Pub Date : 2014-10-01DOI: 10.1109/ICITEED.2014.7007935
L. Hakim, Muhamad Wahidi, Trisno Handoko, H. Gusmedi, N. Soedjarwanto, F. Milano
This paper presents our work on developing a power flow software tool based on rectangular voltage coordinates using the Python scripting language. Rectangular coordinates show higher computational efficiency and better convergence properties than polar formulation. The proposed software tool benefits from Newton-Raphson method to solve the power flow problem. A graphical user interface is also developed and constitutes an initial step towards future development. Results of the proposed power flow software tool are compared to other open source software packages. The proposed work shows good convergence characteristic and proves to perform similarly to other available software tools.
{"title":"Development of a power flow software for distribution system analysis based on rectangular voltage using python software package","authors":"L. Hakim, Muhamad Wahidi, Trisno Handoko, H. Gusmedi, N. Soedjarwanto, F. Milano","doi":"10.1109/ICITEED.2014.7007935","DOIUrl":"https://doi.org/10.1109/ICITEED.2014.7007935","url":null,"abstract":"This paper presents our work on developing a power flow software tool based on rectangular voltage coordinates using the Python scripting language. Rectangular coordinates show higher computational efficiency and better convergence properties than polar formulation. The proposed software tool benefits from Newton-Raphson method to solve the power flow problem. A graphical user interface is also developed and constitutes an initial step towards future development. Results of the proposed power flow software tool are compared to other open source software packages. The proposed work shows good convergence characteristic and proves to perform similarly to other available software tools.","PeriodicalId":148115,"journal":{"name":"2014 6th International Conference on Information Technology and Electrical Engineering (ICITEE)","volume":"25 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124102249","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2014-10-01DOI: 10.1109/ICITEED.2014.7007917
Muhammad Ghaffar Adipridhana, M. Galinium, Heru Purnomo Ipung
The purpose of this study is to measure the staff medical expectations in one of the hospital in Jakarta towards the Portal Hospital Indonesia (PHI) website. The expectations are measured by the dimensions of the website, from the contents, the navigations, the structure and design, the appearance and multimedia, and the uniqueness of the website. Those dimensions are used based on previous study that has been conducted by other researcher about the website quality assessment. The research was conducted at one of the hospital in Jakarta. The sample of this study are the medical staff of the chosen hospital. After the data was gathered, Gap Analysis methodology was conducted. Gap Analysis is a methodology to find the gap between two components. In this case, the methodology is used to find the gap between the current Portal Hospital Indonesia website quality and the medical staff expectations of one hospital in Jakarta. Using gap analysis, some weaknesses of the Portal Hospital Indonesia website which is still under the medical staff expectations were revealed.
{"title":"Website quality assessment for portal hospital Indonesia using Gap Analysis","authors":"Muhammad Ghaffar Adipridhana, M. Galinium, Heru Purnomo Ipung","doi":"10.1109/ICITEED.2014.7007917","DOIUrl":"https://doi.org/10.1109/ICITEED.2014.7007917","url":null,"abstract":"The purpose of this study is to measure the staff medical expectations in one of the hospital in Jakarta towards the Portal Hospital Indonesia (PHI) website. The expectations are measured by the dimensions of the website, from the contents, the navigations, the structure and design, the appearance and multimedia, and the uniqueness of the website. Those dimensions are used based on previous study that has been conducted by other researcher about the website quality assessment. The research was conducted at one of the hospital in Jakarta. The sample of this study are the medical staff of the chosen hospital. After the data was gathered, Gap Analysis methodology was conducted. Gap Analysis is a methodology to find the gap between two components. In this case, the methodology is used to find the gap between the current Portal Hospital Indonesia website quality and the medical staff expectations of one hospital in Jakarta. Using gap analysis, some weaknesses of the Portal Hospital Indonesia website which is still under the medical staff expectations were revealed.","PeriodicalId":148115,"journal":{"name":"2014 6th International Conference on Information Technology and Electrical Engineering (ICITEE)","volume":"22 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114464944","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2014-10-01DOI: 10.1109/ICITEED.2014.7007907
H. A. Nugroho, N. Faisal, I. Soesanti, L. Choridah
The most popular techniques in early breast cancer detection is using digital mammogram. However, the challenge lies in early and accurate detection the irregular masses with spiculated margin as the most common abnormality. This paper proposes an image classifier to classify the mammogram images. The abnormality that can be founded in mammogram image is classified into malignant, benign and normal cases. By applying Computer Aided Diagnosis (CAD), totally 12 features comprising of histogram and GLCM as the texture based features are extracted from the mammogram image. Correlation based feature selection (CFS) is used in this paper which reduces 50% of the features. Multilayer perceptron algorithm is applied to mammography classification by using these selected features. The experimental result shows that 40 digital mammograms data taken from private Oncology Clinic Kotabaru Yogyakarta was achieved 91.66% of accuracy. The approach can be beneficial to radiologists for more accurate diagnosis.
{"title":"Identification of malignant masses on digital mammogram images based on texture feature and correlation based feature selection","authors":"H. A. Nugroho, N. Faisal, I. Soesanti, L. Choridah","doi":"10.1109/ICITEED.2014.7007907","DOIUrl":"https://doi.org/10.1109/ICITEED.2014.7007907","url":null,"abstract":"The most popular techniques in early breast cancer detection is using digital mammogram. However, the challenge lies in early and accurate detection the irregular masses with spiculated margin as the most common abnormality. This paper proposes an image classifier to classify the mammogram images. The abnormality that can be founded in mammogram image is classified into malignant, benign and normal cases. By applying Computer Aided Diagnosis (CAD), totally 12 features comprising of histogram and GLCM as the texture based features are extracted from the mammogram image. Correlation based feature selection (CFS) is used in this paper which reduces 50% of the features. Multilayer perceptron algorithm is applied to mammography classification by using these selected features. The experimental result shows that 40 digital mammograms data taken from private Oncology Clinic Kotabaru Yogyakarta was achieved 91.66% of accuracy. The approach can be beneficial to radiologists for more accurate diagnosis.","PeriodicalId":148115,"journal":{"name":"2014 6th International Conference on Information Technology and Electrical Engineering (ICITEE)","volume":"68 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127742417","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2014-10-01DOI: 10.1109/ICITEED.2014.7007918
Danang Primaadi Wibowo, A. Munir
Since the artificial materials recently have been widely applied for various applications, such as resonators, filters, transmission lines, and antennas, it is necessary to explore how to extract the properties of materials, i.e. permittivity and permeability. Information about the materials properties is very important for the user before materials utilization. In this paper, a rectangular waveguide-based characterization to extract the property of three-dimension (3D) artificial material is numerically investigated. The proposed 3D artificial material is constructed from conventional materials with some additional treatment to obtain unusual characteristics. The material properties which are focused on relative permittivity is extracted from scattering parameters. The rectangular waveguide is used as a tool to obtain scattering parameter of proposed material. From the results, it shows that the relative permittivity of proposed 3D artificial material is strongly influenced by the variation of unit cell and proportionally rises up to the number and dimension of unit cell. Moreover, the relative permittivity also increases if the orientation of unit cell is parallel to the electric field of incoming wave.
{"title":"3D artificial material characterization using rectangular waveguide","authors":"Danang Primaadi Wibowo, A. Munir","doi":"10.1109/ICITEED.2014.7007918","DOIUrl":"https://doi.org/10.1109/ICITEED.2014.7007918","url":null,"abstract":"Since the artificial materials recently have been widely applied for various applications, such as resonators, filters, transmission lines, and antennas, it is necessary to explore how to extract the properties of materials, i.e. permittivity and permeability. Information about the materials properties is very important for the user before materials utilization. In this paper, a rectangular waveguide-based characterization to extract the property of three-dimension (3D) artificial material is numerically investigated. The proposed 3D artificial material is constructed from conventional materials with some additional treatment to obtain unusual characteristics. The material properties which are focused on relative permittivity is extracted from scattering parameters. The rectangular waveguide is used as a tool to obtain scattering parameter of proposed material. From the results, it shows that the relative permittivity of proposed 3D artificial material is strongly influenced by the variation of unit cell and proportionally rises up to the number and dimension of unit cell. Moreover, the relative permittivity also increases if the orientation of unit cell is parallel to the electric field of incoming wave.","PeriodicalId":148115,"journal":{"name":"2014 6th International Conference on Information Technology and Electrical Engineering (ICITEE)","volume":"39 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134325004","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2014-10-01DOI: 10.1109/ICITEED.2014.7007893
Natta Tammachat, N. Pantuwong
This paper proposes a technique that allows novice users to retrieve motions using a mobile multi-touch device. A user first inputs a motion that he wants to obtain by manipulating a part of a character skeleton with multiple fingers. The proposed system automatically retrieves a couple of candidate motions from a motion database and visualizes them to the user. He selects one of them and manipulates a different part of the skeleton. Then the system generates a new motion by synthesizing multiple motion data retrieved through different parts of skeleton manipulations. By manipulating skeletons and retrieving motions iteratively, the user can obtain his desired motion in an efficient and easy manner. A pilot study has been conducted using the proposed system to clarify problems to be solved and functions to be improved.
{"title":"An intuitive user interface for motion retrieval on a mobile multi-touch device","authors":"Natta Tammachat, N. Pantuwong","doi":"10.1109/ICITEED.2014.7007893","DOIUrl":"https://doi.org/10.1109/ICITEED.2014.7007893","url":null,"abstract":"This paper proposes a technique that allows novice users to retrieve motions using a mobile multi-touch device. A user first inputs a motion that he wants to obtain by manipulating a part of a character skeleton with multiple fingers. The proposed system automatically retrieves a couple of candidate motions from a motion database and visualizes them to the user. He selects one of them and manipulates a different part of the skeleton. Then the system generates a new motion by synthesizing multiple motion data retrieved through different parts of skeleton manipulations. By manipulating skeletons and retrieving motions iteratively, the user can obtain his desired motion in an efficient and easy manner. A pilot study has been conducted using the proposed system to clarify problems to be solved and functions to be improved.","PeriodicalId":148115,"journal":{"name":"2014 6th International Conference on Information Technology and Electrical Engineering (ICITEE)","volume":"26 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123615103","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2014-10-01DOI: 10.1109/ICITEED.2014.7007895
K. Prilianti, Samuel P. Yuwono, M. A. Adhiwibawa, M. N. U. Prihastyanti, L. Limantara, T. H. Brotosudarmo
Detecting plant nutrient deficiencies and evaluating fertilizer program are done by leaf tissue analysis. Unfortunately, this quantitative method is quite expensive and time consuming for traditional farmers due to its laboratory procedure. In this research, an automatic and non-destructive method based on digital image for soybean leaf color level determination was developed. Color level status is used to determine the fertilizer dose based on crops current need. The color level was adopted from 4-panel Leaf Color Chart (LCC) and a fuzzy logic model was applied to capture the leaf color gradation. Therefore, the leaf color status is not restricted only in 4 categories, but gradually change from light yellow up to dark green. Using this mechanism the N fertilizer dose will also gradually adjust. Hence, the N fertilizer could be used efficiently and in the same time prevent the environment from negative effects of fertilizer overuse. The method was embedded in a mobile application to facilitate real time field application. Hence, detection of soybean nutrient deficiencies and fertilizer program evaluation will need less time and low cost. From the field test, it was known that the mobile application could determine the soybean color level correctly.
通过对叶片组织的分析，可以发现植物的营养缺陷，并对施肥方案进行评估。不幸的是，由于其实验室程序，这种定量方法对传统农民来说非常昂贵和耗时。本文研究了一种基于数字图像的大豆叶片颜色水平自动无损检测方法。颜色等级状态用于根据作物当前需求确定肥料剂量。颜色层次采用4-panel Leaf color Chart (LCC)，并采用模糊逻辑模型捕捉叶片颜色层次。因此，叶色状态不再局限于4类，而是逐渐由浅黄色变为深绿色。利用这一机制，氮肥用量也会逐渐调整。在有效利用氮肥的同时，防止氮肥过度施用对环境的负面影响。该方法被嵌入到一个移动应用程序中，以方便现场实时应用。因此，大豆营养缺乏症的检测和施肥方案评价将需要更少的时间和更低的成本。现场测试表明，该移动应用程序可以正确判断大豆的颜色等级。
{"title":"Automatic leaf color level determination for need based fertilizer using fuzzy logic on mobile application: A model for soybean leaves","authors":"K. Prilianti, Samuel P. Yuwono, M. A. Adhiwibawa, M. N. U. Prihastyanti, L. Limantara, T. H. Brotosudarmo","doi":"10.1109/ICITEED.2014.7007895","DOIUrl":"https://doi.org/10.1109/ICITEED.2014.7007895","url":null,"abstract":"Detecting plant nutrient deficiencies and evaluating fertilizer program are done by leaf tissue analysis. Unfortunately, this quantitative method is quite expensive and time consuming for traditional farmers due to its laboratory procedure. In this research, an automatic and non-destructive method based on digital image for soybean leaf color level determination was developed. Color level status is used to determine the fertilizer dose based on crops current need. The color level was adopted from 4-panel Leaf Color Chart (LCC) and a fuzzy logic model was applied to capture the leaf color gradation. Therefore, the leaf color status is not restricted only in 4 categories, but gradually change from light yellow up to dark green. Using this mechanism the N fertilizer dose will also gradually adjust. Hence, the N fertilizer could be used efficiently and in the same time prevent the environment from negative effects of fertilizer overuse. The method was embedded in a mobile application to facilitate real time field application. Hence, detection of soybean nutrient deficiencies and fertilizer program evaluation will need less time and low cost. From the field test, it was known that the mobile application could determine the soybean color level correctly.","PeriodicalId":148115,"journal":{"name":"2014 6th International Conference on Information Technology and Electrical Engineering (ICITEE)","volume":"42 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123686833","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2014-10-01DOI: 10.1109/ICITEED.2014.7007931
K. Malekian, Anne Gohlich, Liana Pop, W. Schufft
The simultaneity of power produced by wind turbines (WTs) as a function of total power of the wind farm (WF) is investigated in the first part of this paper, and subsequently, a probabilistic approach to model the simultaneity of WT power in a WF is proposed. The investigation of the WT power simultaneity is carried out by analyzing measurement data sets. In this regard, the influence of the following aspects on the simultaneity of WT power is investigated and described: the number of WTs, the spatial arrangement of WTs, and the averaging timeframe of the WT power. Afterwards, with the aid of the investigation results, a nonsequential Monte Carlo method is proposed to generate a synthetic set of the WT power with a realistic simultaneity. The synthetic set of the WT power can be applied as input data for further nonsequential Monte Carlo simulations like reliability assessment or power quality evaluation.
{"title":"A probabilistic approach to analyze and model the simultaneity of power produced by wind turbines in a wind farm","authors":"K. Malekian, Anne Gohlich, Liana Pop, W. Schufft","doi":"10.1109/ICITEED.2014.7007931","DOIUrl":"https://doi.org/10.1109/ICITEED.2014.7007931","url":null,"abstract":"The simultaneity of power produced by wind turbines (WTs) as a function of total power of the wind farm (WF) is investigated in the first part of this paper, and subsequently, a probabilistic approach to model the simultaneity of WT power in a WF is proposed. The investigation of the WT power simultaneity is carried out by analyzing measurement data sets. In this regard, the influence of the following aspects on the simultaneity of WT power is investigated and described: the number of WTs, the spatial arrangement of WTs, and the averaging timeframe of the WT power. Afterwards, with the aid of the investigation results, a nonsequential Monte Carlo method is proposed to generate a synthetic set of the WT power with a realistic simultaneity. The synthetic set of the WT power can be applied as input data for further nonsequential Monte Carlo simulations like reliability assessment or power quality evaluation.","PeriodicalId":148115,"journal":{"name":"2014 6th International Conference on Information Technology and Electrical Engineering (ICITEE)","volume":"37 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124815358","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2014-10-01DOI: 10.1109/ICITEED.2014.7007914
K. Woraratpanya, Kitsuchart Pasupa, Ungsumalee Suttapakti, Pimlak Boonchukusol, Taravichet Titijaroonroj, Rattaphon Hokking, Y. Kuroki, Yasushi Kato
Thai text localization and recognition in natural scenes is still a grand challenge in current applications. However, the efficiency of recognition rates depends on text localization, i.e., the higher purity of text-background decomposition leads to the higher accuracy rate of character recognition. In order to achieve this purpose, the text-background decomposition methods, namely adaptive boundary clustering (ABC) and n-point boundary clustering (n-PBC), are proposed to improve a precision of text localization. These methods are evaluated by self-entropy for purity measure. Based on 300 test images, the experimental results demonstrate that the ABC method achieves the very low self-entropy, i.e., the low self-entropy implies the good decomposition of text and background. Furthermore, based on 8,077 characters in natural scene test images, the ABC method helps increase the precision of text localization and improves the accuracy rate of character recognition, when compared to the conventional methods.
{"title":"Text-background decomposition for thai text localization and recognition in natural scenes","authors":"K. Woraratpanya, Kitsuchart Pasupa, Ungsumalee Suttapakti, Pimlak Boonchukusol, Taravichet Titijaroonroj, Rattaphon Hokking, Y. Kuroki, Yasushi Kato","doi":"10.1109/ICITEED.2014.7007914","DOIUrl":"https://doi.org/10.1109/ICITEED.2014.7007914","url":null,"abstract":"Thai text localization and recognition in natural scenes is still a grand challenge in current applications. However, the efficiency of recognition rates depends on text localization, i.e., the higher purity of text-background decomposition leads to the higher accuracy rate of character recognition. In order to achieve this purpose, the text-background decomposition methods, namely adaptive boundary clustering (ABC) and n-point boundary clustering (n-PBC), are proposed to improve a precision of text localization. These methods are evaluated by self-entropy for purity measure. Based on 300 test images, the experimental results demonstrate that the ABC method achieves the very low self-entropy, i.e., the low self-entropy implies the good decomposition of text and background. Furthermore, based on 8,077 characters in natural scene test images, the ABC method helps increase the precision of text localization and improves the accuracy rate of character recognition, when compared to the conventional methods.","PeriodicalId":148115,"journal":{"name":"2014 6th International Conference on Information Technology and Electrical Engineering (ICITEE)","volume":"17 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116723829","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2014-10-01DOI: 10.1109/ICITEED.2014.7007916
Daniel Febrian Sengkey, Sayuri Egaravanda, L. Nugroho
High number of tourist visits is one influencing factor for road congestion. During peak hours of, traveller even need more planning and re-planning actions to ensure the trip will succeed. Therefore, transportation-related information are required to assist traveller for planning trip, finding best route, and looking for public transport facility. Technological advance makes it possible to use technology in transport infrastructure. Traveler Information System (TIS) is an example of technological use in transportation engineering. TIS could help travellers getting information about roads, available public transport, etc. This paper presents implementation of TIS in Special Region of Yogyakarta, Indonesia using object-oriented model. This system offers transportation-related information such as bus routes, and route guidance, also events which took place around the region.
{"title":"TIS Dishub DIY: An implementation of traveler information system in special region of Yogyakarta","authors":"Daniel Febrian Sengkey, Sayuri Egaravanda, L. Nugroho","doi":"10.1109/ICITEED.2014.7007916","DOIUrl":"https://doi.org/10.1109/ICITEED.2014.7007916","url":null,"abstract":"High number of tourist visits is one influencing factor for road congestion. During peak hours of, traveller even need more planning and re-planning actions to ensure the trip will succeed. Therefore, transportation-related information are required to assist traveller for planning trip, finding best route, and looking for public transport facility. Technological advance makes it possible to use technology in transport infrastructure. Traveler Information System (TIS) is an example of technological use in transportation engineering. TIS could help travellers getting information about roads, available public transport, etc. This paper presents implementation of TIS in Special Region of Yogyakarta, Indonesia using object-oriented model. This system offers transportation-related information such as bus routes, and route guidance, also events which took place around the region.","PeriodicalId":148115,"journal":{"name":"2014 6th International Conference on Information Technology and Electrical Engineering (ICITEE)","volume":"29 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115576718","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2014-10-01DOI: 10.1109/ICITEED.2014.7007906
A. R. Putri, A. Susanto, Litasari
Classification and identification of granulated sugar in Indonesia were previously done with no quantitative standard. In the production of granulated sugar, several stages and condition produce different kinds of sugar, resulting the need of supervision. Standardisation was designed to follow ICUMSA, a standard based on chemical process. System was designed to identify ICUMSA value of granulated sugar from its image. System was designed as Multi-Level Perceptron Artificial Neural Network with one hidden layer of five neurons using Levenberg-Marquardt algorithm with output trained to follow known ICUMSA values. Colour and textural features were extracted from 180 images of granulated sugar for Artificial Neural Network inputs. Colour moments, Haralick features, and symlet wavelet transform were used as features. After feature reduction, the designed system correctly identified ICUMSA and classified the 6 samples of granulated sugar with 3.623% of error.
{"title":"ICUMSA identification of granulated sugar using discrete wavelet transform and colour moments","authors":"A. R. Putri, A. Susanto, Litasari","doi":"10.1109/ICITEED.2014.7007906","DOIUrl":"https://doi.org/10.1109/ICITEED.2014.7007906","url":null,"abstract":"Classification and identification of granulated sugar in Indonesia were previously done with no quantitative standard. In the production of granulated sugar, several stages and condition produce different kinds of sugar, resulting the need of supervision. Standardisation was designed to follow ICUMSA, a standard based on chemical process. System was designed to identify ICUMSA value of granulated sugar from its image. System was designed as Multi-Level Perceptron Artificial Neural Network with one hidden layer of five neurons using Levenberg-Marquardt algorithm with output trained to follow known ICUMSA values. Colour and textural features were extracted from 180 images of granulated sugar for Artificial Neural Network inputs. Colour moments, Haralick features, and symlet wavelet transform were used as features. After feature reduction, the designed system correctly identified ICUMSA and classified the 6 samples of granulated sugar with 3.623% of error.","PeriodicalId":148115,"journal":{"name":"2014 6th International Conference on Information Technology and Electrical Engineering (ICITEE)","volume":"49 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114443171","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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