Fatima Rani
Wissenschaftliche Mitarbeiterin
NameEngr. Fatima Rani (M.Sc. SWE)
ecoKI + Data Science + edge-MLOps
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Zertifikat der DFN-PKI für verschlüsselte E-Mails.
Professur für Prozessleittechnik Arbeitsgruppe Systemverfahrenstechnik
Professur für Prozessleittechnik Arbeitsgruppe Systemverfahrenstechnik
Besuchsadresse:
Barkhausenbau, E 16 Helmholtzstraße 18
01069 Dresden
Sprechzeiten:
- Montag bis Freitag:
- 08:00 - 17:00
Team
Projekt
Forschungsinteressen
- Generative / Edge AI (Artificial Intelligence)
- Edge AI prototype for Industrial Process
- MLOps - Machine Learning in Operations
- Data Engineering & Data Science
- Model-Based Software Engineering
- Smart Architectures
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ecoKI - Industry Automation Usecase
- Energy & Cost Efficient Solutions for Small and Medium-sized Enterprises (SMEs)
Kurzbiographie
Zeitraum | Tätigkeit |
---|---|
Present - Dec. 2021 | Research Associate Chair of Process Control Systems and Process Systems Engineering, Prof. Urbas, TU Dresden, Germany |
Jan. 2021 -Sep. 2019 | Researcher & Analyst UGROUND GLOBAL, S.L, Madrid, Spain |
Jan. 2021 -Sep. 2019 | Researcher Research Group: Modelling & Software Engineering Research Group Universidad Autónoma de Madrid, Spain Award & Honor: European Union’s Horizon 2020 research and innovation program under the Marie Skłodowska-Curie |
Aug. 2019 - Feb. 2019 | Lecturer (Computer Sciences) Bahria University, Islamabad, Pakistan |
Aug. 2019 - Feb. 2018 | Lecturer (Computer Sciences & Software Engineering) Army Public College of Management & Sciences (APCOMS) Rawalpindi, Pakistan |
Aug.2016 -Aug. 2012 | Master's Degree in Software Engineering University of Engineering and Technology Taxila, Pakistan Dissertation: "Robust Real-Time Video Streaming Analysis Algorithm for Situation Awareness through Hand Gestures" Award & Honor: PEC M.Sc. Merit Scholarship, Laptop & cash prize |
Nov.2017 -Dec. 2011 | ICT Consultant Asif & Umar Associates. Pvt Limited, Rawalpindi, Pakistan |
Mar.2010-Jan. 2007 | IT Engineer Defense Science and Technology Organization (DESTO) , Chaklala Cantt, Rawalpindi, Pakistan Award & Honor: * Best Scientist of the Year (2008-2010) Cash prize * HONORARIUM (2009) Cash prize |
Jul.2005-Jun. 2005 | Lecturer – “ICS” Community Model Girls Higher Sec. School Rawalpindi, Pakistan Award & Honor: Volunteer work for young female students who want to study Computer Science |
Jul.2004-Jun. 2004 | Internship Fauji Foundation Head Office Rawalpindi, Pakistan |
Jun.2006-Feb. 2002 | Bachelor's Degree in Software Engineering Fatima Jinnah Women University, The Mall, Rawalpindi, Pakistan Dissertation: "Video-Based Effective Density Measurement for Wireless Traffic Control Application" Award & Honor: * 3rd Prize (Cash Prize & Honorary Plaque) in the Category of Engineering/Interfacing, 5th All Pakistan Inter College/University Software Competition and Exhibition, COMPPEC EME- (NUST). * HEC overseas Ph.D. scholarships for females (Phase-II) in the 2009/2010 scheme. Got admission in Ph.D. Department of Electrical & Computer Engineering at The University of Western Ontario, Canada, under Dr. L.F. Capret (I didn't pursue it due to family obligations). |
Publikationen
https://orcid.org/0000-0003-3753-3778
2024
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IIoT Data-Driven Analytics Pipeline for Industrial Process Engineering , 11 Nov. 2024Publikation: Beitrag zu Konferenzen > Poster
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Scalable data pipeline: Ontology-based OPC UA data access for the industrial internet of things , 2 Juli 2024, Automation 2024 : 25. Leitkongress der Mess- und Automatisierungstechnik (AUTOMATION 2024) ;AI beats Automation?. 1 Aufl., VDI Verlag, Düsseldorf, S. 419-434, 16 S.Elektronische (Volltext-)VersionPublikation: Beitrag in Buch/Konferenzbericht/Sammelband/Gutachten > Beitrag in Konferenzband
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Steigerung der Energieeffizienz für eine nachhaltige Entwicklung in der Produktion: Die Rolle des maschinellen Lernens im ecoKI-Projekt , 2 Juli 2024, Automation 2024: 25. Leitkongress der Mess- und Automatisierungstechnik (AUTOMATION 2024); AI beats Automation?. 1 Aufl., VDI Verlag, Düsseldorf, S. 825-840Elektronische (Volltext-)VersionPublikation: Beitrag in Buch/Konferenzbericht/Sammelband/Gutachten > Beitrag in Konferenzband
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Industrial Edge MLOps: Overview and Challenges , 2 Juni 2024, ESCAPE34-PSE24: European Symposium on Computer Aided Process Engineering and International Symposium on Process Systems Engineering. Elsevier, Berlin [u.a.], Band 53. S. 3019-3024, 6 S.Elektronische (Volltext-)VersionPublikation: Beitrag in Buch/Konferenzbericht/Sammelband/Gutachten > Beitrag in Konferenzband
2023
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Anomaly Detection in Chemical Processes with Semantic Knowledge Graphs: An Approach to Reduce Cause-Effect Diagrams , Jan. 2023, 33rd European Symposium on Computer Aided Process Engineering. 6 S.Elektronische (Volltext-)VersionPublikation: Beitrag in Buch/Konferenzbericht/Sammelband/Gutachten > Beitrag in Konferenzband
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A Centralized MongoDB Based Repository Design for IIoT Data : The ecoKI Project , 2023, 22nd IFAC World CongressElektronische (Volltext-)VersionPublikation: Beitrag in Buch/Konferenzbericht/Sammelband/Gutachten > Beitrag in Konferenzband
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Advancing with digitalization and AI for energy and cost efficiency for SMEs: ecoKI perspective , 2023Elektronische (Volltext-)VersionPublikation: Beitrag zu Konferenzen > Poster
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ecoKI: A Path Towards Sustainable Energy Efficiency Optimization , 2023Elektronische (Volltext-)VersionPublikation: Beitrag zu Konferenzen > Poster
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ecoKI - a research and technology platform to improve the energetic efficiency of industrial process via digitalization and artificial intelligence , 2023Elektronische (Volltext-)VersionPublikation: Beitrag zu Konferenzen > Poster
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MLOps Practice: Overcoming the Energy Efficiency Gap, Empirical Support Through ecoKI Platform in the Case of German SMEs , 2023, PAC- Protection, Automation Control, World Global Conference 2023. Protection, Automation and Control community (PAC World)Elektronische (Volltext-)VersionPublikation: Beitrag in Buch/Konferenzbericht/Sammelband/Gutachten > Beitrag in Konferenzband
Präsentationen
Xinyu Wang, Fatima Rani, Zohra Charania, Lucas Vogt, and Prof. Leon Urbas. "Increasing energy efficiency for sustainable Development in production: The role of machine learning in the ecoKI project". 25. VDI-Kongress AUTOMATION 2024 AI beats Automation?, July 02-03, 2024, Baden Baden, Germany.
Fatima Rani, Xinyu Wang, Zohra Charania, Lucas Vogt, and Prof. Leon Urbas. "Scalable data pipeline: Ontology-based OPC UA data access for the industrial internet of things". 25. VDI-Kongress AUTOMATION 2024 AI beats Automation?, July 02-03, 2024, Baden Baden, Germany.
Fatima Rani, Dr. Valentin Khaydarov, and Prof. Leon Urbas. "Advancing with digitalization and AI for energy and cost efficiency for SMEs: ecoKI perspective". In the Annual Meeting of the ProcessNet specialist group “Process, Apparatus and Plant Technology” (PAAT), November 20-21, 2023, Frankfurt am Main, Germany.
Fatima Rani, Xinyu Wang, Ilhan Mutlu and Prof. Leon Urbas. "A Centralized MongoDB-Based Repository Design for IIoT Data: The ecoKI Project." The 22nd World Congress of the International Federation of Automatic Control (IFAC World Congress 2023), July 8-14, 2023, Yokohama, Japan.
Fatima Rani, Dr. Valentin Khaydarov, Dennis Bode, Dr. Ilhan Mutlu and Prof. Leon Urbas. "MLOps practice: Overcoming the energy efficiency gap, empirical support through
ecoKI platform in the case of German SMEs." In Protection, Automation & Control, World Global Conference (PAC), June 26-29, 2023, Glasgow, Scotland.
Xinyu Wang, İlhan Mutlu, Fatima Rani, Lucas Drowatzky, and Prof. Leon Urbas. "A Comparative Study to Evaluate the Performance of Communication Protocols for Process Industry." In 32nd International Telecommunication Networks and Applications Conference (ITNAC), Nov 30- Dec 02, 2022, Wellington, New Zealand.
Fatima Rani, Pablo Diez, Enrique Chavarriaga, Esther Guerra, and Juan de Lara. "Automated migration of eugenia graphical editors to the web." In Proceedings of the 23rd ACM/IEEE International Conference on Model Driven Engineering Languages and Systems: Companion Proceedings (MODELS), October 16-23, 2020, Virtual Event, Montreal, Canada.
Eingeladene Vorträge
- Demonstration of ecoKI Platform at VDI-Congress AUTOMATION , Congress House Baden-Baden (Germany), 02 - 03 July 2024.
- Industrial Edge MLOps: Overview and Challenges at ESCAPE34 - PSE24, Villa Vittoria Firenze (Italy), 05 - 06 June 2024.
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ecoKI: A Path Towards Sustainable Energy Efficiency Optimization
at ABB Energy Efficiency Symposium for Academia, Alte Schildkroetfabrik, Mannheim (Germany), 10 Oct 2023. - Introduction of ecoKI at EDGE ML series event, Munich Marriott Hotel (Germany), 05 - 06 July 2022.
Unterricht
- PLT1: Prozessleittechnik 1 Summersemester 2024 (Assist)
- HS AMR: Hauptseminar Automatisierungs-, Mess- und Regelungstechnik Wintersemester 2023 (Lead HMI part)
- CAE-PA: Computer Aided Engineering & Process Analysis Summersemester 2023 (Project 2 Lead)
- HS AMR: Hauptseminar Automatisierungs-, Mess- und Regelungstechnik Wintersemester 2022 (Assist HMI)
- Mikrorechentechnik 1 & 2 Summersemester 2022 (Assist)