MOS
Transistor Fabrication of an interactive CD group (mean score = 3.43) higher than in the conventional group
(mean score = 2.99).
Table 4: Overall mean score indicating the level of student understanding
Num Statement Conventional Interactive CD
Mean Score Standard
deviation
Mean
Score
Standard
deviation
1 Topic 2: Silicon And Wafer Preparation 3.22 0.37 3.28 0.43
2 Topic 3: Integrated Circuit Fabrication Process 3.15 0.23 3.29 0.48
3 Topic 4: MOS Transistor Fabrication 2.99 0.11 3.43 0.40
Overall Mean Score 3.08 0.10 3.36 0.37
The analysis showed that the overall mean score of the level of student understanding for the
Interactive CD group (mean score = 3.36) higher than the conventional group (mean score = 3.08) (Table 4).
Topic 4 obtain the highest mean score of the level of understanding compared to Topic 2 and Topic 3, which
shows the use of an interactive CD is helping students understand especially in Topic 4.
Topic 4 discusses MOS transistor fabrication process. Among the outcomes of this topic, students
should be able to (1) describe the sequence of the fabrication process of the NMOS transistors and N-well by the
cross section of the wafer (2) drawing the physical structure of the transistor’s P-well, Twin Tub and Silicon On
Insulator (SOI) and (3) identify and describe the problems inherent in the operation of a transistor circuit (latch-
up).
Effectiveness of Using Integrated Circuit Design Interactive CD in the course EE503 - IC ..
www.ijres.org 35 | Page
Learning outcomes (1) can be measured by items question 1 and 2 which is ‘I can explain the NMOS
transistor fabrication process based on cross-sectional diagram (cross-section)’ and ‘I can explain the process of
making N-Well CMOS transistor based on cross-sectional diagram (cross-section)’. The mean score of students'
level of understanding of interactive CD set high scores for both items, in contrast to the conventional group of
students low score only 2.89 and 2.93 (Table 4). This shows, interactive CD group of students believe they are
able to explain the fabrication process of the NMOS transistors and CMOS N-Well over a cross-sectional
diagram well.
Learning outcomes (2) can be identified by items 3, 4 and 5, while items 6, 7 and 8 represents the
learning outcomes (3) (see Table 4). The findings of the learning outcomes (3) supported by an analysis of the
quiz question’s no.9, ‘Latch Up’ occur due to the epitaxial layer between the p-n junction depletion. A total of
86.7% of students use interactive CD answers the quiz question correctly than those who do not use interactive
CD is only 40%.
4.1 T-Test for Two Independent Samples
In this study, an analysis using t-test for two independent samples is carried out to determine whether
there is a significant difference in the mean of the two independent samples of each other, a group which T&L
activities is carried out in the conventional method and the other group who underwent T&L using interactive
CD.
μ1 = mean score of students’ level of understanding who undergo conventional T&L.
μ2 = mean score of students’ level of understanding who underwent T&L uses an interactive CD.
Null hypothesis, H0:
There are no significant difference between the mean scores of students' level of understanding of the group
who underwent conventional T&L and undergoing T&L use interactive CD. (H0: μ1 = μ2)
Alternative hypothesis, Ha:
There are significant differences between the mean scores of students' level of understanding of the group who
underwent conventional T&L and undergoing T&L use interactive CD. (Ha: μ1 ≠ μ2)
The significant level used is, α = 0.05 (confidence interval: 95%) [5]
Levene test for equality of variances are not significant (p = 0.000 <0.05) showed that both groups of
students undergoing conventional T&L and use interactive CD has different variants (See Table 5). This means
that the null hypothesis which says that the variance of the group of students who underwent conventional T&L
is equal to the group using the interactive CD is rejected. Thus, the results of t-test to compare the mean of two
groups independent sample which has the same population variance is not taken into account (equal variances
not assumed).
Based on the analysis, given the probability derived from SPSS 11.5 (0.014) is less than the value
specified α (α / 2 = 0.025), the null hypothesis is rejected [6].There is strong evidence to conclude that μ1 ≠ μ2.
This means that there are significant differences in the mean scores of students' level of understanding of the
group who underwent conventional T&L and undergoing T&L use interactive CD. Group of students
undergoing T&L use interactive CD has a mean score higher level of understanding than the students who
undergo conventional T&L.
Table 5: Test samples are independent.
Levene's Test for
Equality of Variances t-test for Equality of Means
F Sig. t df
Sig. (2-
tailed)
Mean
Difference
Std. Error
Difference
95% Confidence
Interval of the
Difference
Lower Upper
Equal variances
assumed
26.168 .000 -2.748 28 .010 -.2750 .10006 -.47997 -.07003
Equal variances
not assumed
-2.748
16.
075
.014 -.2750 .10006 -.48704 -.06296
V. DISCUSSION AND CONCLUSION REVIEW
Based on the findings and analysis of the study found the use of an interactive CD as teaching aids by
the lecturer in the course EE503 - IC Fabrication and Packaging Technology can help improve students'
understanding. MOS Transistor Fabrication topics in CD Interactive, which has animation and voice-identified
Effectiveness of Using Integrated Circuit Design Interactive CD in the course EE503 - IC ..
www.ijres.org 36 | Page
can help students, especially in 1) describing the sequence of the fabrication process for the NMOS transistor
and N-well by the cross section of the wafer, 2) drawing the physical structure of the transistor P-well, Twin
Tub and Silicon On insulator (SOI) and 3) identify and describe the problems inherent in the operation of a
transistor circuit (latch-up). This is consistent with studies by Mautone and Mayer (2001) which says that the
explanation in the form of oral and visual animation in the process of learning can help improve students'
understanding [3]. According to Howard Garner, there are 8 multiple intelligences in human beings and one of
them is a visual spatial where humans learn through visual, visualization, colour, painting and metaphor
(Armstrong, 1994) [7].
In the study by Ikhsan & Rohizan (2010), also suggested that teachers try variations teaching methods
or techniques to help prevent students from experiencing boredom during the process of teaching and learning,
in addition to developing the potential of multiple intelligences [8]. Accordingly, the lecturers are encouraged to
develop multimedia material as a teaching aid in the classroom. It can further diversify the teaching and learning
methods to students, who have a variety of intelligence.
VI. PROPOSED FURTHER STUDY
Although the study found significant differences in the level of understanding of a group students who
underwent T&L uses an interactive CD which is higher compared to conventional T&L. However the samples
obtained is small because of the course EE503 - IC Fabrication and Packaging Technology is an elective course.
Therefore recommended further study using a larger sample is carried out with the involvement of several
polytechnics.
REFERENCES
[1] Moore (1987); Thomas D. Sharts (2015); The Science and Art of Effective Secondary and Post-Secondary Classroom Teaching:
Xlibris
[2] Shavinina, L. & Loarer, E. (1999). Psychological Evaluation of Educational Multimedia Applications. European Psychologist, 4(1),
(33-44).
[3] Mautone, P. D., & Mayer, R. E. (2001) Signaling As A Cognitive Guide In Multimedia Learrning. in Journal of Educational
Psychology 93(2), 377-389.
[4] Gardner, H. 1983. Frames of Mind: The Theory of Multiple Intelligences. New York: Basic Book.
[5] Sulaiman Shamsuri (2009) Research Method For The Social Sciences Made Simple Second Edition. DSS Publishing Enterprise
[6] Zaidatuin Tasir & Mohd Salleh Abu (2003) Analisis Data Berkomputer SPSS 11.5 for Windows. Venton Publishing.
[7] Armstrong, T. (1994). Multiple intelligences in the classroom. Alexandria: Association for Supervision and Curriculum
Development.
[8] Ikhsan Othman & Rohizani Yaakub (2010) Aplikasi Teori Kecerdasan Pelbagai Dalam Pelaksanaan Kurikulum. Asia Pacific
Journal of Educators and Education. Vol. 25, 21–32, 2010
[9] Lay Yoon Fah & Khoo Chwee Hoon (2009) Pengenalan Kepada Analisis Data Komputer dengan SPSS 16.0 for Windows. Venton
Publishing.
[10] Zulkarnain Zakaria (1999) Statistik Pengurusan. Penerbit Universiti Utara Malaysia, Sintok.

More Related Content

What's hot

Kajian Tinjauan Tentang Penggunaan ICT
Kajian Tinjauan Tentang Penggunaan ICTKajian Tinjauan Tentang Penggunaan ICT
Kajian Tinjauan Tentang Penggunaan ICTmissng000
 
Snr ipt 10_syll
Snr ipt 10_syllSnr ipt 10_syll
Snr ipt 10_syllhccit
 
Paper id 24201424
Paper id 24201424Paper id 24201424
Paper id 24201424IJRAT
 
Availability and utilization of e learning infrastructures in federal university
Availability and utilization of e learning infrastructures in federal universityAvailability and utilization of e learning infrastructures in federal university
Availability and utilization of e learning infrastructures in federal universityAlexander Decker
 
IRJET - Factors Affecting Deployment of Deep Learning based Face Recognition ...
IRJET - Factors Affecting Deployment of Deep Learning based Face Recognition ...IRJET - Factors Affecting Deployment of Deep Learning based Face Recognition ...
IRJET - Factors Affecting Deployment of Deep Learning based Face Recognition ...IRJET Journal
 
Presentation the internet in efl teacher education
Presentation the internet in efl teacher educationPresentation the internet in efl teacher education
Presentation the internet in efl teacher educationmemogreat
 
An e learning approach to secondary school education
An e learning approach to secondary school educationAn e learning approach to secondary school education
An e learning approach to secondary school educationAlexander Decker
 
Individual Differences in Multimedia Learning: An Application in a Computer S...
Individual Differences in Multimedia Learning: An Application in a Computer S...Individual Differences in Multimedia Learning: An Application in a Computer S...
Individual Differences in Multimedia Learning: An Application in a Computer S...idescitation
 
TUGASAN 4 : PEMBACAAN DAN PENILAIAN KENDIRI (MERUJUK TEKS) CHAPTER 7: CONNECT...
TUGASAN 4 : PEMBACAAN DAN PENILAIAN KENDIRI (MERUJUK TEKS) CHAPTER 7: CONNECT...TUGASAN 4 : PEMBACAAN DAN PENILAIAN KENDIRI (MERUJUK TEKS) CHAPTER 7: CONNECT...
TUGASAN 4 : PEMBACAAN DAN PENILAIAN KENDIRI (MERUJUK TEKS) CHAPTER 7: CONNECT...Nurul Huda Fadzil
 
Instructional Message Design: Issues and Trends
Instructional Message Design: Issues and TrendsInstructional Message Design: Issues and Trends
Instructional Message Design: Issues and TrendsEcenaz Alemdağ
 
The Impacts Of Information And Communication Technology (ICT) On The Teaching...
The Impacts Of Information And Communication Technology (ICT) On The Teaching...The Impacts Of Information And Communication Technology (ICT) On The Teaching...
The Impacts Of Information And Communication Technology (ICT) On The Teaching...IOSR Journals
 
Semi-supervised auto-encoder for facial attributes recognition
Semi-supervised auto-encoder for facial attributes recognitionSemi-supervised auto-encoder for facial attributes recognition
Semi-supervised auto-encoder for facial attributes recognitionTELKOMNIKA JOURNAL
 
Design strategies for mobile language learning effectiveness using hybrid mcd...
Design strategies for mobile language learning effectiveness using hybrid mcd...Design strategies for mobile language learning effectiveness using hybrid mcd...
Design strategies for mobile language learning effectiveness using hybrid mcd...Alexander Decker
 
Impact of Computers’ Implementation on Administration Use in Public Secondary...
Impact of Computers’ Implementation on Administration Use in Public Secondary...Impact of Computers’ Implementation on Administration Use in Public Secondary...
Impact of Computers’ Implementation on Administration Use in Public Secondary...paperpublications3
 
MULTI-LEVEL FEATURE FUSION BASED TRANSFER LEARNING FOR PERSON RE-IDENTIFICATION
MULTI-LEVEL FEATURE FUSION BASED TRANSFER LEARNING FOR PERSON RE-IDENTIFICATIONMULTI-LEVEL FEATURE FUSION BASED TRANSFER LEARNING FOR PERSON RE-IDENTIFICATION
MULTI-LEVEL FEATURE FUSION BASED TRANSFER LEARNING FOR PERSON RE-IDENTIFICATIONgerogepatton
 

What's hot (20)

Kajian Tinjauan Tentang Penggunaan ICT
Kajian Tinjauan Tentang Penggunaan ICTKajian Tinjauan Tentang Penggunaan ICT
Kajian Tinjauan Tentang Penggunaan ICT
 
Snr ipt 10_syll
Snr ipt 10_syllSnr ipt 10_syll
Snr ipt 10_syll
 
Paper id 24201424
Paper id 24201424Paper id 24201424
Paper id 24201424
 
Availability and utilization of e learning infrastructures in federal university
Availability and utilization of e learning infrastructures in federal universityAvailability and utilization of e learning infrastructures in federal university
Availability and utilization of e learning infrastructures in federal university
 
IRJET - Factors Affecting Deployment of Deep Learning based Face Recognition ...
IRJET - Factors Affecting Deployment of Deep Learning based Face Recognition ...IRJET - Factors Affecting Deployment of Deep Learning based Face Recognition ...
IRJET - Factors Affecting Deployment of Deep Learning based Face Recognition ...
 
Presentation the internet in efl teacher education
Presentation the internet in efl teacher educationPresentation the internet in efl teacher education
Presentation the internet in efl teacher education
 
An e learning approach to secondary school education
An e learning approach to secondary school educationAn e learning approach to secondary school education
An e learning approach to secondary school education
 
Iccie2012 siti rosminah
Iccie2012 siti rosminahIccie2012 siti rosminah
Iccie2012 siti rosminah
 
Individual Differences in Multimedia Learning: An Application in a Computer S...
Individual Differences in Multimedia Learning: An Application in a Computer S...Individual Differences in Multimedia Learning: An Application in a Computer S...
Individual Differences in Multimedia Learning: An Application in a Computer S...
 
TUGASAN 4 : PEMBACAAN DAN PENILAIAN KENDIRI (MERUJUK TEKS) CHAPTER 7: CONNECT...
TUGASAN 4 : PEMBACAAN DAN PENILAIAN KENDIRI (MERUJUK TEKS) CHAPTER 7: CONNECT...TUGASAN 4 : PEMBACAAN DAN PENILAIAN KENDIRI (MERUJUK TEKS) CHAPTER 7: CONNECT...
TUGASAN 4 : PEMBACAAN DAN PENILAIAN KENDIRI (MERUJUK TEKS) CHAPTER 7: CONNECT...
 
Instructional Message Design: Issues and Trends
Instructional Message Design: Issues and TrendsInstructional Message Design: Issues and Trends
Instructional Message Design: Issues and Trends
 
The Impacts Of Information And Communication Technology (ICT) On The Teaching...
The Impacts Of Information And Communication Technology (ICT) On The Teaching...The Impacts Of Information And Communication Technology (ICT) On The Teaching...
The Impacts Of Information And Communication Technology (ICT) On The Teaching...
 
Semi-supervised auto-encoder for facial attributes recognition
Semi-supervised auto-encoder for facial attributes recognitionSemi-supervised auto-encoder for facial attributes recognition
Semi-supervised auto-encoder for facial attributes recognition
 
SURFACE ANALYSIS TECHNIQUES
SURFACE ANALYSIS TECHNIQUES SURFACE ANALYSIS TECHNIQUES
SURFACE ANALYSIS TECHNIQUES
 
Design strategies for mobile language learning effectiveness using hybrid mcd...
Design strategies for mobile language learning effectiveness using hybrid mcd...Design strategies for mobile language learning effectiveness using hybrid mcd...
Design strategies for mobile language learning effectiveness using hybrid mcd...
 
Impact of Computers’ Implementation on Administration Use in Public Secondary...
Impact of Computers’ Implementation on Administration Use in Public Secondary...Impact of Computers’ Implementation on Administration Use in Public Secondary...
Impact of Computers’ Implementation on Administration Use in Public Secondary...
 
Ki3617781782
Ki3617781782Ki3617781782
Ki3617781782
 
MULTI-LEVEL FEATURE FUSION BASED TRANSFER LEARNING FOR PERSON RE-IDENTIFICATION
MULTI-LEVEL FEATURE FUSION BASED TRANSFER LEARNING FOR PERSON RE-IDENTIFICATIONMULTI-LEVEL FEATURE FUSION BASED TRANSFER LEARNING FOR PERSON RE-IDENTIFICATION
MULTI-LEVEL FEATURE FUSION BASED TRANSFER LEARNING FOR PERSON RE-IDENTIFICATION
 
Syllabus
SyllabusSyllabus
Syllabus
 
Ha3612571261
Ha3612571261Ha3612571261
Ha3612571261
 

Similar to Effectiveness of Using Integrated Circuit Design Interactive CD in the course EE503 - IC Fabrication and Packaging Technology

3-D Animation For Effective Memory
3-D Animation For Effective Memory3-D Animation For Effective Memory
3-D Animation For Effective MemoryIRJET Journal
 
'Research proposal'
'Research proposal''Research proposal'
'Research proposal'Noor Hasmida
 
Question paper
Question  paperQuestion  paper
Question paperJINCYSJ1
 
Question paper
Question paperQuestion paper
Question paperJINCYSJ1
 
Information Communication Technology: Practices for Academia
Information Communication Technology: Practices for AcademiaInformation Communication Technology: Practices for Academia
Information Communication Technology: Practices for AcademiaIJMER
 
IDEE Workshop: Applying the 4C-ID Model to the Design of a Digital Educationa...
IDEE Workshop: Applying the 4C-ID Model to the Design of a Digital Educationa...IDEE Workshop: Applying the 4C-ID Model to the Design of a Digital Educationa...
IDEE Workshop: Applying the 4C-ID Model to the Design of a Digital Educationa...Guilhermina Miranda
 
ICT-based distance learning
ICT-based distance learningICT-based distance learning
ICT-based distance learningOnasanya2014
 
Developing a Computer-Assisted Instruction Model for Vocational High Schools
Developing a Computer-Assisted Instruction Model for Vocational High SchoolsDeveloping a Computer-Assisted Instruction Model for Vocational High Schools
Developing a Computer-Assisted Instruction Model for Vocational High Schoolsinventy
 
Vebrianto 2011 procedia---social-and-behavioral-sciences (The effect of multi...
Vebrianto 2011 procedia---social-and-behavioral-sciences (The effect of multi...Vebrianto 2011 procedia---social-and-behavioral-sciences (The effect of multi...
Vebrianto 2011 procedia---social-and-behavioral-sciences (The effect of multi...Rian vebrianto
 
The functionality and interactivity of video conferencing technologies: A sy...
The functionality and interactivity of video conferencing technologies: A sy...The functionality and interactivity of video conferencing technologies: A sy...
The functionality and interactivity of video conferencing technologies: A sy...Mark Anthony Camilleri
 
Artículo Electricidad-y-electronica-industrial.pdf
Artículo Electricidad-y-electronica-industrial.pdfArtículo Electricidad-y-electronica-industrial.pdf
Artículo Electricidad-y-electronica-industrial.pdfmiguelangelquirozgar
 
IRJET- Impact of Audio-Visual Teaching in Relation to Academic Performance of...
IRJET- Impact of Audio-Visual Teaching in Relation to Academic Performance of...IRJET- Impact of Audio-Visual Teaching in Relation to Academic Performance of...
IRJET- Impact of Audio-Visual Teaching in Relation to Academic Performance of...IRJET Journal
 
ElectronicFinal Christy Twilight
ElectronicFinal Christy TwilightElectronicFinal Christy Twilight
ElectronicFinal Christy TwilightChristy Twilight
 
684.электроника достижения и перспективы
684.электроника достижения и перспективы684.электроника достижения и перспективы
684.электроника достижения и перспективыivanov1566353422
 

Similar to Effectiveness of Using Integrated Circuit Design Interactive CD in the course EE503 - IC Fabrication and Packaging Technology (20)

3-D Animation For Effective Memory
3-D Animation For Effective Memory3-D Animation For Effective Memory
3-D Animation For Effective Memory
 
'Research proposal'
'Research proposal''Research proposal'
'Research proposal'
 
Question paper
Question  paperQuestion  paper
Question paper
 
Question paper
Question paperQuestion paper
Question paper
 
''Research proposal''
''Research proposal''''Research proposal''
''Research proposal''
 
Information Communication Technology: Practices for Academia
Information Communication Technology: Practices for AcademiaInformation Communication Technology: Practices for Academia
Information Communication Technology: Practices for Academia
 
Comprehensive Exam Tips
Comprehensive Exam TipsComprehensive Exam Tips
Comprehensive Exam Tips
 
IDEE Workshop: Applying the 4C-ID Model to the Design of a Digital Educationa...
IDEE Workshop: Applying the 4C-ID Model to the Design of a Digital Educationa...IDEE Workshop: Applying the 4C-ID Model to the Design of a Digital Educationa...
IDEE Workshop: Applying the 4C-ID Model to the Design of a Digital Educationa...
 
ICT-based distance learning
ICT-based distance learningICT-based distance learning
ICT-based distance learning
 
ICT-based distance learning
ICT-based distance learningICT-based distance learning
ICT-based distance learning
 
Assienment
AssienmentAssienment
Assienment
 
Dc course file
Dc course fileDc course file
Dc course file
 
Developing a Computer-Assisted Instruction Model for Vocational High Schools
Developing a Computer-Assisted Instruction Model for Vocational High SchoolsDeveloping a Computer-Assisted Instruction Model for Vocational High Schools
Developing a Computer-Assisted Instruction Model for Vocational High Schools
 
Vebrianto 2011 procedia---social-and-behavioral-sciences (The effect of multi...
Vebrianto 2011 procedia---social-and-behavioral-sciences (The effect of multi...Vebrianto 2011 procedia---social-and-behavioral-sciences (The effect of multi...
Vebrianto 2011 procedia---social-and-behavioral-sciences (The effect of multi...
 
The functionality and interactivity of video conferencing technologies: A sy...
The functionality and interactivity of video conferencing technologies: A sy...The functionality and interactivity of video conferencing technologies: A sy...
The functionality and interactivity of video conferencing technologies: A sy...
 
Artículo Electricidad-y-electronica-industrial.pdf
Artículo Electricidad-y-electronica-industrial.pdfArtículo Electricidad-y-electronica-industrial.pdf
Artículo Electricidad-y-electronica-industrial.pdf
 
IRJET- Impact of Audio-Visual Teaching in Relation to Academic Performance of...
IRJET- Impact of Audio-Visual Teaching in Relation to Academic Performance of...IRJET- Impact of Audio-Visual Teaching in Relation to Academic Performance of...
IRJET- Impact of Audio-Visual Teaching in Relation to Academic Performance of...
 
ElectronicFinal Christy Twilight
ElectronicFinal Christy TwilightElectronicFinal Christy Twilight
ElectronicFinal Christy Twilight
 
libya
libyalibya
libya
 
684.электроника достижения и перспективы
684.электроника достижения и перспективы684.электроника достижения и перспективы
684.электроника достижения и перспективы
 

More from IJRESJOURNAL

Injection Analysis of Hera And Betano New Power Plants At the Interconnection...
Injection Analysis of Hera And Betano New Power Plants At the Interconnection...Injection Analysis of Hera And Betano New Power Plants At the Interconnection...
Injection Analysis of Hera And Betano New Power Plants At the Interconnection...IJRESJOURNAL
 
Harmonic AnalysisofDistribution System Due to Embedded Generation Injection
Harmonic AnalysisofDistribution System Due to Embedded Generation InjectionHarmonic AnalysisofDistribution System Due to Embedded Generation Injection
Harmonic AnalysisofDistribution System Due to Embedded Generation InjectionIJRESJOURNAL
 
Decision Support System Implementation for Candidate Selection of the Head of...
Decision Support System Implementation for Candidate Selection of the Head of...Decision Support System Implementation for Candidate Selection of the Head of...
Decision Support System Implementation for Candidate Selection of the Head of...IJRESJOURNAL
 
Yield Forecasting to Sustain the Agricultural Transportation UnderStochastic ...
Yield Forecasting to Sustain the Agricultural Transportation UnderStochastic ...Yield Forecasting to Sustain the Agricultural Transportation UnderStochastic ...
Yield Forecasting to Sustain the Agricultural Transportation UnderStochastic ...IJRESJOURNAL
 
Injection Analysis of 5 Mwp Photovoltaic Power Plant on 20 Kv Distribution Ne...
Injection Analysis of 5 Mwp Photovoltaic Power Plant on 20 Kv Distribution Ne...Injection Analysis of 5 Mwp Photovoltaic Power Plant on 20 Kv Distribution Ne...
Injection Analysis of 5 Mwp Photovoltaic Power Plant on 20 Kv Distribution Ne...IJRESJOURNAL
 
Developing A Prediction Model for Tensile Elastic Modulus of Steel Fiber – Ce...
Developing A Prediction Model for Tensile Elastic Modulus of Steel Fiber – Ce...Developing A Prediction Model for Tensile Elastic Modulus of Steel Fiber – Ce...
Developing A Prediction Model for Tensile Elastic Modulus of Steel Fiber – Ce...IJRESJOURNAL
 
Effect of Liquid Viscosity on Sloshing in A Rectangular Tank
Effect of Liquid Viscosity on Sloshing in A Rectangular TankEffect of Liquid Viscosity on Sloshing in A Rectangular Tank
Effect of Liquid Viscosity on Sloshing in A Rectangular TankIJRESJOURNAL
 
Design and Implementation Decision Support System using MADM Methode for Bank...
Design and Implementation Decision Support System using MADM Methode for Bank...Design and Implementation Decision Support System using MADM Methode for Bank...
Design and Implementation Decision Support System using MADM Methode for Bank...IJRESJOURNAL
 
Investigations on The Effects of Different Heat Transfer Coefficients in The ...
Investigations on The Effects of Different Heat Transfer Coefficients in The ...Investigations on The Effects of Different Heat Transfer Coefficients in The ...
Investigations on The Effects of Different Heat Transfer Coefficients in The ...IJRESJOURNAL
 
Strategy of Adaptation of Traditional House Architecture Bali Aga
Strategy of Adaptation of Traditional House Architecture Bali AgaStrategy of Adaptation of Traditional House Architecture Bali Aga
Strategy of Adaptation of Traditional House Architecture Bali AgaIJRESJOURNAL
 
Design of Universal Measuring Equipment for Bogie Frame
Design of Universal Measuring Equipment for Bogie FrameDesign of Universal Measuring Equipment for Bogie Frame
Design of Universal Measuring Equipment for Bogie FrameIJRESJOURNAL
 
A Design Of Omni-Directional Mobile Robot Based On Mecanum Wheels
A Design Of Omni-Directional Mobile Robot Based On Mecanum WheelsA Design Of Omni-Directional Mobile Robot Based On Mecanum Wheels
A Design Of Omni-Directional Mobile Robot Based On Mecanum WheelsIJRESJOURNAL
 
An Investigation Into The Prevalence of Code Switching in the Teaching of Nat...
An Investigation Into The Prevalence of Code Switching in the Teaching of Nat...An Investigation Into The Prevalence of Code Switching in the Teaching of Nat...
An Investigation Into The Prevalence of Code Switching in the Teaching of Nat...IJRESJOURNAL
 
The Filling Up of Yogyakarta Governor Position in Social Harmony Perspective
The Filling Up of Yogyakarta Governor Position in Social Harmony PerspectiveThe Filling Up of Yogyakarta Governor Position in Social Harmony Perspective
The Filling Up of Yogyakarta Governor Position in Social Harmony PerspectiveIJRESJOURNAL
 
Quality Function Deployment And Proactive Quality Techniques Applied to Unive...
Quality Function Deployment And Proactive Quality Techniques Applied to Unive...Quality Function Deployment And Proactive Quality Techniques Applied to Unive...
Quality Function Deployment And Proactive Quality Techniques Applied to Unive...IJRESJOURNAL
 
The Analysis And Perspective on Development of Chinese Automotive Heavy-Duty ...
The Analysis And Perspective on Development of Chinese Automotive Heavy-Duty ...The Analysis And Perspective on Development of Chinese Automotive Heavy-Duty ...
The Analysis And Perspective on Development of Chinese Automotive Heavy-Duty ...IJRESJOURNAL
 
Research on the Bottom Software of Electronic Control System in Automobile El...
Research on the Bottom Software of Electronic Control System in Automobile El...Research on the Bottom Software of Electronic Control System in Automobile El...
Research on the Bottom Software of Electronic Control System in Automobile El...IJRESJOURNAL
 
Risk Based Underwater Inspection (RBUI) For Existing Fixed Platforms In Indon...
Risk Based Underwater Inspection (RBUI) For Existing Fixed Platforms In Indon...Risk Based Underwater Inspection (RBUI) For Existing Fixed Platforms In Indon...
Risk Based Underwater Inspection (RBUI) For Existing Fixed Platforms In Indon...IJRESJOURNAL
 
Dynamic Modeling of Four – Rotorcraft
Dynamic Modeling of Four – RotorcraftDynamic Modeling of Four – Rotorcraft
Dynamic Modeling of Four – RotorcraftIJRESJOURNAL
 
A New Approach on Proportional Fuzzy Likelihood Ratio orderings of Triangular...
A New Approach on Proportional Fuzzy Likelihood Ratio orderings of Triangular...A New Approach on Proportional Fuzzy Likelihood Ratio orderings of Triangular...
A New Approach on Proportional Fuzzy Likelihood Ratio orderings of Triangular...IJRESJOURNAL
 

More from IJRESJOURNAL (20)

Injection Analysis of Hera And Betano New Power Plants At the Interconnection...
Injection Analysis of Hera And Betano New Power Plants At the Interconnection...Injection Analysis of Hera And Betano New Power Plants At the Interconnection...
Injection Analysis of Hera And Betano New Power Plants At the Interconnection...
 
Harmonic AnalysisofDistribution System Due to Embedded Generation Injection
Harmonic AnalysisofDistribution System Due to Embedded Generation InjectionHarmonic AnalysisofDistribution System Due to Embedded Generation Injection
Harmonic AnalysisofDistribution System Due to Embedded Generation Injection
 
Decision Support System Implementation for Candidate Selection of the Head of...
Decision Support System Implementation for Candidate Selection of the Head of...Decision Support System Implementation for Candidate Selection of the Head of...
Decision Support System Implementation for Candidate Selection of the Head of...
 
Yield Forecasting to Sustain the Agricultural Transportation UnderStochastic ...
Yield Forecasting to Sustain the Agricultural Transportation UnderStochastic ...Yield Forecasting to Sustain the Agricultural Transportation UnderStochastic ...
Yield Forecasting to Sustain the Agricultural Transportation UnderStochastic ...
 
Injection Analysis of 5 Mwp Photovoltaic Power Plant on 20 Kv Distribution Ne...
Injection Analysis of 5 Mwp Photovoltaic Power Plant on 20 Kv Distribution Ne...Injection Analysis of 5 Mwp Photovoltaic Power Plant on 20 Kv Distribution Ne...
Injection Analysis of 5 Mwp Photovoltaic Power Plant on 20 Kv Distribution Ne...
 
Developing A Prediction Model for Tensile Elastic Modulus of Steel Fiber – Ce...
Developing A Prediction Model for Tensile Elastic Modulus of Steel Fiber – Ce...Developing A Prediction Model for Tensile Elastic Modulus of Steel Fiber – Ce...
Developing A Prediction Model for Tensile Elastic Modulus of Steel Fiber – Ce...
 
Effect of Liquid Viscosity on Sloshing in A Rectangular Tank
Effect of Liquid Viscosity on Sloshing in A Rectangular TankEffect of Liquid Viscosity on Sloshing in A Rectangular Tank
Effect of Liquid Viscosity on Sloshing in A Rectangular Tank
 
Design and Implementation Decision Support System using MADM Methode for Bank...
Design and Implementation Decision Support System using MADM Methode for Bank...Design and Implementation Decision Support System using MADM Methode for Bank...
Design and Implementation Decision Support System using MADM Methode for Bank...
 
Investigations on The Effects of Different Heat Transfer Coefficients in The ...
Investigations on The Effects of Different Heat Transfer Coefficients in The ...Investigations on The Effects of Different Heat Transfer Coefficients in The ...
Investigations on The Effects of Different Heat Transfer Coefficients in The ...
 
Strategy of Adaptation of Traditional House Architecture Bali Aga
Strategy of Adaptation of Traditional House Architecture Bali AgaStrategy of Adaptation of Traditional House Architecture Bali Aga
Strategy of Adaptation of Traditional House Architecture Bali Aga
 
Design of Universal Measuring Equipment for Bogie Frame
Design of Universal Measuring Equipment for Bogie FrameDesign of Universal Measuring Equipment for Bogie Frame
Design of Universal Measuring Equipment for Bogie Frame
 
A Design Of Omni-Directional Mobile Robot Based On Mecanum Wheels
A Design Of Omni-Directional Mobile Robot Based On Mecanum WheelsA Design Of Omni-Directional Mobile Robot Based On Mecanum Wheels
A Design Of Omni-Directional Mobile Robot Based On Mecanum Wheels
 
An Investigation Into The Prevalence of Code Switching in the Teaching of Nat...
An Investigation Into The Prevalence of Code Switching in the Teaching of Nat...An Investigation Into The Prevalence of Code Switching in the Teaching of Nat...
An Investigation Into The Prevalence of Code Switching in the Teaching of Nat...
 
The Filling Up of Yogyakarta Governor Position in Social Harmony Perspective
The Filling Up of Yogyakarta Governor Position in Social Harmony PerspectiveThe Filling Up of Yogyakarta Governor Position in Social Harmony Perspective
The Filling Up of Yogyakarta Governor Position in Social Harmony Perspective
 
Quality Function Deployment And Proactive Quality Techniques Applied to Unive...
Quality Function Deployment And Proactive Quality Techniques Applied to Unive...Quality Function Deployment And Proactive Quality Techniques Applied to Unive...
Quality Function Deployment And Proactive Quality Techniques Applied to Unive...
 
The Analysis And Perspective on Development of Chinese Automotive Heavy-Duty ...
The Analysis And Perspective on Development of Chinese Automotive Heavy-Duty ...The Analysis And Perspective on Development of Chinese Automotive Heavy-Duty ...
The Analysis And Perspective on Development of Chinese Automotive Heavy-Duty ...
 
Research on the Bottom Software of Electronic Control System in Automobile El...
Research on the Bottom Software of Electronic Control System in Automobile El...Research on the Bottom Software of Electronic Control System in Automobile El...
Research on the Bottom Software of Electronic Control System in Automobile El...
 
Risk Based Underwater Inspection (RBUI) For Existing Fixed Platforms In Indon...
Risk Based Underwater Inspection (RBUI) For Existing Fixed Platforms In Indon...Risk Based Underwater Inspection (RBUI) For Existing Fixed Platforms In Indon...
Risk Based Underwater Inspection (RBUI) For Existing Fixed Platforms In Indon...
 
Dynamic Modeling of Four – Rotorcraft
Dynamic Modeling of Four – RotorcraftDynamic Modeling of Four – Rotorcraft
Dynamic Modeling of Four – Rotorcraft
 
A New Approach on Proportional Fuzzy Likelihood Ratio orderings of Triangular...
A New Approach on Proportional Fuzzy Likelihood Ratio orderings of Triangular...A New Approach on Proportional Fuzzy Likelihood Ratio orderings of Triangular...
A New Approach on Proportional Fuzzy Likelihood Ratio orderings of Triangular...
 

Recently uploaded

Heart Disease Prediction using machine learning.pptx
Heart Disease Prediction using machine learning.pptxHeart Disease Prediction using machine learning.pptx
Heart Disease Prediction using machine learning.pptxPoojaBan
 
Work Experience-Dalton Park.pptxfvvvvvvv
Work Experience-Dalton Park.pptxfvvvvvvvWork Experience-Dalton Park.pptxfvvvvvvv
Work Experience-Dalton Park.pptxfvvvvvvvLewisJB
 
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxDecoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxJoão Esperancinha
 
Risk Assessment For Installation of Drainage Pipes.pdf
Risk Assessment For Installation of Drainage Pipes.pdfRisk Assessment For Installation of Drainage Pipes.pdf
Risk Assessment For Installation of Drainage Pipes.pdfROCENODodongVILLACER
 
Sachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Sachpazis Costas: Geotechnical Engineering: A student's Perspective IntroductionSachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Sachpazis Costas: Geotechnical Engineering: A student's Perspective IntroductionDr.Costas Sachpazis
 
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)dollysharma2066
 
Instrumentation, measurement and control of bio process parameters ( Temperat...
Instrumentation, measurement and control of bio process parameters ( Temperat...Instrumentation, measurement and control of bio process parameters ( Temperat...
Instrumentation, measurement and control of bio process parameters ( Temperat...121011101441
 
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdfCCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdfAsst.prof M.Gokilavani
 
An experimental study in using natural admixture as an alternative for chemic...
An experimental study in using natural admixture as an alternative for chemic...An experimental study in using natural admixture as an alternative for chemic...
An experimental study in using natural admixture as an alternative for chemic...Chandu841456
 
Why does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsync
Why does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsyncWhy does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsync
Why does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsyncssuser2ae721
 
Software and Systems Engineering Standards: Verification and Validation of Sy...
Software and Systems Engineering Standards: Verification and Validation of Sy...Software and Systems Engineering Standards: Verification and Validation of Sy...
Software and Systems Engineering Standards: Verification and Validation of Sy...VICTOR MAESTRE RAMIREZ
 
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort serviceGurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort servicejennyeacort
 
UNIT III ANALOG ELECTRONICS (BASIC ELECTRONICS)
UNIT III ANALOG ELECTRONICS (BASIC ELECTRONICS)UNIT III ANALOG ELECTRONICS (BASIC ELECTRONICS)
UNIT III ANALOG ELECTRONICS (BASIC ELECTRONICS)Dr SOUNDIRARAJ N
 
Correctly Loading Incremental Data at Scale
Correctly Loading Incremental Data at ScaleCorrectly Loading Incremental Data at Scale
Correctly Loading Incremental Data at ScaleAlluxio, Inc.
 
Introduction-To-Agricultural-Surveillance-Rover.pptx
Introduction-To-Agricultural-Surveillance-Rover.pptxIntroduction-To-Agricultural-Surveillance-Rover.pptx
Introduction-To-Agricultural-Surveillance-Rover.pptxk795866
 
INFLUENCE OF NANOSILICA ON THE PROPERTIES OF CONCRETE
INFLUENCE OF NANOSILICA ON THE PROPERTIES OF CONCRETEINFLUENCE OF NANOSILICA ON THE PROPERTIES OF CONCRETE
INFLUENCE OF NANOSILICA ON THE PROPERTIES OF CONCRETEroselinkalist12
 
An introduction to Semiconductor and its types.pptx
An introduction to Semiconductor and its types.pptxAn introduction to Semiconductor and its types.pptx
An introduction to Semiconductor and its types.pptxPurva Nikam
 

Recently uploaded (20)

Heart Disease Prediction using machine learning.pptx
Heart Disease Prediction using machine learning.pptxHeart Disease Prediction using machine learning.pptx
Heart Disease Prediction using machine learning.pptx
 
Work Experience-Dalton Park.pptxfvvvvvvv
Work Experience-Dalton Park.pptxfvvvvvvvWork Experience-Dalton Park.pptxfvvvvvvv
Work Experience-Dalton Park.pptxfvvvvvvv
 
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxDecoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
 
Risk Assessment For Installation of Drainage Pipes.pdf
Risk Assessment For Installation of Drainage Pipes.pdfRisk Assessment For Installation of Drainage Pipes.pdf
Risk Assessment For Installation of Drainage Pipes.pdf
 
Sachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Sachpazis Costas: Geotechnical Engineering: A student's Perspective IntroductionSachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Sachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
 
Design and analysis of solar grass cutter.pdf
Design and analysis of solar grass cutter.pdfDesign and analysis of solar grass cutter.pdf
Design and analysis of solar grass cutter.pdf
 
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Serviceyoung call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
 
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
 
Instrumentation, measurement and control of bio process parameters ( Temperat...
Instrumentation, measurement and control of bio process parameters ( Temperat...Instrumentation, measurement and control of bio process parameters ( Temperat...
Instrumentation, measurement and control of bio process parameters ( Temperat...
 
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdfCCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
 
An experimental study in using natural admixture as an alternative for chemic...
An experimental study in using natural admixture as an alternative for chemic...An experimental study in using natural admixture as an alternative for chemic...
An experimental study in using natural admixture as an alternative for chemic...
 
Why does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsync
Why does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsyncWhy does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsync
Why does (not) Kafka need fsync: Eliminating tail latency spikes caused by fsync
 
9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf
9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf
9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf
 
Software and Systems Engineering Standards: Verification and Validation of Sy...
Software and Systems Engineering Standards: Verification and Validation of Sy...Software and Systems Engineering Standards: Verification and Validation of Sy...
Software and Systems Engineering Standards: Verification and Validation of Sy...
 
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort serviceGurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
 
UNIT III ANALOG ELECTRONICS (BASIC ELECTRONICS)
UNIT III ANALOG ELECTRONICS (BASIC ELECTRONICS)UNIT III ANALOG ELECTRONICS (BASIC ELECTRONICS)
UNIT III ANALOG ELECTRONICS (BASIC ELECTRONICS)
 
Correctly Loading Incremental Data at Scale
Correctly Loading Incremental Data at ScaleCorrectly Loading Incremental Data at Scale
Correctly Loading Incremental Data at Scale
 
Introduction-To-Agricultural-Surveillance-Rover.pptx
Introduction-To-Agricultural-Surveillance-Rover.pptxIntroduction-To-Agricultural-Surveillance-Rover.pptx
Introduction-To-Agricultural-Surveillance-Rover.pptx
 
INFLUENCE OF NANOSILICA ON THE PROPERTIES OF CONCRETE
INFLUENCE OF NANOSILICA ON THE PROPERTIES OF CONCRETEINFLUENCE OF NANOSILICA ON THE PROPERTIES OF CONCRETE
INFLUENCE OF NANOSILICA ON THE PROPERTIES OF CONCRETE
 
An introduction to Semiconductor and its types.pptx
An introduction to Semiconductor and its types.pptxAn introduction to Semiconductor and its types.pptx
An introduction to Semiconductor and its types.pptx
 

Effectiveness of Using Integrated Circuit Design Interactive CD in the course EE503 - IC Fabrication and Packaging Technology

  • 1. International Journal of Research in Engineering and Science (IJRES) ISSN (Online): 2320-9364, ISSN (Print): 2320-9356 www.ijres.org Volume 5 Issue 6 ǁ June. 2017 ǁ PP. 32-36 www.ijres.org 32 | Page Effectiveness of Using Integrated Circuit Design Interactive CD in the course EE503 - IC Fabrication and Packaging Technology Mohd Sallehin Abas1 , Nor Winda Ismail2 1 (Department of Electrical Engineering, Politeknik Kota Kinabalu, Malaysia) 2 (Department of Mechanical Engineering, Politeknik Kota Kinabalu, Malaysia) Abstract: This paper examines the effectiveness of using Integrated Circuit Design interactive CD in the new course EE503 - IC Fabrication and Packaging Technology for the Diploma in Electronic Engineering (Computer) and Diploma in Electronic Engineering (Communication). The objective of this study is to assess the level of understanding of students with the use of interactive CD by lecturers in the teaching and learning process (T&L). The study was conducted on 30 respondents consisting of students taking the course EE503 in June 2012 session of Department of Electrical Engineering, Politeknik Seberang Perai. The survey conducted by distributing questionnaires to two (2) groups of respondents from different classes. Teaching and learning techniques for first responders group is carried out conventionally using powerpoint slides. While the teaching and learning for the second respondents group is a combination of using powerpoint slides and IC Design Interactive CD. The analysis was performed using SPSS 11.5 for descriptive average level of student understanding. The study found that the level of student understanding for the class that using Integrated Circuit Design interactive CD is higher than the classes that using power point slides only in the T&L. It shows that the use of Integrated Circuit Design interactive CD in T&L can increase the level of student understanding. Keywords: Integrated Circuit Design, IC Fabrication, Interactive CD, Teaching and Learning I. INTRODUCTION Academic achievement is very important in determining a course or programme objectives are achieved. There are several variables that affect academic achievement among students and in teaching and learning methods (T&L) that carried out in the classroom. Teaching conducted using conventional teaching notes and whiteboard has been revolutionized. Teaching instruments has grown with the use of a computer, projector and power point software helps students understand the courses taught. Multimedia materials also have a profound impact on student learning outcomes. However, the use of multimedia less exposure among the lecturers. Multimedia is different than media that only using text basic computer displays. Multimedia includes a combination of text, audio, images, animation, video, or interactive content forms. The variety of teaching methods in delivery is an important component to motivate student interest and involvement of the studies(Moores, 1987) [1]. Multimedia technology has in common with the textbook in terms of delivering information. However, the ability to manipulate text via electronic devices increases the potential for students to interact with the media, making it more attractive than a conventional note-taking. According Shavinina and Loarer (1999), multimedia applications commonly consist of at least 3 of the 7 components [2]: 1. Text. (Including notes, captions, subtitles and other resources such as tables of contents, indexes, dictionaries and support facilities) 2. Data. (Tables, charts, graphs and statistics) 3. Audio. (Speech, music, background sounds and sound effects) 4. Graphic. (Drawings, maps and posters) 5. Photographic Images (photographic images captured directly or created with the help of a computer) 6. Animation. (Either in the film or video or created with the help of a computer) There are several ways that teacher can use to deliver lessons to students. For example, Mautone and Mayer (2001) studied the effects of three types of message signals in the teaching of (1) an explanation in text citations (2) verbal explanation such as speech and (3) an explanation and oral and visual animation [3]. Students who have received an explanation in this form of three different types message signals, is easier to give an answer within the given exam.
  • 2. Effectiveness of Using Integrated Circuit Design Interactive CD in the course EE503 - IC .. www.ijres.org 33 | Page II. BACKGROUND TO THE STUDY 2.1 Issues and Concerns Courses EE503 - IC Fabrication and Packaging Technology is an elective course offered to students on the 5th semester of Diploma in Electronic Engineering (Computer) programme and Diploma in Electronic Engineering (Communication) programme at the Politeknik Seberang Perai. The course syllabus consists of integrated circuit wafer from the process of preparation until integrated circuit packaging. This course focuses on the theoretical concepts and this helps students to memorize and get good exam results. From the theory of multiple intelligences proposed by Howard Gardner (1983) states that humans are able to master a variety of science based on the correct stimulus [4]. Thus, an action research conducted in the course EE503 - IC Fabrication and Packaging Technology with the using of Integrated Circuit Design Interactive CD. 2.2 Research Objectives The study was conducted to obtain an overview of the use of interactive materials in the classroom. IC Design interactive CD used in EE503 - IC Fabrication and Packaging Technology course covers topics 2: Silicon And Wafer Preparation, Topic 3: Integrated Circuit Fabrication Process and Topic 4: MOS Transistor Fabrication. In particular, the objective of this study was to assess the extent to which the use of interactive CD can help enhance students' understanding. Research question is; Have a teaching aid in the form of multimedia, namely Integrated Circuit Design Interactive CD helps students understand the concept of wafer preparation to CMOS transistor fabrication sequence based on cross-section? III. RESEARCH METHODS The study was conducted by distributing questionnaires to the two (2) groups of respondents from two different classes which are Conventional group and Interactive CD group. Conventional teaching methods is carried out using conventional teaching notes and PowerPoint slides. While Interactive CD group is a combination of using power point slides and IC Design CD Interactive. Teaching and learning process is carried out for seven weeks. Teaching and learning process is monitored by the researchers to ensure that they take place in accordance with the requirements and objectives of the study. 3.1 Research Instrument The instrument used for this observation is using the survey forms. The survey consists of three sections: Section A is about the students information, Section B contains statements related to the Topic 2: Silicon And Wafer Preparation, Topic 3: Integrated Circuit Fabrication Process and Topic 4: MOS Transistor Fabrication; Section C contains quiz questions to test the students' understanding. Each statement submitted require the respondent to respond on a scale established by the scale of 1: Strongly Disagree, a scale of 2: Disagree, scale 3: Agree and scale of 4: Strongly Agree. 3.2 Survey Sample The samples were taken from 15 students of Diploma in Electronic Engineering (Communications) and 15 students of Diploma in Electronic Engineering (Computer) for the June 2012 session. Total number of respondents is 30 (Men = 15, female = 15). IV. DATA ANALYSIS AND FINDINGS Analysis were performed using SPSS software descriptive to get the average level of student understanding. Data were analysed using mean scores counting the percentage of students that show the level of student understanding. From the analysis, the mean score for the conventional group and interactive CD data set for each subject are shown in Table 1, Table 2 and Table 3.According to Table 1, it can be identified that the overall mean score of students' level of understanding of the Topic 2: Silicon and Wafer Preparation for the conventional group was 3.22 and interactive CD group a little high at 3.28. Table 1: Mean score and standard deviation indicating the level of students understanding in the topic 2: Silicon and Wafer Preparation Num Statement Conventional Interactive CD Mean Score Standard deviation Mean Score Standard deviation 1 I can explain how the silicon produced starting from raw materials, namely sand 3.33 0.49 3.33 0.49 2 I can explain the Czochralski process with the aid of diagrams. 3.20 0.41 3.33 0.49 3 I understand the basic process for the preparation of the wafers' wafer slicing, '' wafer lapping, '' wafer etching "and" wafer polishing. 3.13 0.35 3.20 0.56 Overall Mean Score 3.22 0.37 3.28 0.43
  • 3. Effectiveness of Using Integrated Circuit Design Interactive CD in the course EE503 - IC .. www.ijres.org 34 | Page Table 2 shows the overall mean scores of the level of understanding of the Topic 3: Integrated Circuit Fabrication. Overall mean score for Conventional Group is 3.15, while for Interactive CD group is 3:29. (A little high). Table 2: Mean score and standard deviation indicating the level of students understanding in topic 3: Integrated Circuit Fabrication Process Num Statement Conventional Interactive CD Mean Score Standard deviation Mean Score Standard deviation 1 I can define the process of 'doping' in the fabrication of integrated circuits. 3.07 0.26 3.20 0.56 2 I understand the process 'photolithography' in the fabrication of integrated circuits. 3.20 0.41 3.40 0.51 3 I understand the 'metallization' in the fabrication of integrated circuits. 3.07 0.26 3.27 0.46 4 I was able to define the process of 'etching' 3.20 0.41 3.33 0.49 5 I can differentiate between 'wet etching and dry etching' 3.20 0.41 3.27 0.59 Overall Mean Score 3.15 0.23 3.29 0.48 Table 3: Mean score and standard deviation indicating the level of students understanding on the topic 4: MOS Transistor Fabrication Num Statement Conventional Interactive CD Mean Score Standard deviation Mean Score Standard deviation 1 I can explain the NMOS transistor fabrication process based on cross-sectional diagram (cross-section) 2.89 0.35 3.47 0.52 2 I can explain the process of making N-Well CMOS transistor based on cross-sectional diagram (cross-section). 2.93 0.46 3.40 0.51 3 I can draw the physical structure of the transistor CMOS P-Well. 3.00 0.00 3.47 0.52 4 I can draw the physical structure of a CMOS transistor Twin-tub. 3.00 0.38 3.33 0.49 5 I can draw the physical structure of the transistor CMOS silicon on insulator (SOI) 3.07 0.26 3.33 0.49 6 I can identify the problems inherent in the operation of the transistor. 3.00 0.00 3.47 0.52 7 I can explain the effect of 'latch-up' in the operation of a transistor circuit 2.93 0.26 3.47 0.52 8 I can explain the method to solve the problem of 'latch-up' 3.13 0.35 3.47 0.52 Overall Mean Score 2.99 0.11 3.43 0.40 Based on Table 3 can be obtained, the overall mean level of understanding for the topic 4: MOS Transistor Fabrication of an interactive CD group (mean score = 3.43) higher than in the conventional group (mean score = 2.99). Table 4: Overall mean score indicating the level of student understanding Num Statement Conventional Interactive CD Mean Score Standard deviation Mean Score Standard deviation 1 Topic 2: Silicon And Wafer Preparation 3.22 0.37 3.28 0.43 2 Topic 3: Integrated Circuit Fabrication Process 3.15 0.23 3.29 0.48 3 Topic 4: MOS Transistor Fabrication 2.99 0.11 3.43 0.40 Overall Mean Score 3.08 0.10 3.36 0.37 The analysis showed that the overall mean score of the level of student understanding for the Interactive CD group (mean score = 3.36) higher than the conventional group (mean score = 3.08) (Table 4). Topic 4 obtain the highest mean score of the level of understanding compared to Topic 2 and Topic 3, which shows the use of an interactive CD is helping students understand especially in Topic 4. Topic 4 discusses MOS transistor fabrication process. Among the outcomes of this topic, students should be able to (1) describe the sequence of the fabrication process of the NMOS transistors and N-well by the cross section of the wafer (2) drawing the physical structure of the transistor’s P-well, Twin Tub and Silicon On Insulator (SOI) and (3) identify and describe the problems inherent in the operation of a transistor circuit (latch- up).
  • 4. Effectiveness of Using Integrated Circuit Design Interactive CD in the course EE503 - IC .. www.ijres.org 35 | Page Learning outcomes (1) can be measured by items question 1 and 2 which is ‘I can explain the NMOS transistor fabrication process based on cross-sectional diagram (cross-section)’ and ‘I can explain the process of making N-Well CMOS transistor based on cross-sectional diagram (cross-section)’. The mean score of students' level of understanding of interactive CD set high scores for both items, in contrast to the conventional group of students low score only 2.89 and 2.93 (Table 4). This shows, interactive CD group of students believe they are able to explain the fabrication process of the NMOS transistors and CMOS N-Well over a cross-sectional diagram well. Learning outcomes (2) can be identified by items 3, 4 and 5, while items 6, 7 and 8 represents the learning outcomes (3) (see Table 4). The findings of the learning outcomes (3) supported by an analysis of the quiz question’s no.9, ‘Latch Up’ occur due to the epitaxial layer between the p-n junction depletion. A total of 86.7% of students use interactive CD answers the quiz question correctly than those who do not use interactive CD is only 40%. 4.1 T-Test for Two Independent Samples In this study, an analysis using t-test for two independent samples is carried out to determine whether there is a significant difference in the mean of the two independent samples of each other, a group which T&L activities is carried out in the conventional method and the other group who underwent T&L using interactive CD. μ1 = mean score of students’ level of understanding who undergo conventional T&L. μ2 = mean score of students’ level of understanding who underwent T&L uses an interactive CD. Null hypothesis, H0: There are no significant difference between the mean scores of students' level of understanding of the group who underwent conventional T&L and undergoing T&L use interactive CD. (H0: μ1 = μ2) Alternative hypothesis, Ha: There are significant differences between the mean scores of students' level of understanding of the group who underwent conventional T&L and undergoing T&L use interactive CD. (Ha: μ1 ≠ μ2) The significant level used is, α = 0.05 (confidence interval: 95%) [5] Levene test for equality of variances are not significant (p = 0.000 <0.05) showed that both groups of students undergoing conventional T&L and use interactive CD has different variants (See Table 5). This means that the null hypothesis which says that the variance of the group of students who underwent conventional T&L is equal to the group using the interactive CD is rejected. Thus, the results of t-test to compare the mean of two groups independent sample which has the same population variance is not taken into account (equal variances not assumed). Based on the analysis, given the probability derived from SPSS 11.5 (0.014) is less than the value specified α (α / 2 = 0.025), the null hypothesis is rejected [6].There is strong evidence to conclude that μ1 ≠ μ2. This means that there are significant differences in the mean scores of students' level of understanding of the group who underwent conventional T&L and undergoing T&L use interactive CD. Group of students undergoing T&L use interactive CD has a mean score higher level of understanding than the students who undergo conventional T&L. Table 5: Test samples are independent. Levene's Test for Equality of Variances t-test for Equality of Means F Sig. t df Sig. (2- tailed) Mean Difference Std. Error Difference 95% Confidence Interval of the Difference Lower Upper Equal variances assumed 26.168 .000 -2.748 28 .010 -.2750 .10006 -.47997 -.07003 Equal variances not assumed -2.748 16. 075 .014 -.2750 .10006 -.48704 -.06296 V. DISCUSSION AND CONCLUSION REVIEW Based on the findings and analysis of the study found the use of an interactive CD as teaching aids by the lecturer in the course EE503 - IC Fabrication and Packaging Technology can help improve students' understanding. MOS Transistor Fabrication topics in CD Interactive, which has animation and voice-identified
  • 5. Effectiveness of Using Integrated Circuit Design Interactive CD in the course EE503 - IC .. www.ijres.org 36 | Page can help students, especially in 1) describing the sequence of the fabrication process for the NMOS transistor and N-well by the cross section of the wafer, 2) drawing the physical structure of the transistor P-well, Twin Tub and Silicon On insulator (SOI) and 3) identify and describe the problems inherent in the operation of a transistor circuit (latch-up). This is consistent with studies by Mautone and Mayer (2001) which says that the explanation in the form of oral and visual animation in the process of learning can help improve students' understanding [3]. According to Howard Garner, there are 8 multiple intelligences in human beings and one of them is a visual spatial where humans learn through visual, visualization, colour, painting and metaphor (Armstrong, 1994) [7]. In the study by Ikhsan & Rohizan (2010), also suggested that teachers try variations teaching methods or techniques to help prevent students from experiencing boredom during the process of teaching and learning, in addition to developing the potential of multiple intelligences [8]. Accordingly, the lecturers are encouraged to develop multimedia material as a teaching aid in the classroom. It can further diversify the teaching and learning methods to students, who have a variety of intelligence. VI. PROPOSED FURTHER STUDY Although the study found significant differences in the level of understanding of a group students who underwent T&L uses an interactive CD which is higher compared to conventional T&L. However the samples obtained is small because of the course EE503 - IC Fabrication and Packaging Technology is an elective course. Therefore recommended further study using a larger sample is carried out with the involvement of several polytechnics. REFERENCES [1] Moore (1987); Thomas D. Sharts (2015); The Science and Art of Effective Secondary and Post-Secondary Classroom Teaching: Xlibris [2] Shavinina, L. & Loarer, E. (1999). Psychological Evaluation of Educational Multimedia Applications. European Psychologist, 4(1), (33-44). [3] Mautone, P. D., & Mayer, R. E. (2001) Signaling As A Cognitive Guide In Multimedia Learrning. in Journal of Educational Psychology 93(2), 377-389. [4] Gardner, H. 1983. Frames of Mind: The Theory of Multiple Intelligences. New York: Basic Book. [5] Sulaiman Shamsuri (2009) Research Method For The Social Sciences Made Simple Second Edition. DSS Publishing Enterprise [6] Zaidatuin Tasir & Mohd Salleh Abu (2003) Analisis Data Berkomputer SPSS 11.5 for Windows. Venton Publishing. [7] Armstrong, T. (1994). Multiple intelligences in the classroom. Alexandria: Association for Supervision and Curriculum Development. [8] Ikhsan Othman & Rohizani Yaakub (2010) Aplikasi Teori Kecerdasan Pelbagai Dalam Pelaksanaan Kurikulum. Asia Pacific Journal of Educators and Education. Vol. 25, 21–32, 2010 [9] Lay Yoon Fah & Khoo Chwee Hoon (2009) Pengenalan Kepada Analisis Data Komputer dengan SPSS 16.0 for Windows. Venton Publishing. [10] Zulkarnain Zakaria (1999) Statistik Pengurusan. Penerbit Universiti Utara Malaysia, Sintok.