Samaher Hussein Ali Al-Janabi

​ Samaher Al-Janabi received her BSc, MSc and PhD degrees in Computer Science from Science College, University of Babylon, Iraq. Through her years of study, she specialized in the design, implementation, performance of measurement and intelligent analysis of huge/bigdata, databases. She is a Lecturer in the Departments of Software, Computer and Information Network respectively. Her research interests span topics concerning Artificial Intelligence, Intelligent Data Analysis, Knowledge Discovery in Databases, Soft Computing Techniques and Applications, Data & Graph Mining Techniques (i.e., Clustering, classification, Predication, Optimization and association Rules), Cooperative Computing (cluster, Grid, and Cloud), Internet of things, Mobile Services & Applications. She has published well over Sixty-Nine scientific papers and authored three books; one on new trends of KDD toward intelligent data analysis, and one book on soft computing techniques, while, the third intelligent miner of a huge medical database. She has to get a Patent in 2018 for her’ research under the title” Smart System to Create Optimal Higher Education Environment in Iraq using IDA and IOTs” .and the other patent for research under the title “A novel method to design smart station to Prediction the concentrations of air pollution (PM2.5, PM10, NO2, CO, O3, SO2 ) based on intelligent big data analysis” in 2021. While the third patent for your researcher under the title “An Innovative Model of (UAV-FTMP) captures the Signals of Smart Watches and Smartphones to Finding and Tracking of Missing Persons in Specific Area based on Intelligent Data Analysis and Global Positioning System” in 2021. She is one of four persons on the ACM-W Rising Star Award Selection Committee for the years 2020, 2021 and 2022. also; she gets Honorary Doctorate in the field of Renewable Energy, from Dellford University, United State of America, DR3626, September 2022. She is Top 2% of Scientists in the world in 2022 based on classify of Stanford University, October 2022. She gets the Excellence Award for Arab Women in the Field of Technology and Innovation 2022; Top 2% Scientists in the World 2023 based on classify of Stanford University, October 2023; She gets Award for the best scientific production in leadership and innovation, 2024; She gets Award for the best scientific production in technology and digital transformation; 2024;Top 2% Scientists in the World 2025 based on classify of Stanford University, September 2025; Top 2% Scientists in the World 2026 based on classify of Stanford University, September 2026. She is a reviewer of several local and international journals. For more details see Samaher Al-Janabi Certificates Awards​ L'Oreal–Unesco For Women In Science Levant And Egypt Regional Fellowships2014 International Creative Wissam, 2018 Shield of Creativity and Excellence, Nov 2018 Top reviewers in Cross-Field - September 2019 Top reviewers in Computer Science (Top 1% of reviewers in Computer Science on Publons global reviewer database)- September 2019 Academic Excellence Shield. May 2021 Honorary Doctorate in the field of Renewable Energy, Dellford University, United State of America, DR3626, September 2022 Top 2% Scientists in the World 2022 based on classify of Stanford University, October 2022 Excellence Award for Arab Women in the Field of Technology and Innovation 2022 Top 2% Scientists in the World 2023 based on classify of Stanford University, October 2023 Award for the best scientific production in leadership and innovation, 2024 Award for the best scientific production in technology and digital transformation; 2024 Top 2% Scientists in the World 2024 based on classify of Stanford University, September 2024 The First Prize for the Best Distinguished Scientific Research 2022 in the Iraqi Science Day Award 2024 Top 2% Scientists in the World 2025 based on classify of Stanford University, September 2025 Top 2% Scientists in the World 2026 based on classify of Stanford University, September 2026. Patents Smart System to Create Optimal Higher Education Environment in Iraq Using IDA and IOTs. 2018 A Novel Method to Design Smart Stations to Prediction and Control Concentrations of Air Pollution (PM2.5, PM10, NO2, CO, O3, SO2) Based on Intelligent Big Data Analysis An Innovative Model of (UAV-FTMP) captures the Signals of Smart Watches and Smartphones to Finding and Tracking of Missing Persons in Specific Areas based on Intelligent Data Analysis and Global Positioning System Developed Electronic Sterilization System (S- Vehicle) Managed Remotely for Epidemic Areas by Virus Covid-19 Using an innovative vehicle March by smartphones [under evaluation] Smart Micro-Grid Model to Generated Renewable Energy Based on Embedded Intelligent and FPGA [under evaluation] Peer review (1646 reviews for 130 publications/grants) Review activity for ACM transactions on sensor networks. (1) Review activity for Al-Nahrain journal of science. (1) Review activity for Alexandria Engineering Journal (10) Review activity for Alexandria Engineering Journal. (9) Review activity for Applied artificial intelligence : (1) Review activity for Applied intelligence. (6) Review activity for Applied intelligence. (10) Review activity for Applied sciences. (4) Review activity for Applied soft computing. (21) Review activity for Applied soft computing. (9) Review activity for Archives of Environmental Protection. (1) Review activity for Artificial intelligence in medicine. (1) Review activity for Artificial intelligence review. (2) Review activity for Artificial intelligence review. (1) Review activity for Atmospheric pollution research journal. (6) Review activity for Automatika. (1) Review activity for Biomedical signal processing and control. (11) Review activity for Biomedical signal processing and control. (11) Review activity for Biotechnology & Biotechnological Equipment. (1) Review activity for BMC medical informatics and decision making (125) Review activity for Chemical physics letters. (5) Review activity for Chemometrics and intelligent laboratory systems. (1) Review activity for Chemometrics and intelligent laboratory systems. (1) Review activity for Cluster computing. (61) Review activity for Cluster computing. (22) Review activity for Computer modeling in engineering & sciences (1) Review activity for Computer networks. (5) Review activity for Computer networks. (5) Review activity for Computers & electrical engineering. (5) Review activity for Computers. (2) Review activity for Concurrency and computation. (2) Review activity for Cybernetics and systems. (2) Review activity for Drugs & therapy perspectives (3) Review activity for e-Prime, advances in electrical engineering, electronics and energy. (12) Review activity for Egyptian Informatics Journal (9) Review activity for Egyptian Informatics Journal. (3) Review activity for Electronics. (5) Review activity for Energies. (1) Review activity for Energy science & engineering. (1) Review activity for Engineering applications of artificial intelligence. (2) Review activity for Engineering applications of artificial intelligence. (19) Review activity for Engineering optimization. (1) Review activity for Environmental science and pollution research international (28) Review activity for Environmental science and pollution research international (7) Review activity for Evolutionary intelligence. (12) Review activity for Evolutionary intelligence. (36) Review activity for IEEE access : (2) Review activity for IEEE internet of things journal. (2) Review activity for IEEE sensors journal. (3) Review activity for IEEE systems journal. (1) Review activity for IEEE transactions on fuzzy systems : (1) Review activity for IEEE transactions on industrial informatics. (1) Review activity for IEEE/ACM transactions on computational biology and bioinformatics. (2) Review activity for IET renewable power generation. (1) Review activity for Information sciences. (53) Review activity for Information sciences. (15) Review activity for Information security journal. (2) Review activity for Information. (2) Review activity for Interactive learning environments. (2) Review activity for International journal of ambient energy. (1) Review activity for International journal of cloud computing. (2) Review activity for International journal of computational intelligence systems. (44) Review activity for International journal of computers & applications. (1) Review activity for International Journal of Computing and Digital Systems. (1) Review activity for International journal of e-business research. (3) Review activity for International journal of environmental science and technology. (3) Review activity for International journal of environmental science and technology. (5) Review activity for International journal of information technology & decision making. (2) Review activity for International journal of sensors, wireless communications and control. (3) Review activity for Journal in computer virology. (4) Review activity for Journal of algorithms & computational technology (1) Review activity for Journal of ambient intelligence & humanized computing (7) Review activity for Journal of ambient intelligence and humanized computing. (21) Review activity for Journal of chemical information and modeling. (1) Review activity for Journal of chemical information and modeling. (2) Review activity for Journal of chemometrics. (1) Review activity for Journal of computational design and engineering (1) Review activity for Journal of computer virology and hacking techniques. (4) Review activity for Journal of information & knowledge management. (1) Review activity for Journal of information security and applications. (10) Review activity for Journal of intelligent manufacturing. (7) Review activity for Journal of intelligent manufacturing. (14) Review activity for Journal of King Saud University. Computer and information sciences. (1) Review activity for Journal of Molecular Biology. (2) Review activity for Journal of network and computer applications. (33) Review activity for Karbala international journal of modern science. (2) Review activity for Kybernetes. (5) Review activity for Maǧallaẗ al-abḥāṯ al-handasiyyaẗ. (1) Review activity for Mathematical problems in engineering. (2) Review activity for Maǧallaẗ al-abḥāṯ al-handasiyyaẗ. (1) Review activity for Measurement. (7) Review activity for Measurement. (4) Review activity for Microelectronics. (1) Review activity for Microsystem technologies. (3) Review activity for Microsystem technologies. (3) Review activity for Molecular and cellular probes (5) Review activity for Molecular and cellular probes. (5) Review activity for Multimedia tools and applications. (8) Review activity for Multimedia tools and applications. (2) Review activity for Neural computing & applications. (7) Review activity for Neural computing & applications. (10) Review activity for Neurocomputing. (18) Review activity for Neurocomputing. (69) Review activity for Pervasive and mobile computing. (1) Review activity for Pervasive and mobile computing. (4) Review activity for PloS one. (8) Review activity for Processes (1) Review activity for Qeios. (1) Review activity for Recent patents on computer science. (5) Review activity for Results in engineering. (27) Review activity for Revista internacional de métodos numéricos para cálculo y diseño en ingeniería (1) Review activity for Scientific African. (1) Review activity for Smart health (2) Review activity for Smart health. (2) Review activity for Smart learning environments. (7) Review activity for Soft computing. (57) Review activity for Soft computing. (325) Review activity for Software, practice & experience. (2) Review activity for Sustainable cities and society. (36) Review activity for Sustainable cities and society. (7) Review activity for Sustainable computing. (2) Review activity for Sustainable computing. (2) Review activity for Symmetry. (1) Review activity for The International journal of computational intelligence systems. (78) Review activity for The journal of supercomputing. (117) Review activity for The journal of supercomputing. (36) Review activity for Transactions. (1) Review activity for Wireless communications and mobile computing (2) Review activity for Wireless networks. (14) Review activity for Wireless networks. (8) ​ Books Samaher Hussein Ali, “A New Trend of Knowledge Discovery toward Intelligent Data Analysis”. Published in 2013. ISBN 978-3-659-40188-6. Samaher Hussein Ali , “Design a Software for a classify objects for Air Photos and Satellite Images”. Related to M.Sc. Thesis, 2013. ISBN: 978-3-659-44919-2. Samaher Hussein Ali, “Design an Intelligent Miner for Huge Medical Databases”. Related to Ph.D Thesis, Published in 2016. , ISBN:978-3-8484-0345-5. ​ Chapters in Books ​ Samaher Al-Janabi, Ayad Alkaim, Noora Al-Janabi, Ameer Majed, (2023), AI Technique from Type CN2 Rule Induction for Industry 4.0 with Healthcare Problem, Concepts of Artificial Intelligence and its Application in Modern Healthcare Systems, Publisher Taylor & Francis Group Samaher Al-Janabi, (2023), New Trends of Edge Computing Techniques for Trusting Analysis of Networks. Handbook of Research on Quantum Computing for Smart Environments, DOI: 10.4018/978-1-6684-6697-1.ch020 S Al-Janabi, Hadder Majed, Saif Mohammad, (2022); One step to enhancing the performance of XGBoost through GSK for prediction ethanol, ethylene, ammonia, acetaldehyde, acetone, and toluene; Elsevier: Data Science for Genomics. https://doi.org/10.1016/B978-0-323-98352-5.00011-2, Pages 196-221 Al-Janabi S., Al-Janabi Ihab, Al-Janabi Noora, (2022) Analysis of the structural, electronic and effect of light on PIN photodiode achievement through SILVACO software: a case study; Elsevier: Data Science for Genomics. https://doi.org/10.1016/B978-0-323-98352-5.00003-3 Samaher Al-Janabi, Ayad Alkaim, G AL-Taleby, (2022), Triple Steps for Verifying Chemical Reaction Based on Deep Whale Optimization Algorithm (VCR-WOA),. Recurrent Neural Networks (1st ed.). CRC Press. https://doi.org/10.1201/9781003307822 Samaher Al-Janabi, Ayad Alkaim, (2022), An Innovative Electronic Sterilization System (S-Vehicle, NaOCI.5H2O and CeO2NP), Recurrent Neural Networks (1st ed.), Taylor & Francis Group, DOI: 10.1201/9781003307822-22 Samaher Al-Janabi, Ayad Alkaim, Al-Barmani Zuhra, (2022), Developing Hybrid Machine Learning Techniques to Forecast the Water Quality Index (DWM-Bat & DMARS), Recurrent Neural Networks (1st ed.), Taylor & Francis Group; DOI: 10.1201/9781003307822-8 Al-Janabi S., Alkaim A.F. (2021) A Comparative Analysis of DNA Protein Synthesis for Solving Optimization Problems: A Novel Nature-Inspired Algorithm. In: AbrahamA., Sasaki H., Rios R., Gandhi N., Singh U., Ma K. (eds) Innovations in Bio-InspiredComputing and Applications. IBICA 2020. Advances in Intelligent Systems and Computing, vol 1372. Springer, Cham. https://doi.org/10.1007/978-3-030-73603-3_1 Al-Janabi S., Kadhum G. (2021) Synthesis Biometric Materials Based on Cooperative Among (DSA, WOA and gSpan-FBR) to Water Treatment. In: Abraham A.et al. (eds) Proceedings of the 12th International Conference on Soft Computing andPattern Recognition (SoCPaR 2020). SoCPaR 2020. Advances in Intelligent Systems and Computing, vol 1383. Springer, Cham. https://doi.org/10.1007/978-3-030-73689-7_3 Al-Barmani Z., Al-Janabi S. (2021) Intelligent Data Mining Techniques toVerification of Water Quality Index. In: Abraham A., Hanne T., Castillo O., Gandhi N.,Nogueira Rios T., Hong TP. (eds) Hybrid Intelligent Systems. HIS 2020. Advances in Intelligence Systems and Computing, vol 1375. Springer, Cham.https://doi.org/10.1007/978-3-030-73050-5_58 Salman A.H., Al-Janabi S. (2021) Scheduling Activities of Smart Phone and SmartWatch Based on Optimal Pattern Model (SA-OPM). In: Abraham A., Sasaki H., RiosR., Gandhi N., Singh U., Ma K. (eds) Innovations in Bio-Inspired Computing and Applications. IBICA 2020. Advances in Intelligent Systems and Computing, vol 1372.Springer, Cham. https://doi.org/10.1007/978-3-030-73603-3_15 Kadhum G., Al-Janabi S. (2021) Design Guide Prediction Model for the LegalInteractions (GPM-LI). In: Abraham A., Hanne T., Castillo O., Gandhi N., NogueiraRios T., Hong TP. (eds) Hybrid Intelligent Systems. HIS 2020. Advances in IntelligentSystems and Computing, vol 1375. Springer, Cham. https://doi.org/10.1007/978-3-030-73050-5_4 A. F. Alkaim and S. Al_Janabi, Multi Objectives Optimization to Gas FlaringReduction from Oil Production, Springer, Book: Big Data and NetworksTechnologies, LNNS 81, pp. 117–139, 2020. https://doi.org/10.1007/978-3-030-23672-4_10 S. Al_Janabi and F. Razaq, A Novel Tool DSMOTE to Handle Imbalance CustomerChurn Problem in Telecommunication Industry, Springer, Book: Big Data andNetworks Technologies, pp. 36–50, 2020. https://doi.org/10.1007/978-3-030-23672-4_4 S. Al_Janabi , Ali Yaqoob, and Mustafa Mohammad, Pragmatic Method Based onIntelligent Big Data Analytics to Prediction Air Pollution, Springer, Book: Big Data andNetworks Technologies, LNNS 81, pp. 84–109, 2020. https://doi.org/10.1007/978-3-030-23672-4_8 S. Al_Janabi and N. Kadiam, Recommendation System of Big Data Based onPageRank Clustering Algorithm, Springer, Book: Big Data and NetworksTechnologies, LNNS 81, pp. 142–164, 2020. https://doi.org/10.1007/978-3-030-23672-4_12 S. Al_Janabi, M. Abed Salman , and M. Mohammed, Pragmatic Text MiningMethod to Find the Topics of Citation Network, Springer, Book: Big Data andNetworks Technologies, LNNS 81, pp. 190–205, 2020. DOI:https://doi.org/10.1007/978-3-030-23672-4_15 S. Al_Janabi and N. Y. Hussein, The Reality and Future of the Secure MobileCloud Computing (SMCC): Survey, Springer, Book: Big Data and NetworksTechnologies, LNNS 81, pp. 231–261, 2020. https://doi.org/10.1007/978-3-030-23672-4_18 S. Al_Janabi, S. Alhashmi, and Z. Adel, Design (More-G) Model Based onRenewable Energy & Knowledge Constraint, Springer, Book: Big Data and NetworksTechnologies, LNNS 81, pp. 271–295, 2020. https://doi.org/10.1007/978-3-030-23672-4_20 M. A. Mahdi and S. Al_Janabi, A Novel Software to Improve Healthcare Base on Predictive Analytics and Mobile Services for Cloud Data Centers, Springer, Book: BigData and Networks Technologies, LNNS 81, pp. 320–339, 2020.https://doi.org/10.1007/978-3-030-23672-4_23 Al-Janabi, S., Fatima Razaq, Intelligent Big Data Analysis to Design SmartPredictor for Customer Churn in Telecommunication Industry. Springer, Book: "Studies in BIG Data", Big Data and Smart Digital Environment pp 246-272, volume53, 2018. DOI: https://doi.org/10.1007/978-3-030-12048-1_26 Al-Janabi, S., Mahdi Abed Salman and Maha Mohammad, Multi-level Network Construction Based on Intelligent Big Data Analysis. Springer, Book: "Studies in BIGData", Big Data and Smart Digital Environment pp 102-118, volume 53,2018. DOI:https://doi.org/10.1007/978-3-030-12048-1_13 Al-Janabi, S., Pragmatic Miner to Risk Analysis for Intrusion Detection (PMRA-ID), Springer, Book: Soft Computing in Data Science. , pp 263-277, vol 788. DOI:https://doi.org/10.1007/978-981-10-7242-0_23 Publications in Journals ​ Al-Jibory, D., & Al-Janabi, S. (2026). From Centralized Grids to Intelligent Energy Ecosystems: A Privacy-Preserving Federated Reinforcement Learning Architecture for Autonomous Renewable Energy Forecasting and Surplus Management. Results in Engineering, 112085. Al-Jbory, D., & Al-Janabi, S. (2026). Privacy-preserving Photovoltaic Power Forecasting Using PCA-enhanced Federated LSTM Networks for Distributed Renewable Energy Systems. International Journal of Intelligent Engineering & Systems, 19(9), 645. Al-Janabi, S., & Seyhood, N. G. (2024). Optimizing UAV Performance with IoT and Fuzzy Linear Fractional Transportation Models. Results in Engineering, 103306. Zainab Al-Ibraheemi, Samaher Al-Janabi, (2024), Sustainable energy: Advancing wind power forecasting with grey wolf optimization and GRU models, Results in Engineering, Volume 24, 102930, https://doi.org/10.1016/j.rineng.2024.102930. Mahdi M.A.,Salman, M.A. & Al-Janabi, S. NDDLM-SCTSI: a novel method for assessing node trustworthiness for trust management and analysis in online social network. Int. j. inf. tecnol. (2024). https://doi.org/10.1007/s41870-024-02161-w Salman, M.A., Mahdi, M.A. & Al-Janabi, S. A GMEE-WFED System: Optimizing Wind Turbine Distribution for Enhanced Renewable Energy Generation in the Future. Int J Comput Intell Syst 17, 5 (2024). https://doi.org/10.1007/s44196-023-00391-7 Abed Salman, M., Al-Janabi, S. Creating a cutting-edge neurocomputing model with high precision. Discov Artif Intell 4, 16 (2024). https://doi.org/10.1007/s44163-023-00095-z S. Al-Janabi and Z. . A. Kadhuim, “More-SPEED: Enhancing Protein Activity Prediction from DNA Sequences”, Iraqi Journal For Computer Science and Mathematics, vol. 4, no. 4, pp. 43–62, Oct. 2023. Al-Janabi, S., Mohammed, G. An intelligent returned energy model of cell and grid using a gain sharing knowledge enhanced long short-term memory neural network. J Supercomput (2023). https://doi.org/10.1007/s11227-023-05609-1 S. Al-Janabi, G. . S. Mohammed, and T. . Abbas, “Main challenges (generation and returned energy) in a deep intelligent analysis technique for renewable energy applications”., Iraqi Journal For Computer Science and Mathematics, vol. 4, no. 3, pp. 34–47, Jun. 2023. Samaher Al-Janabi., Zainab Al-Janabi,(2023) Development of deep learning method for predicting DC power based on renewable solar energy and multi-parameters function, Neural Computing and Applications https://doi.org/10.1007/s00521-023-08480-6. Impact factor 5.130 Al-Janabi, S., Al-Barmani, Z. (2023) Intelligent multi-level analytics of soft computing approach to predict water quality index (IM12CP-WQI). Soft Comput. https://doi.org/10.1007/s00500-023-07953-z. Impact factor 3.643 Zena A. Kadhuim, Samaher Al-Janabi, (2023) Intelligent deep analysis of DNA sequences based on FFGM to enhancement the performance and reduce the computation, Egyptian Informatics Journal, Volume 24, Issue 2, Pages 173-190, https://doi.org/10.1016/j.eij.2023.02.004. Impact factor 4.195 Samaher Al-Janabi, Ayad Alkaim, (2022), A novel optimization algorithm (Lion-AYAD) to find optimal DNA protein synthesis, Egyptian Informatics Journal, Volume 23, Issue 2, Pages 271-290, https://doi.org/10.1016/j.eij.2022.01.004. Impact factor 4.195 Zena A. Kadhuim, Samaher Al-Janabi, (2022), Codon-mRNA prediction using deep optimal neurocomputing technique (DLSTM-DSN-WOA) and multivariate analysis, Results in Engineering, https://doi.org/10.1016/j.rineng.2022.100847. Rahmad Syah, John William Grimaldo Guerrero, Andrey Leonidovich Poltarykhin, Wanich Suksatan, Surendar Aravindhan, Dmitry O. Bokov, Walid Kamal Abdelbasset, Samaher Al-Janabi, Ayad F. Alkaim, Dmitriy Yu. Tumanov, (2022), Developed teamwork optimizer for model parameter estimation of the proton exchange membrane fuel cell, Energy Reports, Volume 8, Pages 10776-10785, https://doi.org/10.1016/j.egyr.2022.08.177. Ghada S. Mohammed, Samaher Al-Janabi, (2022), An innovative synthesis of optimization techniques (FDIRE-GSK) for generation electrical renewable energy from natural resources, Results in Engineering, Volume 16, https://doi.org/10.1016/j.rineng.2022.100637. Budi, Hendrik Setia, Elveny, Marischa, Zhuravlev, Pavel, Jalil, Abduladheem Turki, Al-Janabi, Samaher, Alkaim, Ayad F., Saleh, Marwan Mahmood, Shichiyakh, Rustem Adamovich and Sutarto, (2022). "Development of an Adaptive Genetic Algorithm to Optimize the Problem Of Unequal Facility Location" Foundations of Computing and Decision Sciences, vol.47, no.2, pp.111-125. https://doi.org/10.2478/fcds-2022-0006 Noer, Zulhery, Elveny, Marischa, Jalil, Abduladheem Turki, Iswanto, A. Heri, Al-Janabi, Samaher, Alkaim, Ayad F., Mullagulova, Gulnara, Nikolaeva, Natalia and Shichiyakh, Rustem Adamovich.(2022), "A New Model for Scheduling Operations in Modern Agricultural Processes" Foundations of Computing and Decision Sciences, vol.47, no.2, pp.151-161. https://doi.org/10.2478/fcds-2022-0008 S Al-Janabi, Ayad Alkaim, Ahmed R, (2022), An alternative technique to reduce time, cost and human effort during natural or manufactured disasters, International Journal of Robotics and Automation Al-anabi, S., Alkaim, A., Al-Janabi, E. et al. Intelligent forecaster of concentrations(PM2.5, PM10, NO2,CO, O3, SO2) caused air pollution (IFCsAP). Springer, NeuralComput & Applic (2021). https://doi.org/10.1007/s00521-021-06067-7.Impactfactor 5.573 S. Al-Janabi and A. H. Salman, Sensitive integration of multilevel optimizationmodel in human activity recognition for smartphone and smartwatch applications, inBig Data Mining and Analytics, vol. 4, no. 2, pp. 124-138, June 2021, doi:10.26599/BDMA.2020.9020022. Al-Janabi, S., Alkaim, A.F. & Adel, Z. An Innovative synthesis of deep learningtechniques (DCapsNet & DCOM) for generation electrical renewable energy from windenergy. Springer, Soft Comput (2020). https://doi.org/10.1007/s00500-020-04905-9.Impact factor 3.643 Al-Janabi, S., Mohammad, M. & Al-Sultan, A. A new method for prediction of airpollution based on intelligent computation. Springer, Soft Comput (2020).https://doi.org/10.1007/s00500-019-04495-1. Impact factor 3.643 Al-Janabi, S. & Alkaim, A.F. A nifty collaborative analysis to predicting a novel tool(DRFLLS) for missing values estimation. Springer, Soft Comput (2020).https://doi.org/10.1007/s00500-019-03972-x. Impact factor 3.643 Indah Raya, Tzu-Chia Chen, Sigiet Haryo Pranoto, A Surendar, Anatolij Sergeevich Utyuzh, Samaher Al-Janabi, Ayad F Alkaim, Nguyen Tan Danh, Yasser Fakri Mustafa,(2021), Role of Si Minor Addition on Glass Formation and Flow Stress Characteristics of a Zr-Based Metallic Glass, Journal Materials Research. Agus Dwi Anggono, Maksim Rebezov, Sergey Mironov, Lakshmi Thangavelu, Surendar Aravindhan, Aseel Mushtak Aljeboree, Samaher Al-Janabi, Nour Abd Alrazzak, Ayad Fadhil Alkaim, Walid Kamal Abdelbasset,(2022), Fruit preservation packaging technology based on air adjustment packaging method, Food Science and Technology Al_Janabi, S., Mahdi M. A., Evaluation prediction techniques to achievement anoptimal biomedical analysis, Applied Soft Computing for Optimisation and ParallelApplications, Inderscience, International Journal of Grid and Utility Computing,2019, DOI: 10.1504/IJGUC.2019.10020511 S. Al-Janabi and A. H. Salman, "Sensitive integration of multilevel optimization model in human activity recognition for smartphone and smartwatch applications," in Big Data Mining and Analytics, vol. 4, no. 2, pp. 124-138, June 2021, doi: 10.26599/BDMA.2020.9020022. Al_Janabi, S., Ibrahim Al_Shourbaji, Mahdi A. Salma, Assessing the Suitability ofSoft Computing Approaches for Forest Fires Prediction, Elsevier, Applied Computingand Informatics, Volume 14, Issue 2, July 2018,PP 214-224 ISSN 2210-8327,https://doi.org/10.1016/j.aci.2017.09.006. URL:http://www.sciencedirect.com/science/article/pii/S2210832717301539 Al_Janabi, S. , Smart System to create Optimal Higher Education Environmentusing IDA and IOTs, International Journal of Computers and Applications, Taylor &Francis, 2018. Doi: 10.1080/1206212X.2018.1512460 Ibrahim Al-Shourbaji, Al-Janabi, S., Intrusion Detection and Prevention Systemsin Wireless Networks, Kurdistan Journal for Applied Research,http://kjar.spu.edu.iq/index.php/kjar/article/view/117/99 Samaher Al-Janabi, Mahdi Abad Salman, Digital Video Scenes Recognition usingMijn-EA and Learning Vector Quantization Network, Journal of BabylonUniversity/Pure and Applied Sciences/ No.(9)/ Vol.(24), 2016 Samaher Al-Janabi, Ibrahim Al-Shourbaji, Mohammad Shojafar, ShahaboddinShamshirband, Survey of main challenges (security and privacy) in wireless body area networks for healthcare applications, Elsevier, Egyptian Informatics Journal. ImpactFactor 3.943 Samaher Al-Janabi, Ibrahim Al Shourbaji, “A Study of Cyber Security Awareness in Educational Environment in the Middle East”, Journal of Information &Knowledge Management Vol. 15, No. 01, 1650007 (2016). DOI:10.1142/S0219649216500076 Shaik Shakeel Ahamad, Ibrahim Al-Shourbaji, Samaher Al-Janabi, “A secure NFC mobile payment protocol based on biometrics with formal verification”, International Journal of Internet Technology and Secured Transactions (IJITST), Vol. 6, No. 2, 2016. Samaher Al-Janabi, Sarvesh Rawat, Ahmed Patel, and Ibrahim Al Shourbaji,.“Design and Evaluation of a Hybrid System to Detection and Prediction of Faults inTransformer”, Elsevier. International Journal of Electrical Power & EnergySystems, Volume 67, May 2015, Pages 324-335, doi.org/10.1016/j.ijepes.2014.12.005. Impact factor 4.630 Samaher Al-Janabi and Hayder Fatlawi, A Nifty and Accuracy Architecture of New Prediction Model to Improve Predictive Analytics in Healthcare, European Journal of Scientific Research, Vol(133), PP(66-85) Ahmed Patel, Samaher Al-Janabi, IbrahimAl Shourbaji and Jens Myrup “A NovelMethodology towards a Trusted Environment in Mashup Web Applications”, Elsevier. Computers & Security Volume 49, March 2015, Pages 107-122, doi:10.1016/j.cose.2014.10.009. Impact factor 4.438 Samaher Al-Janabi and Hayder Fatlawi” Integrated Prediction Model for Huge\BigHealthcare Database, Journal of Babylon University/Pure and Applied Sciences/ No.(5)/ Vol.(24): 2016 Samaher Al_janabi, “A Novel Agent-DKGBM Predictor for Business Intelligenceand Analytics toward Enterprise Data Discovery”, Journal of Babylon University/Pureand Applied Sciences/ No.(2)/ Vol.(23): 2015 IbrahimAl Shourbaji ,Ahmed Patel, and Samaher Al-Janabi “ “Enhance BusinessPromotion for Enterprises with Mashup Technology”, Middle East Journal of ScientificResearch 12/2014; 22(2):291-299. DOI: 10.5829/idosi.mejsr.2014.22.02.21870 Kenan Kalajdzic, Samaher Hussein Ali and Ahmed Patel, “Rapid LosslessCompression of Short Text Messages”, Elsevier. Computer Standards &Interfaces, Volume 37, January 2015, Pages 53-59, doi:10.1016/j.csi.2014.05.005, Impact factor 2.441 Ghaidaa Al-sultany and Samaher Hussein Ali “Aggregating Similarity Measuresbased Ontology on Document Retrieval”. Babylon University journal, No 17, Issue 22,No. 8, ISSN: 19920652, 2013. Samaher Hussein Ali, Hawra S. And Ghaidaa Al-Sultany “Suggest ClusteringAlgorithm For Features Analysis Of X-Ray Images”. Journal Of International AcademicResearch For Multidisciplinary (JIARM), Vol. 1 (06), 2013, ISSN 3202-5083 Samaher Hussein Ali and Abbas M. AL-Bakry ,” Genetic Programming DataConstruction Method to Handle Data Scarcity Problem“, International Journal ofAdvancements in Computing Technology, 2010 Samaher Hussein Ali, Design Robotic to Detonation Exothermal Discovery,Babylon University Journal. Samaher Hussein Ali , Contraction Robots of control systems for differentpurposes, Babylon University Journal.2009. Sattar B. Sadkhn, Samaher Hussein Ali, Ibtisam A. Rasheed, Design andImplementation Salinity Map of a Specific Area Using Mathematical Equations andGenetic Algorithm, Babylon University Journal,2008 . Tawfiq A. Abbas, Samaher Hussein Ali, Wafaa H. Al-Marsomi, Hybrid System toMoving Object Identification in Digital Video Clip, AL-qadisiya University Journal,2008. Samaher Hussein Ali, Evolving Optimal Bayesian Neural Network Using BreederGenetic Programming to Acoustic Radar Pattern Identification ,Journal of BabylonUniversity, 4 (14), Pages:30-41. 2007. ISSN: 19920652. http://www.iasj.net/iasj?func=fulltext&aId=38686 ​ Publications in Conferences ​ Braheemi, Z. A., & Al-Janabi, S. (2024). Uniting Optimization and Deep Learning for Complex Problem Solving: A Comprehensive. Intelligent Systems Design and Applications: Industrial Applications, Volume 6, 6, 91. S. Al-Janabi, "Overcoming the Main Challenges of Knowledge Discovery through Tendency to the Intelligent Data Analysis," 2021 International Conference on Data Analytics for Business and Industry (ICDABI), 2021, pp. 286-294, doi: 10.1109/ICDABI53623.2021.9655916. Al-Janabi, S., Salman, A.H. (2022). Optimization Model of Smartphone and Smart Watch Based on Multi Level of Elitism (OMSPW-MLE). In: Misra, S., Kumar Tyagi, A., Piuri, V., Garg, L. (eds) Artificial Intelligence for Cloud and Edge Computing. Internet of Things. Springer, Cham. https://doi.org/10.1007/978-3-030-80821-1_7 Ghada S Mohamme, Samaher Al-Janabi, (2022), A comprehensive study and understanding -A Neurocomputing prediction techniques in renewable energies, Springer, the 22nd International Conference on Hybrid Intelligent Systems (HIS 2022) Zena A Kadhuim, Samaher Al-Janabi,(2022), Prediction Type of Codon Effect in each Disease based on Intelligent Data Analysis Techniques, Springer, the 22nd International Conference on Hybrid Intelligent Systems (HIS 2022) Hadeer Majed, Samaher Al-Janabi and Saif Alalak, (2022), Hybridized Deep Learning Model with Optimization algorithm: A novel methodology for prediction of Natural Gas, Springer, the 22nd International Conference on Hybrid Intelligent Systems (HIS 2022) Samaher Al-Janabi and Zahraa Al-Barmani, (2022), Intelligent Multi-level Analytics Approach to Predict Water Quality Index, Springer, the 22nd International Conference on Hybrid Intelligent Systems (HIS 2022) Ihab, Al-Janabi, Al-Janabi S, (2022), Building Integrated System to Generation Dc- Power Based on Renewable Energy, CRC Press, Taylor & Francis, Recent Advances in Materials,Manufacturing and Machine Learning-2022 Ihab, Al-Janabi, Al-Janabi S, (2022), Smart Micro-Grid Model to Generated Renewable Energy Based on Embedded Intelligent and FPGA, CRC Press, Taylor & Francis, Recent Advances in Materials,Manufacturing and Machine Learning-2022 Z, Al-Janabi, Al-Janabi S, (2022), An Innovative Predictor (ZME-DEI) for Generation Electrical Renewable Energy from Solar Energy, CRC Press, Taylor & Francis, Recent Advances in Materials,Manufacturing and Machine Learning-2022 Hadeer Majed, Samaher Al-Janabi, Saif Alalak, (2022), New Tool (DGSK-XGB) for Forecasting Multi Types of Gas (T2E3A) Based on Intelligent Analytics, CRC Press, Taylor & Francis, Recent Advances in Materials,Manufacturing and Machine Learning-2022 Nawras Hussein, Samaher Al-Janabi,(2022), Applications of Neurocomputing (KC LSTM) in prediction fire A comprehensive study and understanding, IEEE, International Conference on Communication & Information Technologies (IICCIT) Zainab Al-Janabi, Samaher Al-Janabi,(2022), An Efficient Predictor of Renewable Energy Based on Deep Learning Technique (DGBM) and Multi-Objectives Optimization Function, IEEE; International Conference on Communication & Information Technologies (IICCIT) S. Al-Janabi and N. K., "Intelligent Computation to build a Novel Recommender ofProducts through (PageRank-Clustering and DgSpan- FBR)," IEEE,, 2020International Conference on Decision Aid Sciences and Application (DASA), Sakheer,Bahrain, 2020, pp. 547-554, doi: 10.1109/DASA51403.2020.9317269. S. Al-Janabi and E. Alwan, Soft Mathematical System to Solve Black Box ProblemThrough Development the FARB Based on Hyperbolic and Polynomial Functions,IEEE, The 10th International Conference on the Developments in eSystemsEngineering (DeSe 2017), 2017 in Paris, France. DOI: 10.1109/DeSE.2017.23 S. Al-Janabi, I. Al-Shourbaji, M. Shojafar and M. Abdelhag, Mobile Cloud Computing: Challenges and Future Research Directions, IEEE, The 10th InternationalConference on the Developments in eSystems Engineering (DeSe 2017), 2017 inParis, France. DOI: 10.1109/DeSE.2017.21 S. A-Janabi, I. Al-Shourbaji, Cooperative Methodology to Generate a New Schemefor Cryptography, the 3rd International Congress on Technology, Communication and Knowledge (ICTCK 2016). S. l-Janabi, I. Al-Shourbaji, A Smart and Effective Method for Digital VideoCompression, IEEE. Scienes of Electronics, Technologies of Information andTelecommunications (SETIT 2016). DOI: 10.1109/SETIT.2016.7939927 S. Al-Janabi, I. Al-Shourbaji, A Hybrid Image steganography Method based onGenetic Algorithm. IEEE. Sciences of Electronics, Technologies of Information andTelecommunications (SETIT 2016). DOI: 10.1109/SETIT.2016.7939903 Ibrahim AlShourbaji, Samaher Al-Janabi, Wan Khairuzzaman Wan Ismail, SophiaAlim, Mohammed Abdelhag, “Online Social Networks in academia: A Review ofApplications and Issues” Second International Engineering Conference OnDevelopments in Civil & Computer Engineering Applications 2016. Samaher Al-Janabi, Ahmed Patel, Hayder Fatlawi, Ibrahim AlShourbaji, KenanKalajdzic. “Empirical Cloud Computing Models for Exploring the Capabilities of Rapid& Accuracy Predictions in Data Mining Tasks”,IEEE, First International Conference onKnowledge, Information and Software Engineering (ICKIS 2014). DOI:10.1109/ICTCK.2014.7033495 Samaher Hussein Ali, Ahmed Patel, Ehab Hussein Ali,” Design andImplementation of a Meta Knowledge System (MKS)” , First International Scientific conference, Cihan University, Erbil , Kurdistan Region , Iraq, 2014. Samaher Hussein Ali, “Novel Methodology for Generating the Key of StreamCipher System Using RF of DM Algorithm “. IEEE, the Sixth International Conferenceon Developments in eSystems Engineering (DeSE 2013). 2013, DOI:10.1109/DeSE.2013.54 Samaher Hussein Ali, "A Novel Tool (FP-KC) for Handle the Three MainDimensions Reduction and Association Rule Mining" IEEE, in the 6th InternationalConference: Sciences of Electronic, Technologies of Information andTelecommunications March 21-24, 2012. Page(s): 951 – 961, DOI :10.1109/SETIT.2012.6482042 Samaher Hussein Ali, "Miner for OACCR: Case of Medical Data Analysis inKnowledge Discovery". IEEE, in the 6th International Conference: Sciences ofElectronic, Technologies of Information and Telecommunications March 21-24, 2012.Page(s): 962 – 975, DOI : 10.1109/SETIT.2012.6482043 Samaher Hussein Ali,” "Handle Black Box Problem of KDD System ThroughDesign Mathematical Models", USA. The International Conference on Design andModeling in Science, Education, and Technology (DeMset 2011). Abbas M., Samaher Hussein Ali, Verification of ISO in Engineering and EducationUsing Matrix Structural Analysis and Petri Net, IEEE ,The 5th International Conferenceon Networked Computing and Advanced Information Management (NCM2009); Abbas M. and Samaher Hussein Ali, Evolving Neuro-Fuzzy Rule Generation:Survey in Data Mining of Medical Diagnose Framework, IEEE, The 2nd InternationalConference: E-MEDICAL SYSTEMS (E-Medisys 2008). Samaher Hussein Ali, Muhannad M. Al-Yasiry, Soft Computing Techniques toExtraction Knowledge of Cardiac SPECT Diagnosis, IEEE ,The 2nd InternationalConference: E-MEDICAL SYSTEMS (E-Medisys 2008). Samaher Hussein Ali , Designing a Software for Knowledge Discovery inDatabase Using Data Mining and Soft Computing Techniques. IEEE, The 2ndInternational Conference: E-MEDICAL SYSTEMS (E-Medisys 2008), 2008. Nabeel H. Kaghad and Samaher Hussein Ali, Generating Rules from TrainedNeural Network using FCM for Satellite Images Classification, IEEE, SETIT 2007, 4rthInternational Conference: Sciences of Electronic, Technologies of Information andTelecommunications, March 25-29, 2007 – TUNISIA. Tawfiq A. Abbas, Samaher Hussein Ali, Israa Hadi Ali, Object OrientedClassification of Forest Images using Soft Computing Approach, IEEE, SETIT 2007,4rth International Conference: Sciences of Electronic, Technologies of Information andTelecommunicationsMarch 25292007TUNISIA, Telecommunications, March 25-29, 2007 – TUNISIA. Mahdi A. and Samaher Hussein Ali, Knowledge Discovery in Data Mining usingFuzzy C-Means Model and Genetic Programming, IEEE, SETIT 2007, 4rthInternational Conference: Sciences of Electronic, Technologies of Information andTelecommunications, March 25-29, 2007 –TUNISIA. Nbeel H. Kaghad, Tawfiq A. Abbas and Samaher Hussein Ali," Design andImplementation of classification system for Satellite Image Based on Soft ComputingTechnique, IEEE, Satellite Workshop:" Remote Sensing: New Trends & applications",Pages:340-436., 2006. DOI: 10.1109/ICTTA.2006.1684408 Samaher Hussein Ali, Eman S. Al-Shamery, Phonemes Recognition of SpeechUsing Breeder Genetic Algorithm and Genetic Algorithm, The first scientific conferenceof college of science; 2008.