Prof.Dr.Eng. Fitri Utaminingrum, S.T., M.T.
Departemen Teknik Informatika
Program Studi Ilmu Komputer
f3_ningrum@ub.ac.id
Biografi
ERSONAL DATA:
Full Name : Prof. Dr. Eng Fitri Utaminingrum., ST., MT
Research Interest : Image Processing and Computer Vision
EDUCATION:
Bachelor Degree : Instutut Teknologi Nasional, Malang, Indonesia (2000-2004)
Master Degree : Universitas Brawijaya, Malang, Indonesia (2004-2006)
Doctoral Degree : Computer Science and Electrical Engineering from Kumamoto University, Japan (2011-2014).
Positions
2015-2016 Secretary of the Computer Science/Informatics Master's Study Program
2016-2018 Head of the Computer Science/Informatics Master's Study Program
2016-2017 Quality Assurance Center
2017-2018 International Ranking Unit at Brawijaya University
2018-Now Internal Quality Assurance System Auditor
2019-2022 Secretary of the Center for Learning Activities and Technology Development
2023-Now Head of Activity Policy Development, Learning Technology and Performance Reporting Project management experience
PROJECT MANAGEMENT EXPERIENCE
2012-2014 Researcher, Image and Media in Graduate School of Science and technology, Japan
2015-2019 Lead Researcher, Smart Wheelchair, Indonesian Ministry of Education
2020-2022 Lead Researcher, National Leading Innovation Research from the Indonesian Government
2022-2023 Increased Safety Factors of Smart Wheelchairs, International Cooperation research grant with Taiwan
INTERNATIONAL COMMITTEE
1. Technical Program Members, The 2nd International Conference on Sustainable Information Engineering and Technology, 2017
2. Publication Co-Chairs, The 12th International Conference on Ubi-Media Computing, 2019
3. Technical Committee, The 4th International Conference on Robotics, Control and Automation, 2019
4. Technical Committee, The 4th International Conference on Robotics, Control and Automation, 2020
5. Technical Program Committee, The 5th International Conference on Frontiers of Sensors Technologies (ICFST 2021)
6. Program Committee, The 1th International Conference on Signal & Image Processing (SIP 2022).
7. Program Committee, The 8th International Conference on Artificial Intelligence (ARIN 2022)
8. Technical Committee, The 7th International Conference on Robotics, Control and Automation, (ICRCA 2023).
9. International Technical Committee, The 4th International Conference on Robotics, Automation, and Artificial Intelligence (RAAI 2024).
10.Committee Member of Association for Computing Machinery (ACM)
11.Committee Member of The Institute of Electrical and Electronics Engineering (IEEE)
12.Committee Member of Organization for Women in Science for the Developing World (OWSD)
13.Committee Member of Institute for Engineering Research and Publication (IFERP)
ACHIEVEMENT
1. Best Presenter Paper Awards in 12th Electrical Power, Electronics, Communications, control and Informatics (EECCIS), 2024
2. Best Presenter Awards in 7th International Conference on Artificial Intteligence and Pettern Recognition (AIPR), Xiamen,China, 2024
3. The Best Researcher woman in Science at Brawijaya University Indonesia, 2023
4. Student Competition in World Science Environment and Engineering Competition got Silver medals as supervisor, 2022
5. Best Paper Awards in International Conference on Electronics, Biomedical Engineering and Health Informatics, Indonesia, 2021
6. Best Presenter Awards in International Conference on Mechanical, Electronics and Computer Engineering, Hongkong, 2019.
7. Best Presenter Awards in International Conference on Robotics, Control and Automation (ICRCA), Guangzhou Cina, 2019
8. Best Presenter Awards in International Conference on Computer and Electrical Engineering (ICCEE), Tokyo, Japan 2018.
9. Best Paper Garuda IRONCONS Awards in International Conference on Informatics, Robotics, Networks, Control and Systems, Bandung (IRONCONS 2016).
10.Best Presentation Award in The IEEE/IIAE International Conference on Intelligent System and Image Processing, Japan, 2014
11.Best Student in Bachelor Degree at 2004
12.Best Student in Master Degree University Brawijaya at 2007
RESEARCH
More than 110 publications have been published in indexed Scopus
H index Scopus - 13. Expert in the field of Computer Vision and Image Processing, with a focus on the development of advanced applications for smart wheelchairs. My research encompasses the use of cutting-edge algorithms to enhance mobility and safety for users. Additionally, I explore potential applications of computer vision in diverse fields, including medical, healthcare, agriculture, intelligence transportation systems, etc.
AGREEMENT (MOA)
1. Join research between Computer Vision Research Groups, Faculty of Computer Science, Brawijaya University and National Central University Taiwan (Taiwan).
2. Join research between Computer Vision Research Groups, Faculty of Computer Science, Brawijaya University and Kumamoto University (Japan).
3. Join research between Computer Vision Research Groups, Faculty of Computer Science, Brawijaya University and Kyushu University of Technology (Japan).
4. Join research between Computer Vision Research Groups, Faculty of Computer Science, Brawijaya University and Yuan Ze University, (Taiwan).
5. Join research between Computer Vision Research Groups, Faculty of Computer Science, Brawijaya University and Mahidol University, (Thailand).
6. Join research between Computer Vision Research Groups, Faculty of Computer Science, Brawijaya University and Wollonggong, (Australia).
7. Join research between Computer Vision Research Groups, Faculty of Computer Science, Brawijaya University and Bioscience (Indonesia).
8. Join research between Computer Vision Research Groups, Faculty of Computer Science, Brawijaya University and Badan Riset Inovasi Nasional (Indonesia).
Bidang Keilmuan
Computer Vision (Visi Komputer)
Riwayat Pendidikan
Penghargaan
Riwayat Mengajar
Publikasi
Riset
Pengabdian
Jurnal Internasional
Jurnal Ilmiah Internasional
Development of Augmented Reality (AR) Based Gamelan Simulation with Leap Motion Control
Frihandhika Permana, Herman Tolle, Fitri Utaminingrum, Rizdania Dermawi
(2019), International Journal of Interactive Mobile Technologies No. 12 Vol. 13, pp. 120-135.
Jurnal Internasional Lainnya
Eyeball Movement Detection System using Corner Triangle Similarity, Naïve Bayes, and Ear Approach
Pangestu, G., Utaminingrum,F., Bachtiar, F.A.
(2019), International Journal of Advances in Soft Computing & Its Applications No. 2 Vol. 11, pp. 1-14.
Road Surface Types Classification Using Combination of K-Nearest Neighbor and Naïve Bayes Based on GLCM
Marianingsih, S., Utaminingrum,F., Bachtiar, F.A.
(2019), International Journal of Advances in Soft Computing & Its Applications No. 2 Vol. 11, pp. 15-27.
Clustering of Human Hand on Depth Image using DBSCAN Method
Yohannes, E., Utaminingrum,F., Bachtiar, F. A.
(2019), Journal of Information Technology and Computer Science No. 2 Vol. 4, pp. 177-184.
Connectivity Between Leap Motion and Android Smartphone for Augmented Reality (AR)-Based Gamelan
Frihandhika P., Tolle H, Utaminingrum, F.
(2), Journal of Information Technology and Computer Science No. 2018 Vol. 1, pp. 146-158.
Alphabet Sign Language Recognition Using K-Nearest Neighbor Optimization
Utaminingrum, F., Somawirata, Gilbert D. N
(1), Journal of Computers No. Januari 2019 Vol. 14, pp. 63-70.
Eye State Recognition Using Multiple Methods for Applied to Control Smart Wheelchair
Pangestu, G., Utaminingrum, F., Bachtiar F.A
(1), International Journal of Intelligent Engineering and Systems, No. 2019 Vol. 12, pp. 232-241.
Human tracking by u sing multiple methods and weighted products
Utaminingrum,F., Cahyaningrum, Randy, Sigit, Ali, Sari, Putra, Syaugy
(2018), Signal, Image and Video Processing No. 8 Vol. 13, pp. 1469-1476.
Left-right head movement for controlling smart wheelchair by using centroid coordinates distance
Utaminingrum, Adikara, Sari, Syauqy, Hapsani
(2018), Journal of Theoretical and Applied Information Technology No. 10 Vol. 96, pp. 2852-2861.
Mapping paddy growth stage based-on hyperspectral EO-1 hyperion using pixel purity index endmember extraction algorithm
Suryoprayogo, Ramdani, Utaminingrum
(2018), Journal of Telecommunication, Electronic and Computer Engineering No. 1-6 Vol. 10, pp. 47-54.
A Toolkit to Learn Algorithmic Thinking using mBot Robot
Kusuma I. D., Utaminingrum F., Kakeshita T.
(2018), IPSJ SIG Technical Report No. Vol. , pp. 1-8.
Hybrid Head Tracking for Wheelchair Control Using Haar Cascade Classifsier and KCF Tracker
Utaminingrum,F., Sari,Y.,A., Adikara,P.,P., Syauqy,D., Adinugroho,S.
(2018), TELKOMNIKA No. 4 Vol. 16, pp. 1616-1624.
Linear programming initialization method of evolution strategies for beef cattle feed optimization
Fatyanosa, T. N., Utaminingrum,F., Data, M.
(2018), Journal of Telecommunication, Electronic and Computer Engineering No. 1-4 Vol. 10, pp. 153-158.
Application Human Tracking on Electric Wheelchair using Cluster Analysis
Utaminingrum, F., Fauzi A. M., Syauqy D., Sari Y. A., Randy C.W
(2017), International Journal of Tomography and Simulation No. 4 Vol. 30, pp. 108-117.
Optical character recognition on english comic digital data for automated language translation
Anggi, G. H, Utaminingrum, F., Tolle,H.
(2017), International Journal of Advances in Soft Computing and its Applications No. Vol. Vol. 9, No. 3, pp. 186-198.
The segmentation of printed Arabic characters based on interest point
Qomariyah, F., Utaminingrum, F., Mahmudy, W. F.
(2017), Journal of Telecommunication, Electronic and Computer Engineering No. Vol. Vol. 9, No. 2-8, pp. 19-24.
Hand Gesture Recognition using Adaptive Network Based Fuzzy Inference System and K-Nearest Neighbor
Utaminingrum, F., Mufarroha, F.A.
(2017), International Journal of Technology (IJTech) No. Vol. Vol. 8 No.3, pp. 559-567.
Real Time Advanced Head Movement Recognition for Application Controller Based On Android Internal Gyroscope Sensor
Priandani, N. D. , Tolle, H. , Utaminingrum, F.
(2017), International Journal of Advances in Soft Computing & Its Applications No. Vol. 9, No.1, pp. 70-87.
Human guide tracking using combined histogram of oriented gradient and entropy difference minimization algorithm for camera follower
Utaminingrum, F., Fauzi,M.A., Sari,Y.,A., Adinugroho,S., Wihandika, R.C., Syauqy, D., Adikara,P.,P.
(2017), Journal of Telecommunication, Electronic and Computer Engineering No. 4 Vol. 9, pp. 49-54.
Image Processing For Rapidly Eye Detection Based On Robust Haar Sliding Window
Utaminingrum, F., Sari, Y. A. , Prasetya, R. P.
(2016), International Journal of Electrical and Computer Engineering (IJECE) No. 2017 Vol. 7, No. 2, pp. 31 - 37.
Fast Obstacle Distance Estimation using Laser Line Imaging Technique for Smart Wheelchair
Utaminingrum, F., Fitriyah, H., Wihandika, R.C., Fauzi, M.A., Syauqy, D., Maulana, R.
(2016), International Journal of Electrical and Computer Engineering (IJECE) No. 4 Vol. 6, pp. 1602-1609.
Scotect Algorithm : A Novel Approach for Soil Color Detection Process Using Five Steps Algorithm
Utaminingrum, F., Robbani, I.H.
(2016), International Journal of Innovative Computing, Information and Control No. 5 Vol. 12, pp. 1645-1654.
Building Segmentation of Satellite Image Based on Area and Perimeter using Region Growing
Utaminingrum, F., Yohannes, E.
(2016), Indonesian Journal of Electrical Engineering and Computer Science No. 3 Vol. 3, pp. .
Mixed Gaussian And Impulse Noise Removal Based On Kernel Observation and Edge Direction
Utaminingrum, F., Uchimura, K. , Koutaki, G.
(2015), International Journal of Innovative Computing, Information and Control No. 5 Vol. 11, pp. 1509-1523.
Speedy Filters for Removing Impulse Noise based on an Adaptive Window Observation
Utaminingrum,F, Uchimura, K, Kotaki, G
(2015), AEU- International Journal of Electronics and Communications No. Vol. 69, pp. 95-100.
High Density Impulse Noise Removal Based on the Total Observation Kernel Element for Image Sequences
Utaminingrum, F., Uchimura, K., Koutaki, G.
(2014), Journal of Information Processing No. 4 Vol. 22, pp. 679-688.
Optimization Gaussian Noise Removal using Hybrid Filter Based on Mean Impulse Fuzzy and Fuzzy Aliasing Filter Methods
Utaminingrum, F., Uchimura, K., Koutaki, G.
(2013), Institute of Electrical Engineers of Japan (IEEJ) Transactions on Electronics, Information and Systems No. 1 Vol. 133, pp. 150-158.
Prosiding Internasional
Usability Testing of Augmented Reality For Food Advertisement Based On Mobile Phone Using System Usability Scale
Wijaya, A. C., Munandar, M. W. A. , Utaminingrum, F.
2019. International Conference on Sustainable Information Engineering and Technology (SIET 2019). Lombok.
Minimum Error Analysis Using Numerical Methods for Dental Disease Identification
Hamdianah, A., Fajri, D. M. N., Saragih, T. H., Utaminingrum, F.
2019. International Conference on Sustainable Information Engineering and Technology (SIET 2019). Lombok.
Comparative Study of Numerical Methods in Multiple Linear Regression For Stock Prediction Jakarta Islamic Index (JII)
Mar’i, F., Pratiwi, U., Oktanisa, I., Utaminingrum, F.
2019. International Conference on Sustainable Information Engineering and Technology (SIET 2019). Lombok.
Obstacle Detection Using Combination Between Gradient Analysis and Threshold Process
Firnanda, A. I. A., Utaminingrum, F.
2019. International Conference on Sustainable Information Engineering and Technology (SIET 2019). Lombok.
Efficient Technique Image Encryption with Cipher Block Chaining and Gingerbreadman Map
Savitri, N., Johan, A. W. S. B., Firnanda Al Islama A, Utaminingrum, F.
2019. International Conference on Sustainable Information Engineering and Technology (SIET 2019). Lombok.
Double Digital Watermarking using Discrete Hartley Transform
Yoke Kusuma Arbawa, Arthur Ahmad Fauzi, Rahmad Jibril Al Kautsar, Utaminingrum, F.
2019. International Conference on Sustainable Information Engineering and Technology (SIET 2019). Lombok.
Indonesian Traditional Food Image Identification using Random Forest Classifier based on Color and Texture Features
Sari, Y. A., Utaminingrum, F, Adinugroho, S., Dewi, R. K., Adikara, P. P., Wihandika, R. C.
2019. International Conference on Sustainable Information Engineering and Technology (SIET 2019). Lombok.
Comparative Study based on Error Calculation in Multiple Linear Regression Coefficient for Forest Fires Prediction
Alauddin, M.W., Anshori, M., Wicaksono, A. S., Utaminingrum,F.
2018. International Conference on Sustainable Information Engineering and Technology (SIET 2018). Malang.
Comparison of Support Vector Machine Classifier and Naïve Bayes Classifier on Road Surface Type Classification
Marianingsih, S., Utaminingrum, F.
2018. International Conference on Sustainable Information Engineering and Technology (SIET 2018). Malang.
Food Recipe Finder Mobile Applications Based On Similarity Of Materials
Pangestu, G., Supianto, A. A., Utaminingrum, F.
2018. International Conference on Sustainable Information Engineering and Technology (SIET 2018). Malang.
Mammogram Breast Cancer Classification Using Gray-Level Co-Occurrence Matrix and Support Vector Machine
Sarosa, S. J. A., Utaminingrum, F., Bachtiar, F. A
2018. International Conference on Sustainable Information Engineering and Technology (SIET 2018). Malang.
Text Detection and Recognition using Multiple Phase Method on Various Product Label for Visual Impaired People
Rizdania, Utaminingrum, F.
2017. International Conference on Sustainable Information Engineering and Technology (SIET). Universitas Brawijaya.
Arabic Letter Segmentation using Modified Connected Component Labeling
Firdaus,F.I., Khumaini, A., Utaminingrum, F.
2017. International Conference on Sustainable Information Engineering and Technology (SIET) . Universitas Brawijaya.
Development of Computer Vision Based Obstacle Detection and Human Tracking on Smart Wheelchair for Disabled Patient
Utaminingrum, F., Fauzi, M. A., Wihandika, R. C., Adinugroho, S. , Syauqy, D. , Sari, Y. A. , Adikara, P. P.
2017. International Symposium on Computational and Business Intelligence (ISCBI) 2017. Dubai.
Adaptive Human Tracking for Smart Wheelchair
Utaminingrum, F., Fauzi, M. A. , Wihandika, R. C. , Adikara, P. P.
2016. International Symposium on Computational and Business Intelligence (ISCBI). Dubai .
Determining Direction of Moving Object using Object Tracking for Smart Wheelchair Controller
Utaminingrum, F., Fauzi, M. A., Syauqy, D. , Wihandika. R. C., Hapsani, A. G.
2016. International Symposium on Computational and Business Intelligence (ISCBI). Dubai.
Onward Movement Detection and Distance Estimation of Object using Disparity Map on Stereo Vision
Hapsani, A. G. , Syauqy, D. , Utaminingrum, F., Adikara, P. P., Adinugroho, S.
2016. International Symposium on Computational and Business Intelligence (ISCBI). Dubai.
Triangle Similarity Approach For Detecting Eyeball Movement
Prasetya, R. P., Utaminingrum, F.
2016. International Symposium on Computational and Business Intelligence (ISCBI). Dubai .
Mapping Paddy Growth Stage Based-on Hyperspectral EO-1 Hyperion Using Pixel Purity Index Endmember Extraction Algorithm
Suprayogo, H., Ramdani, F., Utaminingrum, F.
2016. 2nd International Conference on Information in Business and Technology Management (I2BM). Penang, Malaysia.
Eye Movement as Navigator for Restricted Disabled Person in Handling Position
Utaminingrum, F., Fauzi, M. A. , Sari, Y. A., Adinugroho, S., Primaswara, R.
2016. International Conference on Communication and Information Systems (ICCIS). Bangkok, Thailand .
The Segmentation of Printed Arabic Characters Based on Interest Point
Uminingrum, F., Mahmudy, W. F. , Qomariyah, F.
2016. Advancement Research in Circuits and Systems International Conference (ARECAS) 2016. Langkawi, Malaysia.
Road Detection Based on the Color Space and Cluster Connecting
Somawirata, K., Utaminingrum, F.
2016. International Conference on Signal and Image Processing. Beijing, China.
A Laser-Vision based Obstacle Detection and Distance Estimation for Smart Wheelchair Navigation
Utaminingrum, F., Kurniawan, T.A., Fauzi, M. A. , Maulana, R., Syauqy, D., Wihandika, R.C., Sari. Y.A., Adikara, P.P.
2016. International Conference on Signal and Image Processing . Beijing, China.
A Practical Obstacle Avoidance Subsystem for Intelligent Wheelchair using Line Laser and RANSAC Method
Fauzi, M.A., Utaminingrum, F., Syauqy, D., Maulana, R., Wihandika, R.C., Sari, Y.A., Adikara, P.P.
2016. International Conference on Computer Science, Engineering and Applied Science (ICCSEAS) 2016. Osaka, Japan.
Error Numerical Analysis for Result of Rainfall Prediction Between Tsukamoto FIS and Hybrid Tsukamoto FIS with GA
Wahyuni, I., Utaminingrum, F.
2016. The 8th International Conference on Advance Computer Science and Information Systems (ICACSIS) 2016. Universitas Brawijaya Malang.
Numerical Methods for Initialization in Fodder Composition Optimization
Wijayaningrum, V.N., Utaminingrum, F.
2016. The 8th International Conference on Advance Computer Science and Information Systems (ICACSIS) 2016. Universitas Brawijaya Malang.
Segmentation Algorithm to Determine Group for Hand Gesture Recognition
Mufarroha, F., Mahmudy, W.F., Utaminingrum, F.
2016. Advancement Research in Circuits and Systems International Conference (ARECAS). Malaysia.
Authentication Face Recognition Pattern System in Customers ATM Service Using Linear Distance Analysis and Bayes Algorithms
Hakim, S.A.F, Utaminingrum, F.
2016. International Conference on Sustainble Information Engineering and Technology (SIET) 2016. Universitas Brawijaya Malang.
The Greatest Points in Hand Gesture Recognition for American Sign Language
Utaminingrum, F., Mufarroha. F.A.
2016. International Conference on Informatics, Robotics, Networks, Control and Systems (IRONCONS) . Bandung, Indonesia .
e-Evaluation Measurement for Javanese Script Handwriting Studies
Priandani, Utaminingrum, F., Dwi, N.
2016. 6th Annual Basic Science International Conference. .
Mobile Game Android for Education Method Using MCRNGenerator
Basid, Utaminingrum, F., Puspa Miladin Nuraida Safitri A
2016. 6th Annual Basic Science International Conference. .
Rain Streaks Removal by Using Composite Method
Utaminingrum, F. , Somawirata, I.K.
2015. The 11th International Conference on Signal Image Technology & Internet Based System (SITIS) 2015. Bangkok Thailand.
Three-stage Unstructured Filter for Removing Mixed Gaussian plus Random Impulse Noise
Utaminingrum, F., Uchimura, K., Koutaki, G.
2014. International Conference on Signal Processing and Multimedia Applications. INSTICC, Vienna, Austria.
Modifying K-SVD for Optimization of The Mixed Gaussian and Impulse Noise Removal
Utaminingrum, F., Uchimura, K, Koutaki, G.
2014. International conference of the 20th Korea-Japan Joint Workshop on Frontiers of Computer Vision. Okinawa, Japan.
Dual Filter Based on Pipeline Models for Removing High Density Impulse Noise
Utaminingrum, F., Uchimura, K., Koutaki, G.
2014. International Workshop on Advanced Image Technology (IWAIT). Sukosol Hotel Bangkok, Thailand.
High Density Impulse Noise Removal on the Image Sequence uses Dual Recursive Hybrid Filters
Utaminingrum, F., Uchimura, K., Koutaki, G.
2014. . Hokkaido, Japan.
Exploiting Target Pixel for a Fast and Efficient Impulse Noise Removal in the Image Sequence
Utaminingrum, F., Uchimura, K., Koutaki, G.
2013. The 8th International Student Conference on Advanced Science and Technology (ICAST). Kumamoto, Japan.
An adaptive Sliding Window based on Fuzzy Filter for removing Wide-range Impulse Noise Densities on the Image Sequence
Utaminingrum, F., Uchimura, K., Koutaki, G.
2013. International Conference on Intelligent System and Image Processing (ICISIP). Kitakyushu, Japan.
Rank Order Linear Filter for Removing Impulse Noise in Many Variation Densities
Utaminingrum, F., Uchimura, K., Koutaki, G.
2013. 11th International Conference on Quality Control by Artificial Vision. Fukuoka, Japan.
High Density Impulse Noise Removal based on Linear Mean-Median Filter
Utaminingrum, F., Uchimura, K., Koutaki, G.
2013. International conference of the nineteenth Korea-Japan Joint Workshop on Frontiers of Computer Vision (FCV). Incheon, Korea.
Three Modes Interpolation Filter For High Density Impulse Noise Removal
Utaminingrum, F., Uchimura, K., Koutaki, G.
2013. International Workshop on Advanced Image Technology. Nagoya, Japan.
Hybrid Filter for High Density Impulse Noise Removal
Utaminingrum, F., Uchimura, K., Koutaki, G.
2012. The 7th International Student Conference on Advanced Science and Technology. Seoul, South Korea.
High Density Impulse Noise Removal by Fuzzy Mean Linear Aliasing Window Kernel
Utaminingrum, F., Uchimura, K., Koutaki, G.
2012. International Conference on Signal Processing, Communication and Computing. Hongkong.
Optimizing Aliasing Filters for Image Smoothing
Utaminingrum, F., Uchimura, K., Koutaki, G.
2012. International conference of the Eighteenth Korea-Japan Joint Workshop on Frontiers of Computer Vision (FCV). Tokyo, Japan.
Jurnal Nasional
Newton’s Method for Distance Optimization in Firefly Algorithm in Determining Optimum Nutrition for Laying Hens
Burhan, M.S., Utaminingrum, F.
(2017), Journal of Informatics, Control Systems, and Computers No. 1 Vol. 11, pp. 09-14.
Regresi linier berbasis clustering untuk deteksi dan estimasi halangan pada smart wheelchair
Adikara, P. P., Wihandika, R. C. , Utaminingrum, F., Sari, Y. A., Fauzi, M. A., Syauqy, D., Maulana, R.
(2016), Jurnal Ilmiah Teknologi Sistem Informasi No. 2017 Vol. 3, pp. 11- 16.
Aplikasi Mobile Scotect: Aplikasi Deteksi Warna Tanah Dengan Teknologi Citra Digital Pada Android
Utaminingrum, F, Hasan, I, Trisnawati, E, Noviyanti, R, Rivaldi, A
(2016), Jurnal Teknologi Informasi dan Ilmu Komputer No. Vol. 3, pp. 19-26.
Penggunaan Multistage Adaptive Wiener Filter untuk Meningkatkan Kualitas Citra Digital
Utaminingrum, F.
(2007), Jurnal ACADEMIA ISTA No. Vol. , pp. .
Prosiding Nasional
Minimalisasi Derau pada Data Citra Digital dengan metode Minimum Mean Square Error
Utaminingrum, F.
2006. EECCiS. Universitas Brawijaya Malang.
Aplikasi Mikrokontroller AT89C2051 pada Pengukuran Slip Digital untuk Motor Induksi
Utaminingrum, F.
2005. Seminar Nasional Otomasi Gardu Induk. Semarang.
