Search or add a thesis

Advanced Search (Beta)
Home > Computer Vision Based Pattern Matching and Displacement Detection During Fabric Printing

Computer Vision Based Pattern Matching and Displacement Detection During Fabric Printing

Thesis Info

Access Option

External Link

Author

Muhammad Abdul Qayum

Program

PhD

Institute

COMSATS University Islamabad

City

Islamabad

Province

Islamabad.

Country

Pakistan

Thesis Completing Year

2018

Thesis Completion Status

Completed

Subject

Computer Science

Language

English

Link

http://prr.hec.gov.pk/jspui/bitstream/123456789/12287/1/Muhammad%20Abdul%20Qayum%20Computer%20sci%202018%20comsats%20isb%20prr.pdf

Added

2021-02-17 19:49:13

Modified

2024-03-24 20:25:49

ARI ID

1676727719620

Asian Research Index Whatsapp Chanel
Asian Research Index Whatsapp Chanel

Join our Whatsapp Channel to get regular updates.

Similar


There is an absolute need for the robust quality inspection system, which can take on the new challenges and overcome the human limitations to inspect the fabric production consistently. To address this gap, computer vision based techniques are employed by enterprises. Some of the beneficent manufacturers include ceramic, circuit board printer, paper printer and textiles. Excellent work has been done in the yarn and weaving production sections of textile industry, however fabric printing monitoring is being explored by the researchers. The referential approach is mostly adopted to monitor fabric printing for defect detection. It works by acquiring an error-free image and registering this image with subsequent images captured during the production. In this method, the major time-consuming problem is to find the design repeat in the sample image before further processing. The researchers suggested some methods like distance matching in RGB space, photo encoders, genetic algorithm along with recursive splitting, Fuzzy C-means clustering, and cross correlation algorithm. There are certain limitations with these methods, for instance, sensitive to small deformation, required extra hardware prone to mechanical fault and it is expensive in calculations. In this research, a method for finding the design repeat is proposed. The method is tuned up according to the textile printing domain. Since the fabric moves in one direction during printing process, therefore the image registration can be confined to the same direction. To further speed up the process, the image registration method is applied using few initial pixel columns of the reference image with the sample image. Such bunch of selected columns of the reference image is matched with the same number of columns selected from sample image by moving this bunch on the sample image column by column. The maximum matching position is marked as the start of the design repeat. As the repeat size is always fixed, therefore complete design can be extracted from acquired image for defect detection. The experimental results on different fabric designs using the above-mentioned method are promising. Moreover, this technique improves the image alignment speed which enhances defect detection system performance. The most common defect is the displacement or misregistration of a colour. This defect is caused by the misalignment of cylindrical screens of fabric printing machine. As every screen is responsible for a colour, the misaligned screen registers the colour on the incorrect position. It leads to defective production and contributes to a substantial loss of the material and time. Few researchers proposed the feature based solution which are either computationally expensive or do not provide detail information about the defect like location and colour. Further, some techniques depend on the additional algorithms to find defects. Mostly, these methods depend on the accuracy of reference and sample image alignment. So there is always a chance of wrong notification. An improved algorithm for the detection of displacement of a colour during fabric printing is proposed in this thesis. The algorithm concatenates red, green and blue pixel values of the RGB image to represent a colour and later produces a frequency distribution of different colours for both sample and reference images. The colours with low frequencies are removed considering noise. In the next step, colours are grouped depending upon their distances from each other. These colour groups are later used to detect any new colour in the sample image which is actually created by the displacement defect and colour variation. The proposed algorithm successfully detects displacement and colour variation defects when it is tested using different flawed printed fabric images. The result shows that the proposed method has almost same accuracy as stat of the art algorithm and more helpful to detect the colour displacement, and it can also overcome the shortcoming of repeat finding process.
Loading...
Loading...

Similar Books

Loading...

Similar Chapters

Loading...

Similar News

Loading...

Similar Articles

Loading...

Similar Article Headings

Loading...

سلطان کھاروی دی حیاتی

سلطان کھاروی دی حیاتی

جنم

سلطان کھار وی 1965ء نوں پنڈ کھارا ضلع گوجرانوالاوچ پیدا ہوئے ۔

خاندانی پچھوکڑ

ساڈا پیارا دیس جیہدا ناں چوہدری رحمت علی نے رکھیا جیہدا سفنا علامہ اقبال نے ویکھیا تے جینہوں وجود وچ لیائون لئی قائد اعظم محمد علی جناح نے اپنیاں نیندراں دی قربانی دتی ۔ پاکستان تے بن گیا پر ظلم ایہہ ہویا جے پنجاب وچ لکیر مار دتی گئی ۔پنجاب د و ٹوٹے ہو گیا۔اک مشرقی تے اک مغربی پنجاب، جیہدے وچ اسیں تسیں رہندے آں ۔مشرقی پنجاب دے  مشہو ر ضلعے جالندھردے پنڈ تلوں دے نیڑے تیڑے ایہہ پنڈ اج وی موجود اے ۔ اوس پنڈ دا ناں اے کوٹ بادل خاں ۔بادل خاں کوئی سر کڈھ پٹھان سی جیہدی قبر اج وی کوٹ بادل خاں وچ موجود اے ۔ایس کوٹ بادل خاں توں 1947ء دی ونڈ مگروں اک خاندان ہجرت کر کے پاکستا ن آ یا ۔خاندان دے وڈے داناں سی (چوہدری بوڑا)جیہڑے سلطان کھاروی دے دادا سن ۔ چوہدری بوڑا 1958ء وچ فوت ہو ئے ۔اوہناں نوں کھارے دا نمبر دار بنا دتا گیا سی ۔ اوس سمے جدوں لوکائی اپنے اپنے ساکاں انگاں دی تلاش وچ ایدھر اودھر بھٹکدی پھر دی سی ۔

سلطان کھار وی دا پنڈ کھارا

ضلع شیخوپورہ دے مشہور پنڈ جنڈیا لا شیر خاں توں شمال نوں جائیے تے باراں تیراں کلومیٹر تے اک پنڈ اے ۔جدوں پاکستان بنیا تے ایس پنڈ وچ کوئی سو گھر وی نئیں سی ۔ایس پنڈ دا ناں اے ’’کھارا ‘‘ایہہ پنڈ ضلع گوجرانوالادی حدود وچ اے تے پنڈ کھارا وچ لنگھن والی سڑک سدھی گوجرنوالا دے اعوان چوک نال جا لگدی اے ۔

 

چوہدری بوڑا دی آل اولاد

ISOMERISM: IS THERE MISCONCEPTION?

Nine articles have been analyzed containing research results on misconceptions about isomerism. Analysis was conducted to examine the potential to causes emergence of the misconception. The analysis result are expected to be useful for teachers in learning for the same concepts. At least the teacher can avoid misconceptions that have happened before and innovate to find the right learning strategy. Isomerism can be categorized as a defined concept so that students are expected to be able to use rules for the purpose of classifying objects or events. The analysis showed 31 misconceptions experienced by grade 11 students to prospective chemistry teachers on isomerism concept. Thirty-one misconceptions are classified into three groups based on students' abilities needed to understand the concept of isomerism. The three groups are: (1) understanding the definition and application of rules; (2) spatial understanding; and (3) microscopic understanding. At this time only eleven misunderstandings were discussed, namely misunderstandings whose causes belong to the group (1). As an indicator caused misconception is inability of the sample to classify objects/events based on the attributes or characters indicated by the object/event. To teach a defined concept, it is recommended to use a strategy that contains detailed explanatory definitions and rules, examples and non-examples, and the elaboration process. In order to increase student reasoning, it is recommended to use a isomerism concept logic scheme

Synthesis and Characterization of Metal Based Chalcogenide Thin Films for Solar Cell Application

To reduce the cost of expensive solar cells, new, cheap, nontoxic and more abundant new materials have been proposed as suitable to use as absorber/window layers in solar cells. One such new material as absorber layer is tin antimony sulphide. We have attempted two methods for the growth of these films. A two stage process involving combinatorial sputtering of metallic targets tin and antimony followed by sulphurization by heating libraries in the presence of elemental sulphur in vacuum thermal evaporator. The sulphurized films were annealed for 1 hour in sealed quartz ampoule containing argon gas at low pressure (̴ 1 atm) at 425°C, 450°C, 475°C, 500°C and 525°C in tube furnace The 2nd method of combinatorial tin antimony sulphide thin films deposition is vacuum thermal evaporator. Thin films of Sn-Sb-S were synthesized on soda lime glass substrate from SnS and Sb2S3 binary compounds. SnS and Sb2S3 were evaporated in vacuum chamber at 10-4 torr without substrate heating simultaneously. The films were annealed in argon atmosphere at 85 °C, 105°C, 150°C, 275°C and 325°C inside glass ampoules. The elemental composition of the films was characterized by EDX and the XRD analysis was done for crystallographic phase’s confirmation. The XRD pattern of combinatorial tin antimony sulphide thin films shows that the as deposited films are amorphous while the low annealed temperature thin films are poly crystalline. The optical properties and thickness of the films were measured by ellipsometry techniques. Electrical properties were calculated from photoconductivity and hot point probe measurement. The photoconductivity of the library was calculated by photoconductivity spectrometer while hot point probe was used for the type of conductivity. It was found that Sb2Sn5S9 is a good candidate for photovoltaic application with a band gap of 1.15-2.5eV, absorption coefficient above 105cm-1, transmittance above 700nm and whose conductivity changing from n-type to p-type at high annealing temperature (325°C). The effect of air annealing of tin antimony sulphide was also studied in the current study. Tin antimony sulphide (SnSb2S4) thin films were deposited on glass substrate and annealed thermally at 150°C, 200°C and 300°C. The 300°C annealed films have good photoconductivity response and low transmittance. The band gap calculated by ellipsometry technique was found in the range of 2.65eV-1.45eV. The absorption coefficient of the films is ~105cm-1 while the refractive index and other optical properties of the library presented have good results. The influence of temperature dependence on Cadmium Sulfide deposited on corning 7059 glass substrate (1500C to 3000C) was also studied in this study. Transmittance, absorbance, band gap and reflectance were obtained by UV spectroscopy. The transmittance for 300nm to 1100nm thickness was grater then 80%. The resistivity and mobility was calculated by Vander Pauw method which were 10-80 Ωcm and 2-60 cm2V-1S-1 respectively. The thermoelectric properties of the film were measured by hot and cold probe method which shows the n-type nature of the film