H. A. Nugroho, Yuli Triyani, M. Rahmawaty, I. Ardiyanto
{"title":"Analysis of margin sharpness for breast nodule classification on ultrasound images","authors":"H. A. Nugroho, Yuli Triyani, M. Rahmawaty, I. Ardiyanto","doi":"10.1109/ICITEED.2017.8250442","DOIUrl":"https://doi.org/10.1109/ICITEED.2017.8250442","url":null,"abstract":"Breast cancer has the highest prevalence, incidence and mortality for females in worldwide and no exception in Indonesia. Ultrasound is a recommended modality for diagnosing breast cancer through ultrasound images. However, misdiagnosis might still occurs which is caused by human factors. Margin of breast nodule is one of the malignancy characteristics based on BIRADS. This research proposes a computer aided diagnosis (CADx)-based method for classifying breast nodules in ultrasound images based on margin characteristics. In practice, CADx is used as a second opinion in interpreting ultrasound images in order to obtain more accurate diagnosis results. The proposed approach consists of adaptive median filter for marker removal, pre-processing with normalisation and speckle reduction anisotropic diffusion (SRAD) filter followed by neutrosophic and watershed methods for segmentation process, features extraction and feature selection. A total of ten selected features including of texture, geometry and margin sharpness features are then classified by using multi-layer perceptron (MLP). This study uses 102 breast ultrasound nodule images with 57 non-circumscribed and 45 circumscribed margins. The performance of proposed approach achieves the accuracy of 95.10%, sensitivity of 93.33%, specificity of 96.49%, PPV of 95.45%, NPV of 94.83%, Kappa of 0.9004 and area under curve (AUC) of 0.989. These promising results indicate that the proposed approach successfully classifies breast nodule based on margin characteristics has a potential for assisting the radiologists in interpreting breast ultrasound images.","PeriodicalId":267403,"journal":{"name":"2017 9th International Conference on Information Technology and Electrical Engineering (ICITEE)","volume":"2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122353416","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}
H. A. Nugroho, M. Rahmawaty, Yuli Triyani, I. Ardiyanto
{"title":"Neutrosophic and fuzzy C-means clustering for breast ultrasound image segmentation","authors":"H. A. Nugroho, M. Rahmawaty, Yuli Triyani, I. Ardiyanto","doi":"10.1109/ICITEED.2017.8250453","DOIUrl":"https://doi.org/10.1109/ICITEED.2017.8250453","url":null,"abstract":"Breast ultrasound image segmentation is one of the most difficult tasks due to its speckle noise, poor quality and location of the breast nodule. In this research, we propose normalisation algorithm to enhance image contrast in order to be segmented using neutrosophic and fuzzy c-means clustering. At first, the input image is filtered using speckle reduction anisotropic diffusion to reduce speckle noise and normalised to increase the contrast. Secondly, the normalised image is transferred to neutrosophic domain with three membership subset T, I and F to define the nodule area. Finally, the fuzzy c- mean method is used to segment the nodule area from the background. To evaluate and compare the performance of the proposed method, this research uses several measurements, namely Area Metric and Boundary Metric. The result shows that implementation of normalisation improves the performance of segmentation results.","PeriodicalId":267403,"journal":{"name":"2017 9th International Conference on Information Technology and Electrical Engineering (ICITEE)","volume":"29 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128519457","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}
{"title":"Three-input single-output current-mode universal filter using single CCCTA","authors":"Jakrawat Budboonchu, W. Tangsrirat","doi":"10.1109/ICITEED.2017.8250462","DOIUrl":"https://doi.org/10.1109/ICITEED.2017.8250462","url":null,"abstract":"The circuit topology for the realization of a low- component count current-mode universal biquadratic filter with three inputs and single outputs (TISO) is described. The described structure employs a single current-controlled conveyor transconductance amplifier (CCCTA), and only two grounded capacitors, without needing any external passive resisotrs. By properly selecting the relevant input signal, the circuit is capable of generating the five standard biquadratic filtering functions, i.e. lowpass, bandpass, highpass, bandstop and allpass current responses. The proposed filter can also be electronically tuned by external bias currents of the CCCTA. The circuit is analyzed for the non-idealities of the used CCCTA and possesses attractive low sensitivity performance. Simulation results are found to be in good agreement with the theoretical analysis.","PeriodicalId":267403,"journal":{"name":"2017 9th International Conference on Information Technology and Electrical Engineering (ICITEE)","volume":"88 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130833839","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}
{"title":"Substation expansion planning in Kulon progo region using imperialist competitive algorithm","authors":"Sarjiya, Tiyono, Beny Septian Pardede","doi":"10.1109/ICITEED.2017.8250512","DOIUrl":"https://doi.org/10.1109/ICITEED.2017.8250512","url":null,"abstract":"The objective of substation expansion planning (SEP) is to prepare the capacity of a substation in order to supply the load growth in the future. The planning is conducted also to minimize the investment and operation cost of the substation, by finding its optimal location, capacity, and construction time. This paper proposes SEP using an imperialist competitive algorithm (ICA) and geographical information system (GIS). The type of planning is one stage, with 10 years period time (long-term). Two alternatives of SEP, which are the expansion of existing substation and the construction of a new substation in the new location are analyzed and compared. The alternative with a lower cost without breaking the constraints is taken. The effect of ICA parameters is also tested to find the best optimum value and the fastest execution time. Finally, the comparison between ICA and Genetic Algorithm (GA) is done to prove the effectiveness of the method in the SEP.","PeriodicalId":267403,"journal":{"name":"2017 9th International Conference on Information Technology and Electrical Engineering (ICITEE)","volume":"29 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125658229","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}
{"title":"Development of monitoring system for smart farming using Progressive Web App","authors":"L. Nugroho, A. Pratama, I. Mustika, R. Ferdiana","doi":"10.1109/ICITEED.2017.8250513","DOIUrl":"https://doi.org/10.1109/ICITEED.2017.8250513","url":null,"abstract":"Indonesia is one of countries well-known as the biggest palm oil producers in the world. In 2015, this country succeeded to produce 32.5 million tons of palm oil, and used 26.4 million of it to export to other countries. The quality of Indonesia's palm oil production has become the reason why Indonesia becomes the famous exporter in a global market. For this reason, many Indonesian palm oil companies are trying to improve their quality through smart farming. One of the ways to improve is by using technology such as Internet of Things (IoT). In order to have the actual and real-time condition of the land, using the IoT concept by connecting some sensors. A previous research has accomplished to create some Application Programming Interfaces (API), which can be used to support the use of technology. However, these APIs have not been integrated to a User Interface (UI), as it can only be used by developers or programmers. These APIs have not been able to be used as a monitoring information system for palm oil plantation, which can be understood by the employees. Based on those problems, this research attempts to develop a monitoring information system, which will be integrated with the APIs from the previous research by using the Progressive Web App (PWA) approach. So, this monitoring information system can be accessed by the employees, either by using smartphone or by using desktop. Even, it can work similar with a native application.","PeriodicalId":267403,"journal":{"name":"2017 9th International Conference on Information Technology and Electrical Engineering (ICITEE)","volume":"38 1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124387109","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}
{"title":"Shifting Thai mobile user behavior and its impact on mobile regulation","authors":"Chalita Srinuan","doi":"10.1109/ICITEED.2017.8250489","DOIUrl":"https://doi.org/10.1109/ICITEED.2017.8250489","url":null,"abstract":"This study investigated the determinants of mobile- only user (mobivore) subscribers in the Thai mobile communications market. Survey data from 2014 along with a probit model were employed for analysis. Results showed that Thai subscriber characteristics including gender, home location, ownership of a smartphone, employment as a government official, private-sector executive and self-employed, and the type of Internet application, can significantly explain mobile-only user behavior of Thai mobile subscribers. Findings also showed that subscribers who were heavy Internet users used other complimentary services. Additionally, telecom regulators should consider implementing a quality of service regulation which provides the opportunity for rural subscribers to better access mobile services, and develop a spectrum allocation policy that is consistent with the high demand of a mobile only user. This will benefit both urban and rural users.","PeriodicalId":267403,"journal":{"name":"2017 9th International Conference on Information Technology and Electrical Engineering (ICITEE)","volume":"250 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122458859","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}
H. N. P. Wisudawan, Risanuri Hidayat, D. D. Ariananda
{"title":"Two dimensional angle of arrival estimation using minimum sparse ruler based rectangular array of antennas","authors":"H. N. P. Wisudawan, Risanuri Hidayat, D. D. Ariananda","doi":"10.1109/ICITEED.2017.8250466","DOIUrl":"https://doi.org/10.1109/ICITEED.2017.8250466","url":null,"abstract":"One important application in the field of adaptive antenna array processing used in recent wireless communications systems, such as cognitive radio applications, is the direction of arrival (DoA) estimation. The existing works suggest that the N<inf>x</inf> × N<inf>y</inf> two dimensional (2-D) antenna array is almost surely able to recover up to ⌈N<inf>x</inf>/2⌉ ⌈N<inf>y</inf>/2⌉ two dimensional (2-D) DoA. In this paper, a new 2-D (azimuth and elevation) DoA estimation method using a minimum sparse ruler based rectangular array of antenna is evaluated. The minimal sparse ruler is used to determine which antennas that have to be deactivated and which antennas that should be remain active. Therefore, it is possible to deactivate some antennas in the uniform rectangular array (URA) leading to a sparse rectangular array (SpRA). While minimizing the reduction in the quality of the resulting DoA estimation with SpRA, the selection and averaging procedure are adopted to tackle these elements. This approach is possible for uncorrelated sources as the covariance matrix of the impinging signals on the URA contains redundant elements. The selection and averaging procedures are adopted to tackle these elements. These steps are followed by the execution of the MUSIC algorithm to compute the 2-D DoA estimates. The simulation study shows that it is possible to employ only 25-antennas in SpRA in order to estimate the azimuth (ϕ) and the elevation (θ) angles of up to 19 sources. The combinations of (ϕ) and (θ) is drawn from the range of 0<sup>0</sup> ≤ ϕ ≤180<sup>0</sup> and 0<sup>0</sup> ≤ θ ≤ 90<sup>0</sup>. The separation in azimuth and elevation angles between sources is at least 10<sup>0</sup>.","PeriodicalId":267403,"journal":{"name":"2017 9th International Conference on Information Technology and Electrical Engineering (ICITEE)","volume":"126 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129188521","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}
Phatthanan Sirikitsathian, Singha Chaveesuk, C. Sathitwiriyawong
{"title":"A conceptual framework for better understanding of factors influencing accessibility to a website and its acceptance by university students with visual impairments","authors":"Phatthanan Sirikitsathian, Singha Chaveesuk, C. Sathitwiriyawong","doi":"10.1109/ICITEED.2017.8250493","DOIUrl":"https://doi.org/10.1109/ICITEED.2017.8250493","url":null,"abstract":"Information and communication technology have been developed and widely used nowadays. A good website should be readily accessible to every group of users. General users or users with disability should be able to access and understand the messages in a website equally well. However at the present, many people with visual impairment cannot access a website readily: they cannot search for information, in particular. Specifically, some university students in Thailand have problems accessing a website and understanding its content due to the website was developed by developers and associated personnel that lacked the knowledge and understanding of the principles that affect universal website accessibility and acceptance. This study, therefore, propose a conceptual framework based on the UTAUT theory of website acceptance. In addition to the main variables in the original theory which are applicable only to general users, two more main variables were included in this framework: perceived convenience and perceived reliability. Two new moderators were added to it as well: web accessibility and vision impairment level. These extra variables and moderators were added in order to incorporate users' intention to use a website and their usage behavior in this framework. This framework would be of value to developers and associated personnel to help them understand the valid website design requirements for university students with visual impairment.","PeriodicalId":267403,"journal":{"name":"2017 9th International Conference on Information Technology and Electrical Engineering (ICITEE)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131389025","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}
{"title":"Improving performance of route maintenance processes in RPL protocol","authors":"L. Pradittasnee","doi":"10.1109/ICITEED.2017.8250505","DOIUrl":"https://doi.org/10.1109/ICITEED.2017.8250505","url":null,"abstract":"Currently, there is a rapid increase in the implementation of Internet of Thing (IoT) systems in many areas such as smart building, and smart cities. This type of network has different sets of requirements than other network types. It needs to effectively work with unreliable wireless channel condition. IETF proposed IPv6 Routing Protocol for Low-Power and Lossy Networks (RPL) for addressing lossy environment problem. However, many important mechanisms of RPL protocol are underspecified. In this paper, we examine the performance of the route maintenance processes that are provided in RPL protocol (the combination of Neighbor Unreachability Detection Mechanism (NUD), Objective Function Zero (OF0) and The Minimum Rank with Hysteresis Objective Function (MRHOF)). Both practical and simulation experiments are conducted. The results from the practical experiments shows that the performance in term of Packet Reception Ratio from the combination between NUD and MRHOF is better than the combination between NUD and OF0. Moreover, the simulation experiments are also conducted to explore the best approach to improve the route maintenance processes by modifying two parameters in NUD and MRHOF mechanisms. The results from the simulation experiments indicate that when the data rate is low, modifying the value of the parameter in MRHOF can significantly improve the performance of the route maintenance processes but the careful consideration is required.","PeriodicalId":267403,"journal":{"name":"2017 9th International Conference on Information Technology and Electrical Engineering (ICITEE)","volume":"109 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124864799","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}
{"title":"Interactive interface design for learning numeracy and calculation for children with autism","authors":"Afshara Tashnim, Samiha Nowshin, F. Akter, A. Das","doi":"10.1109/ICITEED.2017.8250507","DOIUrl":"https://doi.org/10.1109/ICITEED.2017.8250507","url":null,"abstract":"Nowadays education with technology is highly preferable for children as children are way more engrossed to gadgets. The use of devices, in educational sectors, is rising day by day. Children with autism are one of the most benefited parts in this area. If the gadget is a touchscreen assistive tool, then the interest of an autistic child is increased. Devising and designing an interactive interface system for autism children with the help of participatory interface design process that has been guided with autistic children before and encouraged us to develop the touchscreen assistive learning numeracy and calculation system, named Play and Learn Number(PLaN). The application mainly focused on teaching numeracy and calculation cause without having a basic idea on numeracy and calculation regular life is hard to move on. We also focused on user interface design with some latest approaches like dot matching and puzzling which will be applied in the application. The PLaN application is also usable for teachers and parents to train and educate the autism children; it will also help to grow their interest in learning as several reinforcements are included in it. It is assumed that after establishing of this application, the autistic child will be able to learn more than before. This application will also help the children to memorize and recognize the numbers with or without sequence through the animated pictures and interactive learning application. Finally, this paper described the user interface design process broadly for forming PLaN to teach basic numeracy and calculations to children with autism.","PeriodicalId":267403,"journal":{"name":"2017 9th International Conference on Information Technology and Electrical Engineering (ICITEE)","volume":"43 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132815243","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}