The document discusses a study on improving the surface roughness of parts manufactured by selective laser melting (SLM). The study examines the effects of process parameters on surface roughness, including laser power, scan speed, hatch distance, and contour offset. Experiments were designed using Taguchi and full factorial methods with different parameter levels for the contour and upskin areas. Surface roughness was measured and statistical analysis was performed to identify significant factors and optimal parameters. The Taguchi method achieved a surface roughness of 3.5 μm for the upskin, while the full factorial method achieved 4.06 μm.
Fantastic tutorial, shared with us by Dario Ilardi, of Grafica2d3d.com, I recommend to see.
The website is in Italian, but it is full of excellent tutorials, understandable in any language.
This great tutorial, explain, step by step, how to obtain, by using vray 2.0 for sketchup, a render, clear and clean as what we see in the picture below.
Dario say : " I'm experimenting with the use of brute force as a substitute of irradiance map and I must say that in terms of speed and quality impressed me positively "
Thanks so much Dario for this one, the result is really good !
Fantastic tutorial, shared with us by Dario Ilardi, of Grafica2d3d.com, I recommend to see.
The website is in Italian, but it is full of excellent tutorials, understandable in any language.
This great tutorial, explain, step by step, how to obtain, by using vray 2.0 for sketchup, a render, clear and clean as what we see in the picture below.
Dario say : " I'm experimenting with the use of brute force as a substitute of irradiance map and I must say that in terms of speed and quality impressed me positively "
Thanks so much Dario for this one, the result is really good !
Traction tread safety grating can be used as a reconditioning material for existing surfaces where does not provide anti-slip properties. There are various button patterns available. jack@archro.com
Sheet Metal Forming (MIT 2.008x Lecture Slides)A. John Hart
Slides accompanying 2.008x* video module on Sheet Metal Forming, Prof. David Hardt, MIT, 2016.
*Fundamentals of Manufacturing Processes on edX: https://www.edx.org/course/fundamentals-manufacturing-processes-mitx-2-008x
Decorative perforated metal sheets can be manufactured from various materials. E.g. aluminum, galvanized steel, stainless steel, copper or brass. Each material has its unique texture and characters. So as to presents various scenes of buildings. We can provide virtually thousands of different hole shapes and patterns for customers. Holes can be round, square, rectangular, slotted or decorative. The perforated patterns can be custom or one of the standard patterns. jack@archro.com
Electronet series ELMAG-200 are micro-controller based full bore type electromagnetic flow meters specially used for various industrial applications. These flow meters accurately measure the flow rate of conductive liquids & slurries in closed pipes.
Due to its simple and rigid design, the flow meter is an obstruction-less and maintenance-free instrument in place of conventional mechanical flow measuring devices. The use of 'Pulsed DC' technology offers highest ability and better measuring accuracy in the form of electrical signal 4-20 mA DC linearly proportional to volumetric flow.
A magnetic field is generated by the instrument in the flow tube. The fluid flowing through this magnetic field generates a voltage that is proportional to the flow velocity. Corresponding electrical output is provided with respect to measuring flow range.
Traction tread safety grating can be used as a reconditioning material for existing surfaces where does not provide anti-slip properties. There are various button patterns available. jack@archro.com
Sheet Metal Forming (MIT 2.008x Lecture Slides)A. John Hart
Slides accompanying 2.008x* video module on Sheet Metal Forming, Prof. David Hardt, MIT, 2016.
*Fundamentals of Manufacturing Processes on edX: https://www.edx.org/course/fundamentals-manufacturing-processes-mitx-2-008x
Decorative perforated metal sheets can be manufactured from various materials. E.g. aluminum, galvanized steel, stainless steel, copper or brass. Each material has its unique texture and characters. So as to presents various scenes of buildings. We can provide virtually thousands of different hole shapes and patterns for customers. Holes can be round, square, rectangular, slotted or decorative. The perforated patterns can be custom or one of the standard patterns. jack@archro.com
Electronet series ELMAG-200 are micro-controller based full bore type electromagnetic flow meters specially used for various industrial applications. These flow meters accurately measure the flow rate of conductive liquids & slurries in closed pipes.
Due to its simple and rigid design, the flow meter is an obstruction-less and maintenance-free instrument in place of conventional mechanical flow measuring devices. The use of 'Pulsed DC' technology offers highest ability and better measuring accuracy in the form of electrical signal 4-20 mA DC linearly proportional to volumetric flow.
A magnetic field is generated by the instrument in the flow tube. The fluid flowing through this magnetic field generates a voltage that is proportional to the flow velocity. Corresponding electrical output is provided with respect to measuring flow range.
The heat generated in the winding of dry transformers needs to be dissipated via the surface of the coil. Our fans are ideally suited for this purpose. Rosenberg fans help remove the dissipated heat and, at the same time, use the ambient air to cool down the transformer.
An efficiently cooled transformer has the following advantages:
• Higher peak loads can be achieved
• Improved efficiency of the transformer
• Increased power of the transformer
• Longer life due to the more even distribution of temperature of the transformer winding
Rosenberg's Axial Fans: https://www.youtube.com/watch?v=iA7csh5SqnU
Bảng giá LS 2019 - Bảng giá mới sẽ áp dụng từ ngày 20.0.2019
Để cập nhật các bảng giá mới lĩnh vực thiết bị điện Công
Nghiệp.Quý khách vui lòng vào link bên dưới
https://www.dienhathe.com/download/bang-gia-dien-cong-nghiep/?filter_nam=2019&filter_tai-lieu=bang-gia
Literature Review Basics and Understanding Reference Management.pptxDr Ramhari Poudyal
Three-day training on academic research focuses on analytical tools at United Technical College, supported by the University Grant Commission, Nepal. 24-26 May 2024
Final project report on grocery store management system..pdfKamal Acharya
In today’s fast-changing business environment, it’s extremely important to be able to respond to client needs in the most effective and timely manner. If your customers wish to see your business online and have instant access to your products or services.
Online Grocery Store is an e-commerce website, which retails various grocery products. This project allows viewing various products available enables registered users to purchase desired products instantly using Paytm, UPI payment processor (Instant Pay) and also can place order by using Cash on Delivery (Pay Later) option. This project provides an easy access to Administrators and Managers to view orders placed using Pay Later and Instant Pay options.
In order to develop an e-commerce website, a number of Technologies must be studied and understood. These include multi-tiered architecture, server and client-side scripting techniques, implementation technologies, programming language (such as PHP, HTML, CSS, JavaScript) and MySQL relational databases. This is a project with the objective to develop a basic website where a consumer is provided with a shopping cart website and also to know about the technologies used to develop such a website.
This document will discuss each of the underlying technologies to create and implement an e- commerce website.
An Approach to Detecting Writing Styles Based on Clustering Techniquesambekarshweta25
An Approach to Detecting Writing Styles Based on Clustering Techniques
Authors:
-Devkinandan Jagtap
-Shweta Ambekar
-Harshit Singh
-Nakul Sharma (Assistant Professor)
Institution:
VIIT Pune, India
Abstract:
This paper proposes a system to differentiate between human-generated and AI-generated texts using stylometric analysis. The system analyzes text files and classifies writing styles by employing various clustering algorithms, such as k-means, k-means++, hierarchical, and DBSCAN. The effectiveness of these algorithms is measured using silhouette scores. The system successfully identifies distinct writing styles within documents, demonstrating its potential for plagiarism detection.
Introduction:
Stylometry, the study of linguistic and structural features in texts, is used for tasks like plagiarism detection, genre separation, and author verification. This paper leverages stylometric analysis to identify different writing styles and improve plagiarism detection methods.
Methodology:
The system includes data collection, preprocessing, feature extraction, dimensional reduction, machine learning models for clustering, and performance comparison using silhouette scores. Feature extraction focuses on lexical features, vocabulary richness, and readability scores. The study uses a small dataset of texts from various authors and employs algorithms like k-means, k-means++, hierarchical clustering, and DBSCAN for clustering.
Results:
Experiments show that the system effectively identifies writing styles, with silhouette scores indicating reasonable to strong clustering when k=2. As the number of clusters increases, the silhouette scores decrease, indicating a drop in accuracy. K-means and k-means++ perform similarly, while hierarchical clustering is less optimized.
Conclusion and Future Work:
The system works well for distinguishing writing styles with two clusters but becomes less accurate as the number of clusters increases. Future research could focus on adding more parameters and optimizing the methodology to improve accuracy with higher cluster values. This system can enhance existing plagiarism detection tools, especially in academic settings.
6th International Conference on Machine Learning & Applications (CMLA 2024)ClaraZara1
6th International Conference on Machine Learning & Applications (CMLA 2024) will provide an excellent international forum for sharing knowledge and results in theory, methodology and applications of on Machine Learning & Applications.
NO1 Uk best vashikaran specialist in delhi vashikaran baba near me online vas...Amil Baba Dawood bangali
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Sachpazis:Terzaghi Bearing Capacity Estimation in simple terms with Calculati...Dr.Costas Sachpazis
Terzaghi's soil bearing capacity theory, developed by Karl Terzaghi, is a fundamental principle in geotechnical engineering used to determine the bearing capacity of shallow foundations. This theory provides a method to calculate the ultimate bearing capacity of soil, which is the maximum load per unit area that the soil can support without undergoing shear failure. The Calculation HTML Code included.
Cosmetic shop management system project report.pdfKamal Acharya
Buying new cosmetic products is difficult. It can even be scary for those who have sensitive skin and are prone to skin trouble. The information needed to alleviate this problem is on the back of each product, but it's thought to interpret those ingredient lists unless you have a background in chemistry.
Instead of buying and hoping for the best, we can use data science to help us predict which products may be good fits for us. It includes various function programs to do the above mentioned tasks.
Data file handling has been effectively used in the program.
The automated cosmetic shop management system should deal with the automation of general workflow and administration process of the shop. The main processes of the system focus on customer's request where the system is able to search the most appropriate products and deliver it to the customers. It should help the employees to quickly identify the list of cosmetic product that have reached the minimum quantity and also keep a track of expired date for each cosmetic product. It should help the employees to find the rack number in which the product is placed.It is also Faster and more efficient way.
Online aptitude test management system project report.pdfKamal Acharya
The purpose of on-line aptitude test system is to take online test in an efficient manner and no time wasting for checking the paper. The main objective of on-line aptitude test system is to efficiently evaluate the candidate thoroughly through a fully automated system that not only saves lot of time but also gives fast results. For students they give papers according to their convenience and time and there is no need of using extra thing like paper, pen etc. This can be used in educational institutions as well as in corporate world. Can be used anywhere any time as it is a web based application (user Location doesn’t matter). No restriction that examiner has to be present when the candidate takes the test.
Every time when lecturers/professors need to conduct examinations they have to sit down think about the questions and then create a whole new set of questions for each and every exam. In some cases the professor may want to give an open book online exam that is the student can take the exam any time anywhere, but the student might have to answer the questions in a limited time period. The professor may want to change the sequence of questions for every student. The problem that a student has is whenever a date for the exam is declared the student has to take it and there is no way he can take it at some other time. This project will create an interface for the examiner to create and store questions in a repository. It will also create an interface for the student to take examinations at his convenience and the questions and/or exams may be timed. Thereby creating an application which can be used by examiners and examinee’s simultaneously.
Examination System is very useful for Teachers/Professors. As in the teaching profession, you are responsible for writing question papers. In the conventional method, you write the question paper on paper, keep question papers separate from answers and all this information you have to keep in a locker to avoid unauthorized access. Using the Examination System you can create a question paper and everything will be written to a single exam file in encrypted format. You can set the General and Administrator password to avoid unauthorized access to your question paper. Every time you start the examination, the program shuffles all the questions and selects them randomly from the database, which reduces the chances of memorizing the questions.
1. Advisor Co-supervisor Candidate
Professor Luana Bottini Professor Alberto Boschetto Hesham Ibrahim
Surface roughness of AlSi10Mg parts
manufactured by Selective laser melting
Faculty of Civil and Industrial Engineering
Department of Mechanical and Aerospace Engineering
7. Design of Experiment
DOE
Taguchi Full Factorial
25/01/2020Titolo Presentazione Pagina 7
Contour
4 Factors
4 Levels
1 Factor
2 levels
Upskin
3 Factors
4 Levels
1 Factor
2 levels
Upskin
3 Factors
3 Levels
Contour
3 Factors
3 Levels
All combinations are available
Reduce the number of runs
9. 25/01/2020Titolo Presentazione Pagina 9
experiments
Taguchi
Full
Factorial
Taguchi chosen process parameters
# Factors levels # Factors Levels
The contour
1
-
The contour
offset in mm
0.00 and
0.02
For the first contour For the second contour
2
-
the laser power
in watt
80, 150,
250 and
350
4
-
the laser power
in watt
80,150,250
and 350
3
-
scan speed for
the first
exposure in
mm/s
400, 700,
1000 and
1300
5
-
the scan speed for
the second
exposure in mm/s
400,700,100
0 and 1300
The UPSKIN
6
-
Number of
layers
1 and 3
7
-
Laser power In
watt
180,240,3
00 and
360
8
-
Scan speed In
mm/s
600,800,1
000 and
1200
9
-
Hatch distance 0.18 0.21
0.24 0.27
FF chosen process parameters
# Factors Levels
Upskin
1 Laser power 240,300 and 360
2 Scan speed 400,800 and
1200
3 Hatch distance 0.18,0.21 and
0.24
Contour
4 Laser power 150,250 and 350
5 Scan speed 400,800 and
1200
6 Contour offset 0,0.02 and 0.04
16. 25/01/2020Titolo Presentazione Pagina 16
Source DF Adj SS Adj MS F-Value P-Value
Model 7 71.488 10.213 4.91 0.004
Linear 3 20.432 6.811 3.27 0.049
Pu 1 14.575 14.575 7.00 0.018
Vu 1 1.229 1.229 0.59 0.453
Hd 1 4.628 4.628 2.22 0.155
2-Way
Interactions
3 37.707 12.569 6.04 0.006
Pu*Vu 1 20.871 20.871 10.03 0.006
Pu*Hd 1 3.057 3.057 1.47 0.243
Vu*Hd 1 13.779 13.779 6.62 0.020
3-Way
Interactions
1 13.349 13.349 6.42 0.022
Pu*Vu*Hd 1 13.349 13.349 6.42 0.022
Error 16 33.291 2.081
Total 23 104.779
Roughness =
-58.7 + 0.2597 Pu + 0.0631 Vu + 243 Hd - 0.000256 Pu*Vu - 1.027 Pu*Hd
- 0.248 Vu*Hd + 0.001036 Pu*Vu*Hd
Full Factorial
upskin
FF Taguchi
3.5μm 4.06μm
17. Titolo Presentazione Pagina 17
Hd 0.18
Hold Values
052
300
4
6
8
052 005
3 05
100
750
2 051
00
8
01
ssenhguoR
uV
uP
urface Plot of RS o ghness vs Vu, Puu
Hd 0.21
Hold Values
2 05
03 0
4
5
6
2 05 500
053
100
075
1250
00
6
7
ssenhguoR
uV
uP
urface Plot of RS o ghness vs Vu, Puu
Hd 0.24
Hold Values
052
003
0.4
8.4
052 005
053
2 051
1000
7 05
8.4
6.5
ssenhguoR
uV
uP
urface Plot of RS o ghness vs Vu, Puu
The Lowest
Ra
Laser
power
Scan
speed
VED Spe. Mean Ra
At Hd 0.18,
0.21 and 0.24
mm
240
Watt
400
mm/s
111 J/mm^3
95.2 J/mm^3
83.3 J/mm^3
AL1,
AL2,
AL3
3.73 µm
3.52 µm
3.54 µm
Another Low
Ra point
Laser
power
Scan
speed
VED Spe. Mean Ra
Only using Hd
0.18 mm
360
Watt
1200
mm/s
55.5 J/mm^3
Al
25
4.2 µm
Hd 0.18
Hold Values
Pu
Vu
350325300275250
1200
1100
1000
900
800
700
600
500
400
>
–
–
–
< 5
5 6
6 7
7 8
8
Roughness
Contour Plot of Roughness vs Vu, Pu
In upskin and 90 degree
Increasing
energy
Decrease
roughness
19. 25/01/2020Titolo Presentazione Pagina 19
Spe. name Ra range VED
Range of
variation
BeB29
BeB4
3.383 μm
till
31.982 μm
Lowest
surface
roughness
BeB29 3.383 μm
to
4.422 μm
Mean Ra 83.3
J/mm^3
4.063 μm
Highest
roughness
limit &
longest
variation
BeB4 21.464 μm
to
31.982
μm,
Mean Ra 18.5
J/mm^3
26.83 μm
20. Full Factorial
For 90 degree
25/01/2020Titolo Presentazione Pagina 20
Source DF Adj SS Adj MS F-Value P-Value
Model 7 2798.62 399.80 132.13 0.000
Linear 3 1439.72 479.91 158.60 0.000
Pc 1 1378.62 1378.62 455.61 0.000
Vc 1 2.23 2.23 0.74 0.403
Co 1 58.86 58.86 19.45 0.000
2-Way
Interactions
3 1353.58 451.19 149.11 0.000
Pc*Vc 1 966.85 966.85 319.53 0.000
Pc*Co 1 252.66 252.66 83.50 0.000
Vc*Co 1 134.08 134.08 44.31 0.000
3-Way
Interactions
1 5.31 5.31 1.76 0.204
Pc*Vc*Co 1 5.31 5.31 1.76 0.204
Error 16 48.41 3.03
Total 23 2847.03
S R-sq R-sq(adj) R-sq(pred)
1.73950 98.30% 97.56% 96.17%
Ra(90) = 85.19 - 0.2446 Pc - 0.04776 Vc - 838 Co + 0.000170 Pc*Vc
+ 2.093 Pc*Co + 0.443 Vc*Co - 0.000588 Pc*Vc*Co
In 90 the laser power and the scan speed vary in
opposite way of the upskin but the same result
FF Taguchi
3.9 μm 4.3 μm
21. 25/01/2020Titolo Presentazione Pagina 21
Co 0
Hold Values
081
240
300
01
20
03
081 500
0
360
01 0
750
2501
00
03
40
09
cV
cP
cP,cVsv09fotolPecafruS
Co 0.02
Hold Values
0
10
20
81 0
024
300
005
0
63 0
1 00
750
1250
00
03
09
cV
cP
cP,cVsv09fotolPecafruS
Co 0.04
Hold Values
6
21
81
081
240
003
500
0
063
001
057
2501
00
81
42
09
cV
cP
cP,cVsv09fotolPecafruS
Lowest
surface
roughness
Laser
powe
r
Scan
speed
Instant
energy
Spe. Mean Ra
At contour
offset 0.00
0.02 0.04
350
Watt
400 mm/s 0.875 Al19
Al20
Al21
4.34 µm
4.30 µm
3.90 µm
Low surface
roughness
Laser
powe
r
Scan
speed
Instant
energy
Spe. Mean Ra
Only at
contour offset
0.00
350
Watt
1200
mm/s
0.29 Al25 13.857
µm
Co 0
Hold Values
Pc
Vc
350300250200150
1200
1100
1000
900
800
700
600
500
400
>
–
–
–
–
–
–
< 5
5 10
10 15
15 20
20 25
25 30
30 35
35
90
Contour Plot of 90 vs Vc, Pc
23. 25/01/2020Titolo Presentazione Pagina 23
Spe.
Name
Ra range Instant energy T.E
Range
of
variatio
n
BeB17
BeB6
3.924 μm
40.689
μm
Lowest BeB17
from
3.924 μm
till 4.674
μm
Mean Ra 0.875 on 1st
contour
0.2 on 2nd
contour
1.075 j/mm^3
4.312 μm
Highest BeB6
31.352
μm
to
40.6 μm
Mean Ra 0.21 on 1st
contour
0.375 on 2nd
contour
0.585 J/m^3
34.45 μm
24. Full Factorial
on 45 degree
25/01/2020Titolo Presentazione Pagina 24
Source DF Adj SS Adj MS F-Value P-Value
Model 7 43.696 6.2423 1.66 0.189
Linear 3 25.165 8.3883 2.24 0.124
Pc 1 18.739 18.7390 4.99 0.040
Vc 1 2.010 2.0097 0.54 0.475
Co 1 4.416 4.4161 1.18 0.294
2-Way
Interactions
3 14.265 4.7550 1.27 0.319
Pc*Vc 1 8.154 8.1538 2.17 0.160
Pc*Co 1 6.059 6.0591 1.61 0.222
Vc*Co 1 0.052 0.0520 0.01 0.908
3-Way
Interactions
1 4.266 4.2664 1.14 0.302
Pc*Vc*Co 1 4.266 4.2664 1.14 0.302
Error 16 60.045 3.7528
Total 23 103.741
Ra(45)=
15.67 + 0.0171 Pc + 0.00185 Vc - 33 Co - 0.000004 Pc*Vc
+ 0.341 Pc*Co + 0.252 Vc*Co - 0.001054 Pc*Vc*Co
FF Taguchi
18.7μm 18.48μm
25. 25/01/2020Titolo Presentazione Pagina 25
Co 0
Hold Values
180
240
300
91
20
21
180
0521
0001
750
005
0
360
21
22
54
cV
cP
cP,cVsv54fotolPecafruS
Co 0.01
Hold Values
81 0
042
003
91
02
21
81 0
52 01
01 00
057
05 0
0
063
22
54
cV
cP
cP,cVsv54fotolPecafruS
Co 0.02
Hold Values
018
240
300
20
21
22
018 500
0
360
1 025
0001
057
22
32
54
cV
cP
cP,cVsv54fotolPecafruS
The lowest
surface
roughness
Laser
power
Scan
Speed
Instant
energy
Spe Mean Ra
At Co 0.0,
0.01 and
0.02
150 Watt 400
mm/s
0.375
J/mm
Al1
Al2
18.7 µm
19.8 µm
low surface
roughness
Laser
power
Scan
Speed
Instant
energy
Spe Mean Ra
Only
At
Co
0.02
350 Watt 1200
mm/s
0.29
J/mm
Al26 21.087
µm
Co
0.00
150 W 1200 0.125 Al7 19.721µm
250 W 400 0.625 Al10 19.396µm
250 W 1200 0.208 Al16 19.814µm
Co 0.02
Hold Values
Pc
Vc
350300250200150
1200
1100
1000
900
800
700
600
500
400
>
–
–
–
–
–
< 20.0
20.0 20.5
20.5 21.0
21.0 21.5
21.5 22.0
22.0 22.5
22.5
45
Contour Plot of 45 vs Vc, Pc
27. 25/01/2020Titolo Presentazione Pagina 27
Spe.
name
Ra Range Instant energy
Variation
Range
BeB7
BeB12.
17.352 μm
till
29.249 μm
Lowest
Ra
BeB7
17.352 μm
to
19.127 μm
Mean Ra 0.15 on 1st
contour
0.19 on 2nd
contour
0.34 J/mm^3
18.48 μm
Highest
Ra &
Long
variation
BeB12
20.701 μm
to
29.249 μm
Mean Ra 0.19 on 1st
contour
0.357 on 2nd
contour
0.4111
J/mm^325.465 μm
31. 25/01/2020Titolo Presentazione Pagina 31
Spe.
name
Ra Range Instant energy
Variation
Range
BeB4
BeB24
34.778 μm
60.994 μm
Lowest Ra BeB4
From
34.778 μm
to
39.576 μm
Mean Ra 0.06 on 1st
contour
0.27 on 2nd
contour
0.213
37.617
Highest Ra &
Long variation
BeB24
from
43.015 μm
to
60.994 μm
Mean Ra 0.12 on 1st
contour
0.08 on 2nd
contour
0.20
50.9
32. Conclusion
• In this thesis I planned and executed an experimental campaign aiming
to improve the surface roughness of AlSi10Mg SLM parts
• Two different design of experiments have been employed: Taguchi
method and full factorial
• The Taguchi method, which reduces the number of tests, provided
results limited to only Main effects analysis
• The full factorial method allowed to measure the significance of the test
factors and provided some models for the prediction of the outcomes
• The best improvements were reached at horizontal and vertical surfaces
with a reduction of more than 50% and 80% respectively
• The roughness reduction on the inclined surfaces is limited
• Further developments will regard: new experimentations focusing on a
small region around the found best conditions and the under-skin
damages and porosity investigations.
25/01/2020Titolo Presentazione Pagina 32