Muhammad Intizar Ali

Dr

Contact Details


Assistant Professor
S338, 3rd Floor, Stokes Building, DCU Glasnevin Campus, Dublin 9
T:+353 1 700 8174

E:ali.intizar@dcu.ie
W:http://www.intizarali.org
Profile Photo
Dr. Muhammad Intizar Ali is an Assistant Professor in the School of Electronic Engineering, Dublin City University. His research interests include Data Analytics, Internet of Things (IoT), Stream Query Processing, Data Integration, Distributed and Federated Machine Learning, and Knowledge Graphs. Dr. Ali's research outcomes have been successfully applied in the domain of Smart Cities, Smart Manufacturing, Smart Farming, and e-Health. He has been collaborating with large scale Science Foundation Ireland funded research centres including Insight Centre for Data Analytics, Confirm Centre for Smart Manufacturing, and VistaMIlk Centre. He is also actively involved in various EU funded and industry-funded projects aimed at providing IoT enabled adaptive intelligence for smart applications. Dr. Ali has authored over 100 research articles, including journal publications, conferences & workshops proceedings, and posters/demos in renowned journals and international conferences. Prior to joining DCU, he worked as an Adjunct Lecturer, Research Fellow, and Research Unit Leader of Reasoning, Querying, and IoT Data Analytics Unit at the Insight Centre for Data Analytics, National University of Ireland, Galway. Dr. Ali obtained his Ph.D. (with distinction) from Vienna University of Technology, Austria in 2011.

Peer Reviewed Journal

Year Publication
2024 Kafunah, J.; Ali, M.I.; Breslin, J.G. (2024) 'Uncertainty-Aware Ensemble Combination Method for Quality Monitoring Fault Diagnosis in Safety-Related Products'. IEEE Transactions on Industrial Informatics, 20 . [Link] [DOI]
2024 Yahya, M.; Wahid, A.; Yang, L.; Breslin, J.G.; Kharlamov, E.; Intizar Ali, M. (2024) 'Link Prediction in Industrial Knowledge Graphs: A Case Study on Football Manufacturing'. Ieee Access, 12 . [Link] [DOI]
2023 Zhou, J.; Briciu-Burghina, C.; Regan, F.; Ali, M.I. (2023) 'A Data-Driven Approach for Building the Profile of Water Storage Capacity of Soils'. Sensors, 23 . [Link] [DOI]
2023 Kafunah, J.; Verma, P.; Ali, M.I.; Breslin, J.G. (2023) 'Out-of-Distribution Data Generation for Fault Detection and Diagnosis in Industrial Systems'. Ieee Access, 11 . [Link] [DOI]
2023 Yahya, M.; Zhou, B.; Breslin, J.G.; Ali, M.I.; Kharlamov, E. (2023) 'Semantic Modeling, Development and Evaluation for the Resistance Spot Welding Industry'. Ieee Access, 11 . [Link] [DOI]
2022 Wahid, A.; Breslin, J.G.; Intizar, M.A. (2022) 'Prediction of Machine Failure in Industry 4.0: A Hybrid CNN-LSTM Framework'. Applied Sciences (Switzerland), 12 . [Link] [DOI]
2022 Bharath Sudharsan; John G. Breslin; Mehreen Tahir; Muhammad Intizar Ali; Omer Rana; Schahram Dustdar; Rajiv Ranjan (2022) 'OTA-TinyML: Over the Air Deployment of TinyML Models and Execution on IoT Devices'. IEEE Internet Computing, . [Link] [DOI]
2021 (2021) 'Semantic Web and Knowledge Graphs for Industry 4.0'. Applied Sciences, .
2021 (2021) 'Industry 4.0 towards Forestry 4.0: Fire Detection Use Case'. Sensors, . [Link] [DOI]
2021 (2021) 'ML-MCU: A Framework to Train ML Classifiers on MCU-based IoT Edge Devices'. Ieee Internet Of Things Journal, . [DOI]
2021 (2021) 'Digital twins collaboration for automatic erratic operational data detection in industry 4.0'. Applied Sciences, .
2021 Radhya Sahal; Saeed H. Alsamhi; John G. Breslin; Kenneth N. Brown; Muhammad Intizar Ali (2021) 'Digital Twins Collaboration for Automatic Erratic Operational Data Detection in Industry 4.0'. Applied Sciences, . [Link] [DOI]
2021 (2021) 'Handling Imbalanced Datasets for Robust Deep Neural Network-Based Fault Detection in Manufacturing Systems'. Applied Sciences-Basel, . [Link] [DOI]
2020 Sahal, R.; Breslin, J.G.; Ali, M.I. (2020) 'Big data and stream processing platforms for Industry 4.0 requirements mapping for a predictive maintenance use case'. Journal of Manufacturing Systems, . [Link] [DOI]
2020 (2020) 'Demonstration of a Cloud-based Software Framework for Video Analytics Application using Low-Cost IoT Devices'. CoRR, . [Link]
2020 (2020) 'A Demonstration of Smart Doorbell Design Using Federated Deep Learning'. CoRR, . [Link]
2019 Pham, T.-L.; Ali, M.I.; Mileo, A. (2019) 'Enhancing the scalability of expressive stream reasoning via input-driven parallelization'. Semantic Web, . [Link] [DOI]
2019 Shamszaman, Z.U.; Ali, M.I. (2019) 'Enabling cognitive contributory societies using SIoT: QoS aware real-time virtual object management'. Journal of Parallel and Distributed Computing, . [Link] [DOI]
2019 (2019) 'Enhancing the Scalability of Expressive Stream Reasoning via input-driven Parallelization'. Semantic Web Journal, . [Link]
2018 Shamszaman, Z.U.; Ali, M.I. (2018) 'Toward a smart society through semantic virtual-object enabled real-time management framework in the social internet of things'. Ieee Internet Of Things Journal, . [Link] [DOI]
2019 Sefki Kolozali; Daniel Kuemper; Ralf Tonjes; Maria Bermudez-Edo; Nazli Farajidavar; Payam Barnaghi; Feng Gao; Muhammad Intizar Ali; Alessandra Mileo; Marten Fischer; Thorben Iggena (2019) 'Observing the Pulse of a City: A Smart City Framework for Real-Time Discovery, Federation, and Aggregation of Data Streams'. Ieee Internet Of Things Journal, . [Link] [DOI]
2018 (2018) 'VoCaLS: Describing Streams on the Web'. .
2017 (2017) 'Real-time data analytics and event detection for iot-enabled communication systems'. Web Semantics: Science, Services and Agents on the World Wide Web, .
2017 (2017) 'Multi-Layer Cross Domain Reasoning over Distributed Autonomous IoT Applications'. OJIOT, . [Link]
2017 Muhammad Intizar Ali; Naomi Ono; Mahedi Kaysar; Zia Ush Shamszaman; Thu-Le Pham; Feng Gao; Keith Griffin; Alessandra Mileo (2017) 'Real-time data analytics and event detection for IoT-enabled communication systems'. JOURNAL OF WEB SEMANTICS, . [Link] [DOI]
2017 (2017) 'Towards a Smart Society Through semantic Virtual-Object Enabled Real-Time Management Framework in the Social Internet of Things'. Ieee Internet Of Things Journal, .
2017 Feng Gao; Muhammad Intizar Ali; Edward Curry; Alessandra Mileo (2017) 'Automated discovery and integration of semantic urban data streams: The ACEIS middleware'. Future Generation Computer Systems, . [Link] [DOI]
2016 Puiu, D.; Barnaghi, P.; Tonjes, R.; Kumper, D.; Ali, M.I.; Mileo, A.; Xavier Parreira, J.; Fischer, M.; Kolozali, S.; Farajidavar, N.; Gao, F.; Iggena, T.; Pham, T.-L.; Nechifor, C.-S.; Puschmann, D.; Fernandes, J. (2016) 'CityPulse: Large Scale Data Analytics Framework for Smart Cities'. Ieee Access, . [Link] [DOI]
2015 (2015) 'Federated query processing over linked data'. Tutorial at ISWC, .
2020 (2020) 'Big data and stream processing platforms for Industry 4.0 requirements mapping for a predictive maintenance use case'. Journal of Manufacturing Systems, . [Link] https://doi.org/10.1016/j.jmsy.2019.11.004
2020 Bhavin Joshi and Tapan Pathak and Vatsal Patel and Sarth Kanani and Pankesh Patel and Muhammad Intizar Ali and John G. Breslin (2020) 'Demonstration of a Cloud-based Software Framework for Video Analytics Application using Low-Cost IoT Devices'. abs/2010.07680 . [Link]
2020 Vatsal Patel and Sarth Kanani and Tapan Pathak and Pankesh Patel and Muhammad Intizar Ali and John G. Breslin (2020) 'A Demonstration of Smart Doorbell Design Using Federated Deep Learning'. abs/2010.09687 . [Link]
2019 (2019) 'Enabling cognitive contributory societies using SIoT: QoS aware real-time virtual object management'. Journal of Parallel and Distributed Computing, . [Link] https://doi.org/10.1016/j.jpdc.2018.09.007
2019 Thu Le Pham and Muhammad Intizar Ali and Alessandra Mileo (2019) 'Enhancing the Scalability of Expressive Stream Reasoning via input-driven Parallelization'. . [Link]
2018 S. Kolozali and M. Bermudez-Edo and N. F. Davar and P. Barnaghi and F. Gao and M. I. Ali and A. Mileo and M. Fischer and T. Iggena and D. Kuemper and R. Tonjes (2018) 'Observing the Pulse of a City: A Smart City Framework for Real-time Discovery, Federation, and Aggregation of Data Streams'. . [DOI]
2018 (2018) 'Towards a Smart Society Through semantic Virtual-Object Enabled Real-Time Management Framework in the Social Internet of Things'. Ieee Internet Of Things Journal, .
2018 (2018) 'From Raw Data to Smart Manufacturing: AI and Semantic Web of Things for Industry 4.0'. Ieee Intelligent Systems, . [Link] [DOI]
2017 Feng Gao and Muhammad Intizar Ali and Edward Curry and Alessandra Mileo (2017) 'Automated discovery and integration of semantic urban data streams: The ACEIS middleware'. 76 :561-581. [Link] [DOI]
2017 Ali, Muhammad Intizar and Ono, Naomi and Kaysar, Mahedi and Shamszaman, Zia Ush and Pham, Thu-Le and Gao, Feng and Griffin, Keith and Mileo, Alessandra (2017) 'Real-time data analytics and event detection for iot-enabled communication systems'. 42 :19-37.
2017 Muhammad Intizar Ali and Pankesh Patel and Soumya Kanti Datta and Amelie Gyrard (2017) 'Multi-Layer Cross Domain Reasoning over Distributed Autonomous IoT Applications'. 3 (1):75-90. [Link]
2017 (2017) 'On Using the Intelligent Edge for IoT Analytics'. Ieee Intelligent Systems, . [Link] [DOI]
2016 Gao, F.; Ali, M.I.; Curry, E.; Mileo, A. (2016) 'QoS-aware stream federation and optimization based on service composition'. International Journal On Semantic Web And Information Systems, . [Link] [DOI]
2016 Puiu, Dan and Barnaghi, Payam and T\"onjes, Ralf and K\"umper, Daniel and Ali, Muhammad Intizar and Mileo, Alessandra and Parreira, Josiane Xavier and Fischer, Marten and Kolozali, Sefki and Farajidavar, Nazli and others (2016) 'Citypulse: Large scale data analytics framework for smart cities'. 4 :1086-1108.
2015 Saleem, Muhammad and Ali, Muhammad Intizar and Verborgh, Ruben and Ngomo, A-C Ngonga (2015) 'Federated query processing over linked data'. .
2022 Ciprian Briciu-Burghina; Jiang Zhou; Muhammad Intizar Ali; Fiona Regan (2022) 'Demonstrating the Potential of a Low-Cost Soil Moisture Sensor Network'. Sensors, . [Link] [DOI]
2022 Mehreen Tahir; Muhammad Intizar Ali (2022) 'On the Performance of Federated Learning Algorithms for IoT'. Ieee Internet Of Things Journal, . [Link] https://doi.org/10.3390/iot3020016
2021 (2021) 'Toward Distributed, Global, Deep Learning Using IoT Devices'. IEEE Internet Comput, . [Link] [DOI]
2021 Muhammad Intizar Ali; Pankesh Patel; John G. Breslin; Ramy Harik; Amit Sheth (2021) 'Cognitive Digital Twins for Smart Manufacturing'. Ieee Intelligent Systems, . [Link] [DOI]
2020 Thakker, D.; Patel, P.; Intizar Ali, M.; Shah, T.; Ramírez-Durán, V.J.; Berges, I.; Illarramendi, A. (2020) 'ExtruOnt: An ontology for describing a type of manufacturing machine for Industry 4.0 systems'. Semantic Web, 11 . [Link] [DOI]
2020 Thakker, D.; Patel, P.; Intizar Ali, M.; Shah, T.; Thuluva, A.S.; Anicic, D.; Rudolph, S.; Adikari, M. (2020) 'Semantic Node-RED for rapid development of interoperable industrial IoT applications'. Semantic Web, 11 . [Link] [DOI]
2020 Thakker, D.; Patel, P.; Intizar Ali, M.; Shah, T.; Cao, Q.; Samet, A.; Zanni-Merk, C.; De Bertrand De Beuvron, F.; Reich, C. (2020) 'Combining chronicle mining and semantics for predictive maintenance in manufacturing processes'. Semantic Web, 11 . [Link] [DOI]
2020 Thakker, D.; Patel, P.; Intizar Ali, M.; Shah, T.; De Roode, M.; Fernández-Izquierdo, A.; Daniele, L.; Poveda-Villalón, M.; García-Castro, R. (2020) 'SAREF4INMA: A SAREF extension for the industry and manufacturing domain'. Semantic Web, 11 . [Link] [DOI]
2020 Thakker, D.; Patel, P.; Ali, M.I.; Shah, T. (2020) 'Semantic Web of Things for Industry 4.0'. Semantic Web, . [Link] [DOI]
2022 Mehreen Tahir; Muhammad Intizar Ali (2022) 'On the Performance of Federated Learning Algorithms for IoT'. IoT, . [Link] [DOI]

Conference Publication

Year Publication
2024 Victor, A.O.; Ali, M.I. (2024) Enhancing Time Series Data Predictions: A Survey of Augmentation Techniques and Model Performances [Link] [DOI]
2021 (2021) 19th IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, PerCom Workshops 2021, Kassel, Germany, March 22-26, 2021 Edge2Guard: Botnet Attacks Detecting Offline Models for Resource-Constrained IoT Devices [Link] [DOI]
2021 (2021) Machine Learning and Knowledge Discovery in Databases. Applied Data Science Track - European Conference, ECML PKDD 2021, Bilbao, Spain, September 13-17, 2021, Proceedings, Part V Enabling Machine Learning on the Edge Using SRAM Conserving Efficient Neural Networks Execution Approach [Link] [DOI]
2021 (2021) 19th IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, PerCom Workshops 2021, Kassel, Germany, March 22-26, 2021 Ultra-fast Machine Learning Classifier Execution on IoT Devices without SRAM Consumption [Link] [DOI]
2021 (2021) ICCPS '21: ACM/IEEE 12th International Conference on Cyber-Physical Systems, Nashville, Tennessee, USA, May 19-21, 2021 SRAM optimized porting and execution of machine learning classifiers on MCU-based IoT devices: demo abstract [Link] [DOI]
2021 (2021) 2021 IEEE SmartWorld, Ubiquitous Intelligence & Computing, Advanced & Trusted Computing, Scalable Computing & Communications, Internet of People and Smart City Innovation (SmartWorld/SCALCOM/UIC/ATC/IOP/SCI), Atlanta, GA, USA, October 18-21, 2021 Train++: An Incremental ML Model Training Algorithm to Create Self-Learning IoT Devices [Link] [DOI]
2021 (2021) IEEE International Conference on Services Computing, SCC 2021, Chicago, IL, USA, September 5-10, 2021 An SRAM Optimized Approach for Constant Memory Consumption and Ultra-fast Execution of ML Classifiers on TinyML Hardware [Link] [DOI]
2021 (2021) Machine Learning and Knowledge Discovery in Databases. Applied Data Science Track Enabling Machine Learning on the Edge Using SRAM Conserving Efficient Neural Networks Execution Approach
2021 (2021) 7th IEEE World Forum on Internet of Things, WF-IoT 2021, New Orleans, LA, USA, June 14 - July 31, 2021 TinyML Benchmark: Executing Fully Connected Neural Networks on Commodity Microcontrollers [Link] [DOI]
2021 (2021) 7th IEEE World Forum on Internet of Things, WF-IoT 2021, New Orleans, LA, USA, June 14 - July 31, 2021 OWSNet: Towards Real-time Offensive Words Spotting Network for Consumer IoT Devices [Link] [DOI]
2021 (2021) IoTDI '21: International Conference on Internet-of-Things Design and Implementation, Virtual Event / Charlottesville, VA, USA, May 18-21, 2021 Porting and Execution of Anomalies Detection Models on Embedded Systems in IoT: Demo Abstract [Link] [DOI]
2021 (2021) SenSys '21: The 19th ACM Conference on Embedded Networked Sensor Systems, Coimbra, Portugal, November 15 - 17, 2021 ElastiCL: Elastic Quantization for Communication Efficient Collaborative Learning in IoT [Link] [DOI]
2021 (2021) 2021 IEEE SmartWorld, Ubiquitous Intelligence & Computing, Advanced & Trusted Computing, Scalable Computing & Communications, Internet of People and Smart City Innovation (SmartWorld/SCALCOM/UIC/ATC/IOP/SCI), Atlanta, GA, USA, October 18-21, 2021 Globe2Train: A Framework for Distributed ML Model Training using IoT Devices Across the Globe [Link] [DOI]
2020 Joshi, B.; Pathak, T.; Patel, V.; Kanani, S.; Patel, P.; Ali, M.I. (2020) A Cloud-based Smart Doorbell using Low-Cost COTS Devices [Link] [DOI]
2020 Sudharsan, B.; Breslin, J.G.; Ali, M.I. (2020) IEEE World Forum on Internet of Things, WF-IoT 2020 - Symposium Proceedings Adaptive Strategy to Improve the Quality of Communication for IoT Edge Devices [Link] [DOI]
2020 Sudharsan, B.; Sundaram, D.; Breslin, J.G.; Ali, M.I. (2020) Avoid Touching Your Face: A Hand-to-face 3D Motion Dataset (COVID-away) and Trained Models for Smartwatches [Link] [DOI]
2020 Sudharsan, B.; Breslin, J.G.; Ali, M.I. (2020) Edge2Train: A framework to train machine learning models (SVMs) on resource-constrained IoT edge devices [Link] [DOI]
2020 Pathak, T.; Patel, V.; Kanani, S.; Arya, S.; Patel, P.; Ali, M.I. (2020) A distributed framework to orchestrate video analytics across edge and cloud: A use case of smart doorbell [Link] [DOI]
2020 Sudharsan, B.; Breslin, J.G.; Ali, M.I. (2020) RCE-NN: A five-stage pipeline to execute neural networks (CNNs) on resource-constrained IoT edge devices [Link] [DOI]
2021 (2021) CODS-COMAD 2021: 8th ACM IKDD CODS and 26th COMAD, Virtual Event, Bangalore, India, January 2-4, 2021 An Intelligent Doorbell Design Using Federated Deep Learning [Link] [DOI]
2021 (2021) 8th ACM IKDD CODS and 26th COMAD Towards Designing an Explainable-AI Based Solution for Livestock Mart Industry [Link] [DOI]
2019 Nguyen, D.-D.; Ali, M.I. (2019) Global IoT Summit, GIoTS 2019 - Proceedings Enabling On-demand decentralized IoT collectability marketplace using blockchain and crowdsensing [Link] [DOI]
2019 Wahid, A.; Ali, M.I. (2019) Deconvolutional Pixel Layer Model for Road segmentation without Human Assistance [Link]
2019 (2019) 27th AIAI Irish Conference on Artificial Intelligence and Cognitive Science Smart speaker design and implementation with biometric authentication and advanced voice interaction capability
2019 (2019) Proceedings of the 13th ACM International Conference on Distributed and Event-based Systems, DEBS 2019, Darmstadt, Germany, June 24-28, 2019 On Evaluating the Impact of Changes in IoT Data Streams Rate over Query Window Configurations [Link] [DOI]
2019 Sudharsan, B.; Corcoran, P.; Ali, M.I. (2019) Smart speaker design and implementation with biometric authentication and advanced voice interaction capability [Link]
2019 Ali, M.I.; Patel, P.; Breslin, J.G. (2019) Proceedings - 15th Annual International Conference on Distributed Computing in Sensor Systems, DCOSS 2019 Middleware for real-time event detection and predictive analytics in smart manufacturing [Link] [DOI]
2019 (2019) Proceedings of the 18th International Semantic Web Conference, ISWC 2019, Auckland, New Zealand, October 26-30 Assessing, Monitoring and Analyzing LinkedData Quality in Public SPARQL Endpoints
2019 (2019) 27th AIAI Irish Conference on Artificial Intelligence and Cognitive Science Deconvolutional Pixel Layer Model for Road segmentation without Human Assistance
2019 Ali, M.I.; Mehmood, Q.; Saleem, M. (2019) Assessing, monitoring and analyzing linked data quality in public SPARQL endpoints [Link]
2018 Tommasini, R.; Sedira, Y.A.; Dell'Aglio, D.; Balduini, M.; Ali, M.I.; Le Phuoc, D.; Della Valle, E.; Calbimonte, J.-P. (2018) Vocals: Describing streams on the web [Link]
2018 Ali, M.I.; Patel, P.; Sheth, A.; Thakker, D. (2018) Preface of SWeTI 2018: Semantic web of things for industry 4.0 [Link]
2018 Nguyen, D.-D.; Le Van, C.; Ali, M.I. (2018) DEBS 2018 - Proceedings of the 12th ACM International Conference on Distributed and Event-Based Systems Grand challenge: Vessel destination and arrival time prediction with sequence-to-sequence models over spatial grid [Link] [DOI]
2018 Nguyen, D.-D.; Le Van, C.; Ali, M.I. (2018) DEBS 2018 - Proceedings of the 12th ACM International Conference on Distributed and Event-Based Systems Demo: Vessel trajectory prediction using sequence-to-sequence models over spatial grid [Link] [DOI]
2017 Dell'Aglio, D.; Le Phuoc, D.; Le-Tuan, A.; Ali, M.I.; Calbimonte, J.-P. (2017) On a web of data streams [Link]
2017 (2017) 20th Conference on Innovations in Clouds, Internet and Networks, ICIN 2017, Paris, France, March 7-9, 2017 Automatic configuration of smart city applications for user-centric decision support [Link] [DOI]
2017 (2017) Proceedings of the 26th International Conference on World Wide Web Companion, Perth, Australia, April 3-7, 2017 SWoTSuite: A Toolkit for Prototyping End-to-End Semantic Web of Things Applications [Link] [DOI]
2017 (2017) On the Move to Meaningful Internet Systems. OTM 2017 Conferences - Confederated International Conferences: CoopIS, C&TC, and ODBASE 2017, Rhodes, Greece, October 23-27, 2017, Proceedings, Part II On the Need for Applications Aware Adaptive Middleware in Real-Time RDF Data Analysis (Short Paper) [Link] [DOI]
2017 (2017) Proceedings of the 26th International Conference on World Wide Web Companion, Perth, Australia, April 3-7, 2017 Sensor-based Linked Open Rules (S-LOR): An Automated Rule Discovery Approach for IoT Applications and its use in Smart Cities [Link] [DOI]
2017 (2017) Proceedings of the 26th International Conference on World Wide Web Companion, Perth, Australia, April 3-7, 2017 Semantic Web Meets Internet of Things and Web of Things: [2nd Edition] [Link] [DOI]
2017 (2017) The Semantic Web - 14th International Conference, ESWC 2017, Portorož, Slovenia, May 28 - June 1, 2017, Proceedings, Part I Optimizing the Performance of Concurrent RDF Stream Processing Queries [Link] [DOI]
2017 (2017) Proceedings of the Workshop on Decentralizing the Semantic Web 2017 co-located with 16th International Semantic Web Conference (ISWC 2017) On a Web of Data Streams [Link]
2017 (2017) 33rd IEEE International Conference on Data Engineering, ICDE 2017, San Diego, CA, USA, April 19-22, 2017 Towards Scalable Non-Monotonic Stream Reasoning via Input Dependency Analysis [Link] [DOI]
2017 Gyrard, A.; Serrano, M.; Jares, J.B.; Datta, S.K.; Ali, M.I. (2017) 26th International World Wide Web Conference 2017, WWW 2017 Companion Sensor-based Linked Open Rules (S-LOR): An automated rule discovery approach for IoT applications and its use in smart cities [Link] [DOI]
2017 Kamilaris, A.; Yumusak, S.; Ali, M.I. (2017) 2016 IEEE 3rd World Forum on Internet of Things, WF-IoT 2016 WOTS2E: A search engine for a Semantic Web of Things [Link] [DOI]
2016 (2016) 3rd IEEE World Forum on Internet of Things, WF-IoT 2016, Reston, VA, USA, December 12-14, 2016 Do Web of Things platforms truly follow the Web of Things? [Link] [DOI]
2017 Kamilaris, A.; Pitsillides, A.; Prenafeta-Bold, F.X.; Ali, M.I. (2017) Proceedings of the 24th International Conference on Telecommunications: Intelligence in Every Form, ICT 2017 A Web of Things based eco-system for urban computing - towards smarter cities [Link] [DOI]
2017 Kamilaris, A.; Gao, F.; Prenafeta-Boldu, F.X.; Ali, M.I. (2017) 2016 IEEE 3rd World Forum on Internet of Things, WF-IoT 2016 Agri-IoT: A semantic framework for Internet of Things-enabled smart farming applications [Link] [DOI]
2016 Gao, F.; Ali, M.I.; Curry, E.; Mileo, A. (2016) QoS-aware adaptation for complex event service [Link] [DOI]
2015 (2015) Proceedings of the ISWC 2015 Posters & Demonstrations Track co-located with the 14th International Semantic Web Conference (ISWC-2015), Bethlehem, PA, USA, October 11, 2015 The LSQ Dataset: Querying for Queries [Link]
2014 Gao, F.; Ali, M.I.; Mileo, A. (2014) Semantic discovery and integration of urban data streams [Link]
2014 (2014) Service-Oriented Computing - 12th International Conference, ICSOC 2014, Paris, France, November 3-6, 2014. Proceedings QoS-Aware Complex Event Service Composition and Optimization Using Genetic Algorithms [Link] [DOI]
2014 (2014) Proceedings of the Fifth Workshop on Semantics for Smarter Cities a Workshop at the 13th International Semantic Web Conference (ISWC 2014), Riva del Garda, Italy, October 19, 2014 Semantic Discovery and Integration of Urban Data Streams [Link]
2013 (2013) The Semantic Web: ESWC 2013 Satellite Events - ESWC 2013 Satellite Events, Montpellier, France, May 26-30, 2013, Revised Selected Papers XSPARQL-Viz: A Mashup-Based Visual Query Editor for XSPARQL [Link] [DOI]
2013 (2013) On the Move to Meaningful Internet Systems: OTM 2013 Conferences - Confederated International Conferences: CoopIS, DOA-Trusted Cloud, and ODBASE 2013, Graz, Austria, September 9-13, 2013. Proceedings Semantically Interlinked Notification System for Ubiquitous Presence Management [Link] [DOI]
2012 Ali, M.I. (2012) ICEIS 2012 - Proceedings of the 14th International Conference on Enterprise Information Systems Optimizing data integration queries over web data sources (OPTIQ) [Link]
2012 (2012) ICEIS 2012 - Proceedings of the 14th International Conference on Enterprise Information Systems, Volume 1, Wroclaw, Poland, 28 June - 1 July, 2012 Optimizing Data Integration Queries over Web Data Sources (OPTIQ)
2011 (2011) Enterprise Information Systems - 13th International Conference, ICEIS 2011, Beijing, China, June 8-11, 2011, Revised Selected Papers Incorporating Data Concerns into Query Languages for Data Services [Link] [DOI]
2011 Ali, M.I.; Pichler, R.; Truong, H.-L.; Dustdar, S. (2011) Data concern aware querying for the integration of data services [Link]
2009 (2009) Web Engineering, 9th International Conference, ICWE 2009, San Sebastián, Spain, June 24-26, 2009, Proceedings On Using Distributed Extended XQuery for Web Data Sources as Services [Link] [DOI]
2021 Patel, Vatsal and Kanani, Sarth and Pathak, Tapan and Patel, Pankesh and Ali, Muhammad Intizar and Breslin, John (2021) 8th ACM IKDD CODS and 26th COMAD An Intelligent Doorbell Design Using Federated Deep Learning New York, NY, USA, [Link]
2021 Mehta, Parit and Dwivedi, Rudresh and Feeney, Ciaran and Patel, Pankesh and Ali, Muhammad Intizar and Breslin, John (2021) 8th ACM IKDD CODS and 26th COMAD Towards Designing an Explainable-AI Based Solution for Livestock Mart Industry New York, NY, USA, [Link]
2020 (2020) Proc. of the Global IoT Summit (GIoT) 2020, Dublin, Ireland Industrial IoT and Digital Twins for a Smart Factory : An open source toolkit for application design and benchmarking
2020 Kamath, V.; Morgan, J.; Ali, M.I. (2020) GIoTS 2020 - Global Internet of Things Summit, Proceedings Industrial IoT and Digital Twins for a Smart Factory : An open source toolkit for application design and benchmarking [Link] [DOI]
2020 (2020) Proc. of the 10th International Conference on Internet of Things RCE-NN: A Five-stages Pipeline to Execute CNNs on Resource-constrained Edge Devices
2020 (2020) Proc. of the 10th International Conference on Internet of Things A Distributed Framework to Orchestrate Video Analytics AcrossEdge and Cloud: A Use Case of Smart Doorbell
2020 (2020) Proc. of IoT-HSA at the 10th International Conference on Internet of Things Avoid Touching Your Face: A Hand-to-face 3D MotionDataset (COVID-away) and Trained Models forSmartwatches
2020 (2020) IEEE Virtual World Forum on Internet of Things, WF-IoT Adaptive Strategy to Improve the Quality ofCommunication for IoT Edge Devices
2020 (2020) Proc. of the 10th International Conference on Internet of Things Edge2Train: A Framework to Train Machine Learning Models(SVMs) on Resource-Constrained IoT Edge Devices
2020 Bhavin Joshi and Pankesh Patel and Muhammad Intizar Ali (2020) Proc. of the 10th International Conference on Internet of Things A Distributed Framework to Orchestrate Video Analytics Across Edge and Cloud: A Use Case of Smart Doorbell
2019 Bharath Sudharsan and Peter Corcoran and Muhammad Intizar Ali (2019) 27th AIAI Irish Conference on Artificial Intelligence and Cognitive Science Smart speaker design and implementation with biometric authentication and advanced voice interaction capability
2019 Radhya Sahal and John G. Breslin and Muhammad Intizar Ali (2019) Proceedings of the 13th ACM International Conference on Distributed and Event-based Systems, DEBS 2019, Darmstadt, Germany, June 24-28, 2019 On Evaluating the Impact of Changes in IoT Data Streams Rate over Query Window Configurations [Link]
2019 Abdul Wahid and Muhammad Intizar Ali (2019) 27th AIAI Irish Conference on Artificial Intelligence and Cognitive Science Deconvolutional Pixel Layer Model for Road segmentation without Human Assistance
2019 (2019) Proc. of the Global IoT Summit (GIoT) 2019, Aarhus, Denmark Enabling On-Demand Decentralized IoT Collectability Marketplaceusing Blockchain and Crowdsensing
2019 (2019) Proc. of International Conference on Distributed Computing in Sensor Systems (DCOSS 2019), Santorini, Greece A Middleware for Real-Time Event Detection and Predictive Analytics in Smart Manufacturing
2019 (2019) Proc. of Logic Programming and Non-Monotonic Reasoning LPNMR 2019, Philadelphia, USA C-ASP: Continous ASP-based Reasoning over RDF Streams
2018 Duc-Duy Nguyen and Chan Le Van and Muhammad Intizar Ali (2018) Proceedings of the 12th ACM International Conference on Distributed and Event-based Systems, DEBS 2018, Hamilton, New Zealand, June 25-29, 2018 Vessel Destination and Arrival Time Prediction with Sequence-to-Sequence Models over Spatial Grid [Link]
2018 (2018) International Semantic Web Conference VoCaLS: Vocabulary and Catalog of Linked Streams
2018 Duc-Duy Nguyen and Chan Le Van and Muhammad Intizar Ali (2018) Proceedings of the 12th ACM International Conference on Distributed and Event-based Systems, DEBS 2018, Hamilton, New Zealand, June 25-29, 2018 Vessel Trajectory Prediction using Sequence-to-Sequence Models over Spatial Grid [Link]
2017 Andreas Kamilaris and Andreas Pitsillides and Francesc X. Prenafeta-Boldu and Muhammad Intizar Ali (2017) 24th International Conference on Telecommunications, ICT 2017, Limassol, Cyprus, May 3-5, 2017 A Web of Things based eco-system for urban computing - towards smarter cities [Link]
2017 Amelie Gyrard and Martin Serrano and Joao Bosco Jares and Soumya Kanti Datta and Muhammad Intizar Ali (2017) Proceedings of the 26th International Conference on World Wide Web Companion, Perth, Australia, April 3-7, 2017 Sensor-based Linked Open Rules (S-LOR): An Automated Rule Discovery Approach for IoT Applications and its use in Smart Cities [Link]
2017 Thu-Le Pham and Alessandra Mileo and Muhammad Intizar Ali (2017) 33rd IEEE International Conference on Data Engineering, ICDE 2017, San Diego, CA, USA, April 19-22, 2017 Towards Scalable Non-Monotonic Stream Reasoning via Input Dependency Analysis [Link]
2017 Zia Ush-Shamszaman and Muhammad Intizar Ali (2017) On the Move to Meaningful Internet Systems. OTM 2017 Conferences - Confederated International Conferences: CoopIS, C\&TC, and ODBASE 2017, Rhodes, Greece, October 23-27, 2017, Proceedings, Part II On the Need for Applications Aware Adaptive Middleware in Real-Time RDF Data Analysis (Short Paper) [Link]
2017 Thu-Le Pham and Stefano Germano and Alessandra Mileo and Daniel K\"umper and Muhammad Intizar Ali (2017) 20th Conference on Innovations in Clouds, Internet and Networks, ICIN 2017, Paris, France, March 7-9, 2017 Automatic configuration of smart city applications for user-centric decision support [Link]
2017 Chan Le Van and Feng Gao and Muhammad Intizar Ali (2017) The Semantic Web - 14th International Conference, ESWC 2017, Portoro\vz Optimizing the Performance of Concurrent RDF Stream Processing Queries [Link]
2017 Pankesh Patel and Amelie Gyrard and Soumya Kanti Datta and Muhammad Intizar Ali (2017) Proceedings of the 26th International Conference on World Wide Web Companion, Perth, Australia, April 3-7, 2017 SWoTSuite: A Toolkit for Prototyping End-to-End Semantic Web of Things Applications [Link]
2017 Daniele Dell'Aglio and Danh Le Phuoc and Anh L\^e Tu\'an and Muhammad Intizar Ali and Jean-Paul Calbimonte (2017) Proceedings of the Workshop on Decentralizing the Semantic Web 2017 co-located with 16th International Semantic Web Conference (ISWC 2017) On a Web of Data Streams [Link]
2017 Amelie Gyrard and Pankesh Patel and Soumya Kanti Datta and Muhammad Intizar Ali (2017) Proceedings of the 26th International Conference on World Wide Web Companion, Perth, Australia, April 3-7, 2017 Semantic Web Meets Internet of Things and Web of Things: [2nd Edition] [Link]
2016 Andreas Kamilaris and Semih Yumusak and Muhammad Intizar Ali (2016) 3rd IEEE World Forum on Internet of Things, WF-IoT 2016, Reston, VA, USA, December 12-14, 2016 WOTS2E: A search engine for a Semantic Web of Things [Link]
2016 Andreas Kamilaris and Muhammad Intizar Ali (2016) 3rd IEEE World Forum on Internet of Things, WF-IoT 2016, Reston, VA, USA, December 12-14, 2016 Do Web of Things platforms truly follow the Web of Things? [Link]
2016 Feng Gao and Muhammad Intizar Ali and Edward Curry and Alessandra Mileo (2016) Proceedings of the 31st Annual ACM Symposium on Applied Computing, Pisa, Italy, April 4-8, 2016 QoS-aware adaptation for complex event service [Link]
2016 Andreas Kamilaris and Feng Gao and Francesc X. Prenafeta-Boldu and Muhammad Intizar Ali (2016) 3rd IEEE World Forum on Internet of Things, WF-IoT 2016, Reston, VA, USA, December 12-14, 2016 Agri-IoT: A semantic framework for Internet of Things-enabled smart farming applications [Link]
2015 (2015) International Semantic Web Conference Citybench: A configurable benchmark to evaluate rsp engines using smart city datasets
2015 (2015) International Semantic Web Conference (Posters & Demos) The LSQ Dataset: Querying for Queries
2015 (2015) International Semantic Web Conference A semantic processing framework for IoT-enabled communication systems
2015 (2015) RDF Stream Processing Workshop (ESWC2015) RDF stream processing for smart city applications
2015 Muhammad Saleem and Muhammad Intizar Ali and Aidan Hogan and Qaiser Mehmood and Axel-Cyrille Ngonga Ngomo (2015) Proceedings of the ISWC 2015 Posters \& Demonstrations Track co-located with the 14th International Semantic Web Conference (ISWC-2015), Bethlehem, PA, USA, October 11, 2015 The LSQ Dataset: Querying for Queries [Link]
2015 Muhammad Saleem and Muhammad Intizar Ali and Aidan Hogan and Qaiser Mehmood and Axel-Cyrille Ngonga Ngomo (2015) The Semantic Web - ISWC 2015 - 14th International Semantic Web Conference, Bethlehem, PA, USA, October 11-15, 2015, Proceedings, Part II LSQ: The Linked SPARQL Queries Dataset [Link]
2015 (2015) RDF Stream Processing Workshop (ESWC2015) On the need for adaptivity in RDF Stream Processing
2014 Feng Gao and Edward Curry and Muhammad Intizar Ali and Sami Bhiri and Alessandra Mileo (2014) Service-Oriented Computing - 12th International Conference, ICSOC 2014, Paris, France, November 3-6, 2014. Proceedings QoS-Aware Complex Event Service Composition and Optimization Using Genetic Algorithms [Link]
2014 (2014) poster session, European Conference on Networks and Communications Real time iot stream processing and large-scale data analytics for smart city applications
2014 Muhammad Intizar Ali and Alessandra Mileo (2014) On the Move to Meaningful Internet Systems: OTM 2014 Conferences - Confederated International Conferences: CoopIS, and ODBASE 2014, Amantea, Italy, October 27-31, 2014, Proceedings How Good Is Your SPARQL Endpoint? - A QoS-Aware SPARQL Endpoint Monitoring and Data Source Selection Mechanism for Federated SPARQL Queries [Link]
2014 Feng Gao and Muhammad Intizar Ali and Alessandra Mileo (2014) Proceedings of the Fifth Workshop on Semantics for Smarter Cities a Workshop at the 13th International Semantic Web Conference (ISWC 2014), Riva del Garda, Italy, October 19, 2014 Semantic Discovery and Integration of Urban Data Streams [Link]
2013 (2013) Asia-Pacific Web Conference Update Semantics for Interoperability among XML, RDF and RDB
2013 Qaiser Mehmood and Muhammad Intizar Ali and Ollie Fagan and Owen Friel and Alessandra Mileo (2013) On the Move to Meaningful Internet Systems: OTM 2013 Conferences - Confederated International Conferences: CoopIS, DOA-Trusted Cloud, and ODBASE 2013, Graz, Austria, September 9-13, 2013. Proceedings Semantically Interlinked Notification System for Ubiquitous Presence Management [Link]
2013 Syed Zeeshan Haider Gillani and Muhammad Intizar Ali and Alessandra Mileo (2013) The Semantic Web: ESWC 2013 Satellite Events - ESWC 2013 Satellite Events, Montpellier, France, May 26-30, 2013, Revised Selected Papers XSPARQL-Viz: A Mashup-Based Visual Query Editor for XSPARQL [Link]
2012 Muhammad Intizar Ali (2012) ICEIS 2012 - Proceedings of the 14th International Conference on Enterprise Information Systems, Volume 1, Wroclaw, Poland, 28 June - 1 July, 2012 Optimizing Data Integration Queries over Web Data Sources (OPTIQ)
2011 (2011) British National Conference on Databases On integrating data services using data mashups
2011 Muhammad Intizar Ali and Reinhard Pichler and Hong Linh Truong and Schahram Dustdar (2011) Enterprise Information Systems - 13th International Conference, ICEIS 2011, Beijing, China, June 8-11, 2011, Revised Selected Papers Incorporating Data Concerns into Query Languages for Data Services [Link]
2011 (2011) ICEIS (1) Data Concern Aware Querying for the Integration of Data Services
2009 Muhammad Intizar Ali and Reinhard Pichler and Hong Linh Truong and Schahram Dustdar (2009) Web Engineering, 9th International Conference, ICWE 2009, San Sebasti\'an, Spain, June 24-26, 2009, Proceedings On Using Distributed Extended XQuery for Web Data Sources as Services [Link]
2009 (2009) International Conference on Enterprise Information Systems DeXIN: An extensible framework for distributed XQuery over heterogeneous data sources
2021 (2021) 2021 IEEE International Conference on Big Data (Big Data), Orlando, FL, USA, December 15-18, 2021 Imbal-OL: Online Machine Learning from Imbalanced Data Streams in Real-world IoT [Link] [DOI]

Other Publication

Year Publication
2021 Yahya, M.; Breslin, J.G.; Ali, M.I. (2021) Semantic web and knowledge graphs for industry 4.0. [Link] [DOI]
2022 (2022) Multi-Component Optimization and Efficient Deployment of Neural-Networks on Resource-Constrained IoT Hardware. [Link] [DOI]

Book Chapter

Year Publication
2025 Jaime B. Fernandez; Muhammad Intizar Ali (2025) 'System Demo of Modeling Smart University Campus Virtual Environments' In: [Link] [DOI]
2020 (2020) 'Developing real-time smart industrial analytics for Industry 4.0 applications' In: Smart Service Management.
2019 Thu-Le Pham; Muhammad Intizar Ali; Alessandra Mileo (2019) 'C-ASP: Continuous ASP-Based Reasoning over RDF Streams' In: [Link] [DOI]

Pre-print

Year Publication
2023 Alexander Victor Okhuese; Ali Muhammad Intizar (2023) Healthcare Internet of Things (IoT): A Survey of State-of-the-art Methods and Approaches. PREPRINT [Link] [DOI]

Book

Year Publication
2019 Pham, T.-L.; Ali, M.I.; Mileo, A. (2019) C-ASP: Continuous ASP-Based Reasoning over RDF Streams. [Link] [DOI]
2018 Tommasini, R.; Sedira, Y.A.; Dell’Aglio, D.; Balduini, M.; Ali, M.I.; Le Phuoc, D.; Della Valle, E.; Calbimonte, J.-P. (2018) VoCaLS: Vocabulary and catalog of linked streams. [Link] [DOI]
2015 Ali, M.I.; Gao, F.; Mileo, A. (2015) CityBench: A configurable benchmark to evaluate RSP engines using smart city datasets. [Link] [DOI]
2015 Ali, M.I.; Ono, N.; Kaysar, M.; Griffin, K.; Mileo, A. (2015) A semantic processing framework for IoT-enabled communication systems. [Link] [DOI]
2015 Saleem, M.; Ali, M.I.; Hogan, A.; Mehmood, Q.; Ngonga Ngomo, A.-C. (2015) LSQ: The linked SPARQL queries dataset. [Link] [DOI]
2014 Ali, M.I.; Mileo, A. (2014) How good is your SPARQL endpoint? - A QoS-aware SPARQL endpoint monitoring and data source selection mechanism for federated SPARQL queries. [Link] [DOI]
2013 Ali, M.I.; Lopes, N.; Friel, O.; Mileo, A. (2013) Update semantics for interoperability among XML, RDF and RDB: A case study of semantic presence in CISCO's unified presence systems. [Link] [DOI]
2011 Ali, M.I.; Pichler, R.; Truong, H.-L.; Dustdar, S. (2011) On integrating data services using data mashups. [Link] [DOI]
2009 Ali, M.I.; Pichler, R.; Truong, H.-L.; Dustdar, S. (2009) DeXIN: An extensible framework for distributed xquery over heterogeneous data sources. [Link] [DOI]
Certain data included herein are derived from the © Web of Science (2025) of Clarivate. All rights reserved.

Committees

Committee Function From / To
BEng (Hons) in Electronic and Computer Engineering -

Employment

Employer Position From / To
Dublin City University Assistant Professor 01/07/2020 -
Dublin City University Assistant Professor 01/07/2020 -
Insight Centre for Data Analytics, National University of Ireland, Adjunct Lecturer & Research Fellow 01/09/2012 -
Dublin City University Assistant Professor 01/07/2020 -
Insight Centre for Data Analytics, National University of Ireland, Adjunct Lecturer & Research Fellow 01/09/2012 -

Education

Start date Institution Qualification Subject
15/02/2007 Vienna University of Techhnology Ph.D.
15/02/2007 Vienna University of Techhnology Ph.D.

Other Activities

Description
National University of Ireland Galway Galway Galway IE Computer Science

Research Interests

Internet of Things (IoT)
Data Analytics
Machine Learning & AI for IoT
Edge Analytics
Data Integration
Stream Processing and Reasoning
Semantic Web &  Linked Data


Research Projects

Title Role Description Start date End date
MultiRoof PI 01/01/2025 30/06/2029
Cognitive Digital Twins PI 01/01/2025 31/12/2025
Neuro-Symbolic AI for Building Management PI 01/05/2025 30/04/2026
Bentley 6 Dublin Fire Brigade DCU PI 01/05/2024 30/11/2025
Bentley 5 Digital Twin Donation DCU PI 01/05/2024 30/11/2025
Bentley 4 DCU PI 01/08/2023 31/10/2024
Terrain AI DCU Co-PI 01/01/2021 31/12/2022
Terrain AI DCU Co-PI 01/01/2021 31/12/2022
PHVAC Operation Management- Analytics Overview of control, diagnostics and monitoring specific to Mitsubishi Electric Variable Refrigerant Flow (VRF) Systems DCU PI 31/01/2022 30/04/2022

Contract Researchers

Researcher Name Project Funding Body
Hamza Riaz Cognitive Digital Twin
Muhammad Ehsan Bentley DFB
Dr. Jiang Zhou Terrain-Ai
Jaime Boanerjes Fernandez Roblero Bentley

Current Postgraduate Students

Student Name Degree Supervision
Tahir ,Mehreen PhD Supervisor
Victor ,Alexander PhD-track Supervisor

Modules Coordinated

Term Title Subject
2025 Data Analysis and Machine Learning II EEN1072
2025 Web Application Development EEN1037
2025 Data Analysis and Machine Learning I EEN1083
2025 Data Analysis and Machine Learning - Introduction EEN1085
2024 Web Application Development EE417
2024 Data Analysis and Machine Learning EE514
2023 Web Application Development EE417
2023 Web Application Development - ECE Paris Exchange Students EE417B
2023 Wireless and Mobile Communication EE452
2022 Web Application Development EE417
2022 Wireless and Mobile Communication EE452
2021 Wireless and Mobile Communication EE452
2021 Web Application Development EE417