Archivio Istituzionale della RicercaSfoglia per Autore
Machine-learning aided OSNR prediction in optical line systems
2019 D'Amico, Andrea; Straullu, Stefano; Nespola, Antonino; Khan, Ihtesham; Abdelfattah, Sherif; Virgillito, Emanuele; Piciaccia, Stefano; Tanzi, Aberto; Galimberti, Gabriele; Abrate, Silvio; Curri, Vittorio
Using machine learning in an open optical line system controller
2020 D'Amico, A.; Curri, V.; Straullu, S.; Nespola, A.; Khan, I.; London, E.; Virgillito, E.; Piciaccia, S.; Tanzi, A.; Galimberti, G.
Machine learning assisted abstraction of photonic integrated circuits in fully disaggregated transparent optical networks
2020 Khan, Ihtesham; Chalony, Maryvonne; Ghillino, Enrico; Masood, Muhammad Umar; Patel, Jigesh; Richards, Dwight; Mena, Pablo; Bardella, Paolo; Carena, Andrea; Curri, Vittorio
Smart Provisioning of Sliceable Bandwidth Variable Transponders in Elastic Optical Networks
2020 Masood, MUHAMMAD UMAR; Khan, Ihtesham; Ahmad, Arsalan; Imran, Muhammad; Curri, Vittorio
Advanced Formulation of QoT-Estimation for Un-established Lightpaths Using Cross-train Machine Learning Methods
2020 Khan, Ihtesham; Bilal, Muhammad; Curri, Vittorio
Effectiveness of Machine Learning in Assessing QoT Impairments of Photonics Integrated Circuits to Reduce System Margin
2020 Khan, Ihtesham; Chalony, Maryvonne; Ghillino, Enrico; Masood, Muhammad Umar; Patel, Jigesh; Richards, Dwight; Mena, Pablo; Bardella, Paolo; Carena, Andrea; Curri, Vittorio
QoT Estimation for Light-path Provisioning in Un-Seen Optical Networks using Machine Learning
2020 Khan, Ihtesham; Bilal, Muhammad; Siddiqui, Mehek; Khan, Mahnoor; Ahmad, Arsalan; Shahzad, Muhammad; Curri, Vittorio
Assessment of Cross-train Machine Learning Techniques for QoT-Estimation in agnostic Optical Networks
2020 Khan, Ihtesham; Bilal, Muhammad; Curri, Vittorio
Impact of data center placement on the power consumption of flexible-grid optical networks
2020 Khan, Ihtesham; Ahmad, Arsalan; Masood, Muhammad U.; Malik, Asad W.; Ahmed, Nadeem; Curri, Vittorio
Modeling Off-line Routing and Spectrum Allocation Problem in Elastic Optical Network
2021 Alam, Shahzad; Masood, Muhammad Umar; Khan, Ihtesham; Ahmad, Arsalan; Ghafoor, Salman; Curri, Vittorio
Cross-Train: Machine Learning Assisted QoT-Estimation in Un-used Optical Networks
2021 Khan, Ihtesham; Bilal, Muhammad; Curri, Vittorio
A Data-Driven Approach to Autonomous Management of Photonic Switching System
2021 Khan, Ihtesham; Masood, Muhammad Umar; Tunesi, Lorenzo; Ghillino, Enrico; Bardella, Paolo; Carena, Andrea; Curri, Vittorio
Machine Learning Assisted Model of QoT Penalties for Photonics Switching Systems
2021 Khan, Ihtesham; Tunesi, Lorenzo; Masood, MUHAMMAD UMAR; Ghillino, Enrico; Bardella, Paolo; Carena, Andrea; Curri, Vittorio
Evaluating Cross- feature Trained Machine Learning Models for Estimating QoT of Unestablished Lightpaths
2021 Usmani, Fehmida; Khan, Ihtesham; Siddiqui, Mehek; Khan, Mahnoor; Bilal, Muhamamd; Masood, Muhammad Umar; Ahmad, Arsalan; Shahzad, Muhammad; Curri, Vittorio
A Neural Network-Based Automatized Management of N ×N Integrated Optical Switches
2021 Khan, Ihtesham; Masood, MUHAMMAD UMAR; Tunesi, Lorenzo; Bardella, Paolo; Ghillino, Enrico; Carena, Andrea; Curri, Vittorio
Machine Learning Assisted Management of Photonic Switching Systems
2021 Khan, Ihtesham; Masood, MUHAMMAD UMAR; Tunesi, Lorenzo; Bardella, Paolo; Carena, Andrea; Curri, Vittori
Cross-feature trained machine learning models for QoT-estimation in optical networks
2021 Usmani, Fehmida; Khan, Ihtesham; Siddiqui, Mehek; Khan, Mahnoor; Bilal, Muhammad; Masood, Muhammad Umar; Ahmad, Arsalan; Shahzad, Muhammad; Curri, Vittorio
Softwarized and Autonomous Management of Photonic Switching Systems Using Machine Learning
2021 Khan, Ihtesham; Masood, MUHAMMAD UMAR; Tunesi, Lorenzo; Ghillino, Enrico; Bardella, Paolo; Carena, Andrea; Curri, Vittorio
Convolutional neural network for quality of transmission prediction of unestablished lightpaths
2021 Usmani, Fehmida; Khan, Ihtesham; Masood, Muhammad Umar; Ahmad, Arsalan; Shahzad, Muhammad; Curri, Vittorio
Machine Learning Driven Model for Software Management of Photonics Switching Systems
2021 Khan, Ihtesham; Tunesi, Lorenzo; Masood, Muhammad Umar; Ghillino, Enrico; Bardella, Paolo; Carena, Andrea; Curri, Vittorio
| Citazione | Data di pubblicazione | Autori | File |
|---|---|---|---|
| Machine-learning aided OSNR prediction in optical line systems / D'Amico, Andrea; Straullu, Stefano; Nespola, Antonino; Khan, Ihtesham; Abdelfattah, Sherif; Virgillito, Emanuele; Piciaccia, Stefano; Tanzi, Aberto; Galimberti, Gabriele; Abrate, Silvio; Curri, Vittorio. - (2019), pp. 1-4. (Intervento presentato al convegno European Conference on Optical Communication (ECOC 2019) tenutosi a Dublin, Ireland) [10.1049/cp.2019.0758]. | 1-gen-2019 | Andrea D'AmicoIhtesham KhanEmanuele VirgillitoVittorio Curri + | 09125486.pdf; ECOC_2019_ML.pdf |
| Using machine learning in an open optical line system controller / D'Amico, A.; Curri, V.; Straullu, S.; Nespola, A.; Khan, I.; London, E.; Virgillito, E.; Piciaccia, S.; Tanzi, A.; Galimberti, G.. - In: JOURNAL OF OPTICAL COMMUNICATIONS AND NETWORKING. - ISSN 1943-0620. - 12:6(2020), pp. C1-C11. [10.1364/JOCN.382557] | 1-gen-2020 | D'Amico A.Curri V.Khan I.London E.Virgillito E. + | D'Amico-Usingmachine.pdf |
| Machine learning assisted abstraction of photonic integrated circuits in fully disaggregated transparent optical networks / Khan, Ihtesham; Chalony, Maryvonne; Ghillino, Enrico; Masood, Muhammad Umar; Patel, Jigesh; Richards, Dwight; Mena, Pablo; Bardella, Paolo; Carena, Andrea; Curri, Vittorio. - ELETTRONICO. - (2020), pp. 1-4. (Intervento presentato al convegno International Conference on Transparent Optical Networks (ICTON) tenutosi a ITALY) [10.1109/ICTON51198.2020.9248693]. | 1-gen-2020 | Khan, IhteshamMasood, Muhammad UmarBardella, PaoloCarena, AndreaCurri, Vittorio + | output_8.pdf; 09248693.pdf |
| Smart Provisioning of Sliceable Bandwidth Variable Transponders in Elastic Optical Networks / Masood, MUHAMMAD UMAR; Khan, Ihtesham; Ahmad, Arsalan; Imran, Muhammad; Curri, Vittorio. - ELETTRONICO. - (2020), pp. 85-91. (Intervento presentato al convegno IEEE Conference on Network Softwarization tenutosi a Ghent, Belgium) [10.1109/NetSoft48620.2020.9165462]. | 1-gen-2020 | Muhammad Umar MasoodKhan IhteshamCurri, Vittorio + | 09165462.pdf; Netsoft_2020_Performance_Analysis_of_Sliceable_Bandwidth_Variable_Transponders_based_on_Multi_Wavelength_Sources (2).pdf |
| Advanced Formulation of QoT-Estimation for Un-established Lightpaths Using Cross-train Machine Learning Methods / Khan, Ihtesham; Bilal, Muhammad; Curri, Vittorio. - ELETTRONICO. - (2020), pp. 1-4. (Intervento presentato al convegno International Conference on Transparent Optical Networks (ICTON) tenutosi a Bari, Italy) [10.1109/ICTON51198.2020.9203334]. | 1-gen-2020 | Khan, IhteshamCurri, Vittorio + | output_6.pdf; 09203334.pdf |
| Effectiveness of Machine Learning in Assessing QoT Impairments of Photonics Integrated Circuits to Reduce System Margin / Khan, Ihtesham; Chalony, Maryvonne; Ghillino, Enrico; Masood, Muhammad Umar; Patel, Jigesh; Richards, Dwight; Mena, Pablo; Bardella, Paolo; Carena, Andrea; Curri, Vittorio. - ELETTRONICO. - (2020), pp. 1-2. (Intervento presentato al convegno IEEE Photonics Conference (IPC) tenutosi a CANADA) [10.1109/IPC47351.2020.9252247]. | 1-gen-2020 | Khan, IhteshamMasood, Muhammad UmarBardella, PaoloCarena, AndreaCurri, Vittorio + | IPCIEEE.pdf; IPCV2.pdf |
| QoT Estimation for Light-path Provisioning in Un-Seen Optical Networks using Machine Learning / Khan, Ihtesham; Bilal, Muhammad; Siddiqui, Mehek; Khan, Mahnoor; Ahmad, Arsalan; Shahzad, Muhammad; Curri, Vittorio. - ELETTRONICO. - (2020), pp. 1-4. (Intervento presentato al convegno International Conference on Transparent Optical Networks (ICTON) tenutosi a Bari, Italy) [10.1109/ICTON51198.2020.9203364]. | 1-gen-2020 | Khan, IhteshamCurri, Vittorio + | khan2020.pdf; ICTON_2020_QoT_Estimation_for_Light_path_Provisioning_in_Un_Seen_OpticalNetworks_using_Machine_Learning.pdf |
| Assessment of Cross-train Machine Learning Techniques for QoT-Estimation in agnostic Optical Networks / Khan, Ihtesham; Bilal, Muhammad; Curri, Vittorio. - In: OSA CONTINUUM. - ISSN 2578-7519. - 3:10(2020), pp. 2690-2706. [10.1364/OSAC.399511] | 1-gen-2020 | Ihtesham KhanVittorio Curri + | osac-3-10-2690.pdf |
| Impact of data center placement on the power consumption of flexible-grid optical networks / Khan, Ihtesham; Ahmad, Arsalan; Masood, Muhammad U.; Malik, Asad W.; Ahmed, Nadeem; Curri, Vittorio. - In: OPTICAL ENGINEERING. - ISSN 0091-3286. - 59:1(2020), pp. 1-17. [10.1117/1.OE.59.1.016115] | 1-gen-2020 | Ihtesham KhanMuhammad U. MasoodVittorio Curri + | 016115_1.pdf |
| Modeling Off-line Routing and Spectrum Allocation Problem in Elastic Optical Network / Alam, Shahzad; Masood, Muhammad Umar; Khan, Ihtesham; Ahmad, Arsalan; Ghafoor, Salman; Curri, Vittorio. - ELETTRONICO. - (2021), pp. 1-6. (Intervento presentato al convegno International Conference on Electrical, Communication, and Computer Engineering (ICECCE) tenutosi a Kuala Lumpur, Malaysia nel 12-13 June 2021) [10.1109/ICECCE52056.2021.9514112]. | 1-gen-2021 | Masood, Muhammad UmarKhan, IhteshamCurri, Vittorio + | Modeling_Off-line_Routing_and_Spectrum_Allocation_Problem_in_Elastic_Optical_Network.pdf; C_ICECCE_2021_Modeling_Off_line_Routing_and_Spectrum______VF_04042021_submitted.pdf |
| Cross-Train: Machine Learning Assisted QoT-Estimation in Un-used Optical Networks / Khan, Ihtesham; Bilal, Muhammad; Curri, Vittorio. - ELETTRONICO. - 797:(2021), pp. 78-87. (Intervento presentato al convegno 4th International Conference on Telecommunications and Communication Engineering) [10.1007/978-981-16-5692-7_9]. | 1-gen-2021 | Khan, IhteshamCurri, Vittorio + | final_published_paper.pdf; C_ICTCE_2020_Cross_training__Machine_Learning_Assisted____V1_02032021__Copy_ (5).pdf |
| A Data-Driven Approach to Autonomous Management of Photonic Switching System / Khan, Ihtesham; Masood, Muhammad Umar; Tunesi, Lorenzo; Ghillino, Enrico; Bardella, Paolo; Carena, Andrea; Curri, Vittorio. - ELETTRONICO. - (2021), pp. 1-2. (Intervento presentato al convegno IEEE Photonics Society Summer Topicals Meeting Series (SUM) tenutosi a Cabo San Lucas, Mexico nel 19-21 July 2021) [10.1109/SUM48717.2021.9505780]. | 1-gen-2021 | Khan, IhteshamMasood, Muhammad UmarTunesi, LorenzoBardella, PaoloCarena, AndreaCurri, Vittorio + | A_Data-Driven_Approach_to_Autonomous_Management_of_Photonic_Switching_System.pdf; C_IEEE_summer_topicals_A_Data_Driven_Approach_to____V1_02032021.pdf |
| Machine Learning Assisted Model of QoT Penalties for Photonics Switching Systems / Khan, Ihtesham; Tunesi, Lorenzo; Masood, MUHAMMAD UMAR; Ghillino, Enrico; Bardella, Paolo; Carena, Andrea; Curri, Vittorio. - ELETTRONICO. - (2021). (Intervento presentato al convegno Photonics in Switching and Computing 2021 tenutosi a Washington, DC United States nel 27–29 September 2021). | 1-gen-2021 | Ihtesham KhanLorenzo TunesiMuhammad Umar MasoodPaolo BardellaAndrea CarenaVittorio Curri + | PSC-2021-M2A.3.pdf; C_IPC_Machine_Learning_Aided_QoT_Assessment_of_Photonics_Switching_System_in_Software_defined_Optical_Network_29042021 (2).pdf |
| Evaluating Cross- feature Trained Machine Learning Models for Estimating QoT of Unestablished Lightpaths / Usmani, Fehmida; Khan, Ihtesham; Siddiqui, Mehek; Khan, Mahnoor; Bilal, Muhamamd; Masood, Muhammad Umar; Ahmad, Arsalan; Shahzad, Muhammad; Curri, Vittorio. - ELETTRONICO. - (2021), pp. 1-6. (Intervento presentato al convegno 2021 International Conference on Electrical, Communication, and Computer Engineering (ICECCE) tenutosi a Kuala Lumpur, Malaysia nel 12-13 June 2021) [10.1109/ICECCE52056.2021.9514154]. | 1-gen-2021 | Khan, IhteshamMasood, Muhammad UmarCurri, Vittorio + | Evaluating_Cross-_feature_Trained_Machine_Learning_Models_for_Estimating_QoT_of_Unestablished_Lightpaths.pdf; C_ICECCE_Evaluating_Cross_feature_Trained_Machine_Learning_Models_for_Estimating_QoT_of_Unestablished_Lightpaths_18032021.pdf |
| A Neural Network-Based Automatized Management of N ×N Integrated Optical Switches / Khan, Ihtesham; Masood, MUHAMMAD UMAR; Tunesi, Lorenzo; Bardella, Paolo; Ghillino, Enrico; Carena, Andrea; Curri, Vittorio. - ELETTRONICO. - (2021). (Intervento presentato al convegno OSA Advanced Photonics Congress 2021 tenutosi a Washington, DC United States nel 26–29 July 2021). | 1-gen-2021 | KHAN, IHTESHAMMASOOD, MUHAMMAD UMARTUNESI, LORENZOBARDELLA, PAOLOCARENA, ANDREACURRI, VITTORIO + | Networks-2021-NeF2B.2.pdf; C_APC_OSA_A_Neural_Network_Based_Automatize_Management_of_NxN_Integrated_Optical_Switches_11032021.pdf |
| Machine Learning Assisted Management of Photonic Switching Systems / Khan, Ihtesham; Masood, MUHAMMAD UMAR; Tunesi, Lorenzo; Bardella, Paolo; Carena, Andrea; Curri, Vittori. - ELETTRONICO. - (2021). (Intervento presentato al convegno (CLEO) conference on Lasers and Electro-Optics tenutosi a San Jose nel 9–14 May 2021) [10.1364/CLEO_AT.2021.JTu3A.32]. | 1-gen-2021 | KHAN, IHTESHAMMASOOD, MUHAMMAD UMARTUNESI, LORENZOBARDELLA, PAOLOCARENA, ANDREACURRI, VITTORI | CLEO_AT-2021-JTu3A.32.pdf; C_CLEO_2021_Machine_Learning_Assisted_Management____V1_02032021 (1).pdf |
| Cross-feature trained machine learning models for QoT-estimation in optical networks / Usmani, Fehmida; Khan, Ihtesham; Siddiqui, Mehek; Khan, Mahnoor; Bilal, Muhammad; Masood, Muhammad Umar; Ahmad, Arsalan; Shahzad, Muhammad; Curri, Vittorio. - In: OPTICAL ENGINEERING. - ISSN 0091-3286. - ELETTRONICO. - 60:12(2021). [10.1117/1.OE.60.12.125106] | 1-gen-2021 | Khan, IhteshamMasood, Muhammad UmarCurri, Vittorio + | published_OE-20210444_online.pdf; J_OE_Cross_feature_Trained_Machine_Learning_Models_for_QoT_Estimation_in_Optical_Networks.pdf |
| Softwarized and Autonomous Management of Photonic Switching Systems Using Machine Learning / Khan, Ihtesham; Masood, MUHAMMAD UMAR; Tunesi, Lorenzo; Ghillino, Enrico; Bardella, Paolo; Carena, Andrea; Curri, Vittorio. - ELETTRONICO. - (2021). (Intervento presentato al convegno 2021 International Conference on Optical Network Design and Modeling (ONDM) tenutosi a Gothenburg, Sweden nel June 28 - July 1, 2021). | 1-gen-2021 | KHAN,IHTESHAMMASOOD, MUHAMMAD UMARTunesi, LorenzoBardella, PaoloCarena, AndreaCurri,Vittorio + | 1570710701.pdf; C_ONDM_Softwarized_and_Autonomous_Management____V1_10032021 (1).pdf |
| Convolutional neural network for quality of transmission prediction of unestablished lightpaths / Usmani, Fehmida; Khan, Ihtesham; Masood, Muhammad Umar; Ahmad, Arsalan; Shahzad, Muhammad; Curri, Vittorio. - In: MICROWAVE AND OPTICAL TECHNOLOGY LETTERS. - ISSN 0895-2477. - ELETTRONICO. - (2021). [10.1002/mop.32996] | 1-gen-2021 | Khan, IhteshamMasood, Muhammad UmarCurri, Vittorio + | mop.32996.pdf; J_Convolutional_Neural_Network_for_Quality_of_Transmission_Prediction_of_Unestablished_Lightpaths_04042021__Copy_ (2).pdf |
| Machine Learning Driven Model for Software Management of Photonics Switching Systems / Khan, Ihtesham; Tunesi, Lorenzo; Masood, Muhammad Umar; Ghillino, Enrico; Bardella, Paolo; Carena, Andrea; Curri, Vittorio. - ELETTRONICO. - (2021), pp. 1-6. (Intervento presentato al convegno 2021 IEEE Global Communications Conference (GLOBECOM) tenutosi a Madrid, Spain nel 7-11 Dec. 2021) [10.1109/GLOBECOM46510.2021.9685878]. | 1-gen-2021 | Khan, IhteshamTunesi, LorenzoMasood, Muhammad UmarBardella, PaoloCarena, AndreaCurri, Vittorio + | Machine_Learning_Driven_Model_for_Software_Management_of_Photonics_Switching_Systems.pdf; C_Globecom_Softwarized_and_Autonomous_Management____V1_12052021.pdf |
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