Graziana CAVONE

Post-Doc Research Fellow

E-mail: graziana.cavone@poliba.it


Short bio

Graziana Cavone received the Laurea degree summa cum laude in Control Engineering in 2013 from the Polytechnic of Bari, Italy and the Ph.D. degree (excellent with honors) in Electronic and Computer Engineering in 2018 from the University of Cagliari, Italy. She currently is a post-doc Research Fellow at Polytechnic of Bari. She has been Research Fellow in 2014 at Polytechnic of Bari, Italy, and Visiting Ph.D. Student in 2016-2017 at Delft University of Technology, the Netherlands. Her research interests include modelling, simulation, optimization, and control of discrete-event and hybrid systems, distributed control, automated manufacturing systems, intelligent transportation, smart cities.

She is the Local Arrangements chair of the 2021 Mediterranean Conference on Control and Automation. She is Associate Editor for the international Journal Results in Control and Optimization (RICO). She was member of the International Program Committeeof 20+ international conferences and Guest Editor for special issues on international journals. She was awarded a research grant by the National Science Foundation of China for year 2020.

Research interests

  • automation;
  • optimization;
  • discrete event industrial systems;
  • decision and control systems;
  • modeling and optimization of complex systems;
  • petri nets;
  • manufacturing systems;
  • supply chains;
  • logistics and transportation systems;
  • traffic networks.

Publications

2020

  • [DOI] G. Cavone, N. Epicoco, and M. Dotoli, “Process re-engineering based on colored petri nets: the case of an italian textile company.” 2020, pp. 856-861.
    [Bibtex]
    @CONFERENCE{Cavone2020856,
    author={Cavone, G. and Epicoco, N. and Dotoli, M.},
    title={Process re-engineering based on colored petri nets: The case of an Italian textile company},
    journal={2020 28th Mediterranean Conference on Control and Automation, MED 2020},
    year={2020},
    pages={856-861},
    doi={10.1109/MED48518.2020.9182937},
    art_number={9182937},
    note={cited By 0},
    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85092143469&doi=10.1109%2fMED48518.2020.9182937&partnerID=40&md5=8c365f0bdb732312eac56e75db5e46d8},
    document_type={Conference Paper},
    source={Scopus},
    }
  • [DOI] P. Scarabaggio, R. Carli, G. Cavone, and M. Dotoli, “Smart control strategies for primary frequency regulation through electric vehicles: a battery degradation perspective,” Energies, vol. 13, iss. 17, 2020.
    [Bibtex]
    @ARTICLE{Scarabaggio2020,
    author={Scarabaggio, P. and Carli, R. and Cavone, G. and Dotoli, M.},
    title={Smart control strategies for primary frequency regulation through electric vehicles: A battery degradation perspective},
    journal={Energies},
    year={2020},
    volume={13},
    number={17},
    doi={10.3390/en13174586},
    art_number={4586},
    note={cited By 1},
    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85090919511&doi=10.3390%2fen13174586&partnerID=40&md5=d7f07f0a819d149b5f1c143b707e731d},
    document_type={Article},
    source={Scopus},
    }
  • [DOI] R. Carli, G. Cavone, T. Pippia, B. D. Schutter, and M. Dotoli, “A robust mpc energy scheduling strategy for multi-carrier microgrids.” 2020, pp. 152-158.
    [Bibtex]
    @CONFERENCE{Carli2020152,
    author={Carli, R. and Cavone, G. and Pippia, T. and Schutter, B.D. and Dotoli, M.},
    title={A Robust MPC Energy Scheduling Strategy for Multi-Carrier Microgrids},
    journal={IEEE International Conference on Automation Science and Engineering},
    year={2020},
    volume={2020-August},
    pages={152-158},
    doi={10.1109/CASE48305.2020.9216875},
    art_number={9216875},
    note={cited By 0},
    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85094114652&doi=10.1109%2fCASE48305.2020.9216875&partnerID=40&md5=92ef257518791ef22242636d1c989285},
    document_type={Conference Paper},
    source={Scopus},
    }
  • [DOI] G. Cavone, M. Dotoli, N. Epicoco, D. Morelli, and C. Seatzu, “Design of modern supply chain networks using fuzzy bargaining game and data envelopment analysis,” Ieee transactions on automation science and engineering, vol. 17, iss. 3, pp. 1221-1236, 2020.
    [Bibtex]
    @ARTICLE{Cavone20201221,
    author={Cavone, G. and Dotoli, M. and Epicoco, N. and Morelli, D. and Seatzu, C.},
    title={Design of Modern Supply Chain Networks Using Fuzzy Bargaining Game and Data Envelopment Analysis},
    journal={IEEE Transactions on Automation Science and Engineering},
    year={2020},
    volume={17},
    number={3},
    pages={1221-1236},
    doi={10.1109/TASE.2020.2977452},
    art_number={9040428},
    note={cited By 1},
    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85087545403&doi=10.1109%2fTASE.2020.2977452&partnerID=40&md5=36c9b0b7af0bb44437e25bed1ffbd281},
    document_type={Article},
    source={Scopus},
    }
  • [DOI] G. Cavone, V. Montaruli, T. J. J. Van Den Boom, and M. Dotoli, “Demand-oriented rescheduling of railway traffic in case of delays.” 2020, pp. 1040-1045.
    [Bibtex]
    @CONFERENCE{Cavone20201040,
    author={Cavone, G. and Montaruli, V. and Van Den Boom, T.J.J. and Dotoli, M.},
    title={Demand-Oriented Rescheduling of Railway Traffic in Case of Delays},
    journal={7th International Conference on Control, Decision and Information Technologies, CoDIT 2020},
    year={2020},
    pages={1040-1045},
    doi={10.1109/CoDIT49905.2020.9263874},
    art_number={9263874},
    note={cited By 0},
    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85098278130&doi=10.1109%2fCoDIT49905.2020.9263874&partnerID=40&md5=77e95b60271d0546bb0ca7e53e9fbfc4},
    document_type={Conference Paper},
    source={Scopus},
    }
  • [DOI] R. Carli, G. Cavone, S. B. Othman, and M. Dotoli, “Iot based architecture for model predictive control of hvac systems in smart buildings,” Sensors (switzerland), vol. 20, iss. 3, 2020.
    [Bibtex]
    @ARTICLE{Carli2020,
    author={Carli, R. and Cavone, G. and Othman, S.B. and Dotoli, M.},
    title={IoT based architecture for model predictive control of HVAC systems in smart buildings},
    journal={Sensors (Switzerland)},
    year={2020},
    volume={20},
    number={3},
    doi={10.3390/s20030781},
    art_number={781},
    note={cited By 8},
    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85079071499&doi=10.3390%2fs20030781&partnerID=40&md5=b68287ad61a3091865fc7546425dce95},
    document_type={Article},
    source={Scopus},
    }
  • [DOI] R. Carli, G. Cavone, N. Epicoco, P. Scarabaggio, and M. Dotoli, “Model predictive control to mitigate the covid-19 outbreak in a multi-region scenario,” Annual reviews in control, vol. 50, pp. 373-393, 2020.
    [Bibtex]
    @ARTICLE{Carli2020373,
    author={Carli, R. and Cavone, G. and Epicoco, N. and Scarabaggio, P. and Dotoli, M.},
    title={Model predictive control to mitigate the COVID-19 outbreak in a multi-region scenario},
    journal={Annual Reviews in Control},
    year={2020},
    volume={50},
    pages={373-393},
    doi={10.1016/j.arcontrol.2020.09.005},
    note={cited By 1},
    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85097753585&doi=10.1016%2fj.arcontrol.2020.09.005&partnerID=40&md5=adce49e71a999948867e93de3ae2e142},
    document_type={Article},
    source={Scopus},
    }
  • [DOI] G. Cavone, T. van den Boom, L. Blenkers, M. Dotoli, C. Seatzu, and B. De Schutter, “An mpc-based rescheduling algorithm for disruptions and disturbances in large-scale railway networks,” Ieee transactions on automation science and engineering, 2020.
    [Bibtex]
    @ARTICLE{Cavone2020,
    author={Cavone, G. and van den Boom, T. and Blenkers, L. and Dotoli, M. and Seatzu, C. and De Schutter, B.},
    title={An MPC-Based Rescheduling Algorithm for Disruptions and Disturbances in Large-Scale Railway Networks},
    journal={IEEE Transactions on Automation Science and Engineering},
    year={2020},
    doi={10.1109/TASE.2020.3040940},
    note={cited By 0},
    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85098771253&doi=10.1109%2fTASE.2020.3040940&partnerID=40&md5=155dc1581a4c1e8c1c487e2eb7c75cbd},
    document_type={Article},
    source={Scopus},
    }
  • [DOI] R. Carli, G. Cavone, N. Epicoco, M. Di Ferdinando, P. Scarabaggio, and M. Dotoli, “Consensus-based algorithms for controlling swarms of unmanned aerial vehicles,” Lecture notes in computer science (including subseries lecture notes in artificial intelligence and lecture notes in bioinformatics), vol. 12338 LNCS, pp. 84-99, 2020.
    [Bibtex]
    @ARTICLE{Carli202084,
    author={Carli, R. and Cavone, G. and Epicoco, N. and Di Ferdinando, M. and Scarabaggio, P. and Dotoli, M.},
    title={Consensus-Based Algorithms for Controlling Swarms of Unmanned Aerial Vehicles},
    journal={Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)},
    year={2020},
    volume={12338 LNCS},
    pages={84-99},
    doi={10.1007/978-3-030-61746-2_7},
    note={cited By 0},
    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85093852465&doi=10.1007%2f978-3-030-61746-2_7&partnerID=40&md5=1c7da6000e4015880227c1eafe608f20},
    document_type={Conference Paper},
    source={Scopus},
    }

2019

  • [DOI] R. Carli, G. Cavone, M. Dotoli, N. Epicoco, and P. Scarabaggio, “Model predictive control for thermal comfort optimization in building energy management systems.” 2019, pp. 2608-2613.
    [Bibtex]
    @CONFERENCE{Carli20192608,
    author={Carli, R. and Cavone, G. and Dotoli, M. and Epicoco, N. and Scarabaggio, P.},
    title={Model predictive control for thermal comfort optimization in building energy management systems},
    journal={Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics},
    year={2019},
    volume={2019-October},
    pages={2608-2613},
    doi={10.1109/SMC.2019.8914489},
    art_number={8914489},
    note={cited By 4},
    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85076778873&doi=10.1109%2fSMC.2019.8914489&partnerID=40&md5=3c982fb93adbcfb5202b48b60ad0f22d},
    document_type={Conference Paper},
    source={Scopus},
    }
  • [DOI] R. Carli, G. Cavone, M. Dotoli, N. Epicoco, C. Manganiello, and L. Tricarico, “Ict-based methodologies for sheet metal forming design: a survey on simulation approaches.” 2019, pp. 128-133.
    [Bibtex]
    @CONFERENCE{Carli2019128,
    author={Carli, R. and Cavone, G. and Dotoli, M. and Epicoco, N. and Manganiello, C. and Tricarico, L.},
    title={ICT-based methodologies for sheet metal forming design: A survey on simulation approaches},
    journal={Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics},
    year={2019},
    volume={2019-October},
    pages={128-133},
    doi={10.1109/SMC.2019.8914082},
    art_number={8914082},
    note={cited By 0},
    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85076787727&doi=10.1109%2fSMC.2019.8914082&partnerID=40&md5=b067223578db03937c9be68febc5f920},
    document_type={Conference Paper},
    source={Scopus},
    }
  • [DOI] G. Cavone, L. Blenkers, T. Van Den Boom, M. Dotoli, C. Seatzu, and B. De Schutter, “Railway disruption: a bi-level rescheduling algorithm.” 2019, pp. 54-59.
    [Bibtex]
    @CONFERENCE{Cavone201954,
    author={Cavone, G. and Blenkers, L. and Van Den Boom, T. and Dotoli, M. and Seatzu, C. and De Schutter, B.},
    title={Railway disruption: A bi-level rescheduling algorithm},
    journal={2019 6th International Conference on Control, Decision and Information Technologies, CoDIT 2019},
    year={2019},
    pages={54-59},
    doi={10.1109/CoDIT.2019.8820380},
    art_number={8820380},
    note={cited By 2},
    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85072825857&doi=10.1109%2fCoDIT.2019.8820380&partnerID=40&md5=1402c9b7c47196a37e50ebaba061fdef},
    document_type={Conference Paper},
    source={Scopus},
    }

2018

  • [DOI] G. Cavone, M. Dotoli, N. Epicoco, D. Morelli, and C. Seatzu, “A game-theoretical design technique for multi-stage supply chains under uncertainty.” 2018, pp. 528-533.
    [Bibtex]
    @CONFERENCE{Cavone2018528,
    author={Cavone, G. and Dotoli, M. and Epicoco, N. and Morelli, D. and Seatzu, C.},
    title={A Game-theoretical Design Technique for Multi-stage Supply Chains under Uncertainty},
    journal={IEEE International Conference on Automation Science and Engineering},
    year={2018},
    volume={2018-August},
    pages={528-533},
    doi={10.1109/COASE.2018.8560501},
    art_number={8560501},
    note={cited By 4},
    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85059976158&doi=10.1109%2fCOASE.2018.8560501&partnerID=40&md5=029376a062b0c55a7cccfc170988ada1},
    document_type={Conference Paper},
    source={Scopus},
    }
  • [DOI] G. Cavone, M. Dotoli, and C. Seatzu, “A survey on petri net models for freight logistics and transportation systems,” Ieee transactions on intelligent transportation systems, vol. 19, iss. 6, pp. 1795-1813, 2018.
    [Bibtex]
    @ARTICLE{Cavone20181795,
    author={Cavone, G. and Dotoli, M. and Seatzu, C.},
    title={A Survey on Petri Net Models for Freight Logistics and Transportation Systems},
    journal={IEEE Transactions on Intelligent Transportation Systems},
    year={2018},
    volume={19},
    number={6},
    pages={1795-1813},
    doi={10.1109/TITS.2017.2737788},
    note={cited By 20},
    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85029185229&doi=10.1109%2fTITS.2017.2737788&partnerID=40&md5=b13acc8aca9a368189e296cec63c8a37},
    document_type={Article},
    source={Scopus},
    }
  • [DOI] G. Cavone, M. Dotoli, N. Epicoco, and C. Seatzu, “Efficient resource planning of intermodal terminals under uncertainty,” Ifac-papersonline, vol. 51, iss. 9, pp. 398-403, 2018.
    [Bibtex]
    @ARTICLE{Cavone2018398,
    author={Cavone, G. and Dotoli, M. and Epicoco, N. and Seatzu, C.},
    title={Efficient Resource Planning of Intermodal Terminals under Uncertainty},
    journal={IFAC-PapersOnLine},
    year={2018},
    volume={51},
    number={9},
    pages={398-403},
    doi={10.1016/j.ifacol.2018.07.065},
    note={cited By 1},
    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85050140566&doi=10.1016%2fj.ifacol.2018.07.065&partnerID=40&md5=edaa20f412201b8f7e7839c4fc246aad},
    document_type={Article},
    source={Scopus},
    }
  • [DOI] G. Cavone, M. Dotoli, N. Epicoco, M. Franceschelli, and C. Seatzu, “Hybrid petri nets to re-design low-automated production processes: the case study of a sardinian bakery,” Ifac-papersonline, vol. 51, iss. 7, pp. 265-270, 2018.
    [Bibtex]
    @ARTICLE{Cavone2018265,
    author={Cavone, G. and Dotoli, M. and Epicoco, N. and Franceschelli, M. and Seatzu, C.},
    title={Hybrid Petri Nets to Re-design Low-Automated Production Processes: the Case Study of a Sardinian Bakery},
    journal={IFAC-PapersOnLine},
    year={2018},
    volume={51},
    number={7},
    pages={265-270},
    doi={10.1016/j.ifacol.2018.06.311},
    note={cited By 6},
    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85050128384&doi=10.1016%2fj.ifacol.2018.06.311&partnerID=40&md5=832573ffac1f56c0f884bc55c52b23d1},
    document_type={Article},
    source={Scopus},
    }

2017

  • [DOI] G. Cavone, M. Dotoli, N. Epicoco, and C. Seatzu, “A decision making procedure for robust train rescheduling based on mixed integer linear programming and data envelopment analysis,” Applied mathematical modelling, vol. 52, pp. 255-273, 2017.
    [Bibtex]
    @ARTICLE{Cavone2017255,
    author={Cavone, G. and Dotoli, M. and Epicoco, N. and Seatzu, C.},
    title={A decision making procedure for robust train rescheduling based on mixed integer linear programming and Data Envelopment Analysis},
    journal={Applied Mathematical Modelling},
    year={2017},
    volume={52},
    pages={255-273},
    doi={10.1016/j.apm.2017.07.030},
    note={cited By 17},
    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85032351265&doi=10.1016%2fj.apm.2017.07.030&partnerID=40&md5=9878b46aea5aa585ef08d87ee28e4b38},
    document_type={Article},
    source={Scopus},
    }
  • [DOI] G. Cavone, M. Dotoli, N. Epicoco, and C. Seatzu, “Intermodal terminal planning by petri nets and data envelopment analysis,” Control engineering practice, vol. 69, pp. 9-22, 2017.
    [Bibtex]
    @ARTICLE{Cavone20179,
    author={Cavone, G. and Dotoli, M. and Epicoco, N. and Seatzu, C.},
    title={Intermodal terminal planning by Petri Nets and Data Envelopment Analysis},
    journal={Control Engineering Practice},
    year={2017},
    volume={69},
    pages={9-22},
    doi={10.1016/j.conengprac.2017.08.007},
    note={cited By 12},
    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85028873437&doi=10.1016%2fj.conengprac.2017.08.007&partnerID=40&md5=f1dac97345f97f58a4fee381c92037d4},
    document_type={Article},
    source={Scopus},
    }

2016

  • [DOI] G. Cavone, M. Dotoli, and C. Seatzu, “Resource planning of intermodal terminals using timed petri nets.” 2016, pp. 44-50.
    [Bibtex]
    @CONFERENCE{Cavone201644,
    author={Cavone, G. and Dotoli, M. and Seatzu, C.},
    title={Resource planning of intermodal terminals using timed Petri nets},
    journal={2016 13th International Workshop on Discrete Event Systems, WODES 2016},
    year={2016},
    pages={44-50},
    doi={10.1109/WODES.2016.7497824},
    art_number={7497824},
    note={cited By 5},
    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-84981302932&doi=10.1109%2fWODES.2016.7497824&partnerID=40&md5=6e380dff1ab12bf5ebd7b38ef41fe0ac},
    document_type={Conference Paper},
    source={Scopus},
    }
  • [DOI] M. Dotoli, N. Epicoco, M. Falagario, and G. Cavone, “A timed petri nets model for performance evaluation of intermodal freight transport terminals,” Ieee transactions on automation science and engineering, vol. 13, iss. 2, pp. 842-857, 2016.
    [Bibtex]
    @ARTICLE{Dotoli2016842,
    author={Dotoli, M. and Epicoco, N. and Falagario, M. and Cavone, G.},
    title={A Timed Petri Nets Model for Performance Evaluation of Intermodal Freight Transport Terminals},
    journal={IEEE Transactions on Automation Science and Engineering},
    year={2016},
    volume={13},
    number={2},
    pages={842-857},
    doi={10.1109/TASE.2015.2404438},
    art_number={7057695},
    note={cited By 31},
    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-84929017877&doi=10.1109%2fTASE.2015.2404438&partnerID=40&md5=04520d65c7c1306a86a7b871f538bcae},
    document_type={Article},
    source={Scopus},
    }
  • [DOI] G. Cavone, M. Dotoli, and C. Seatzu, “Management of intermodal freight terminals by first-order hybrid petri nets,” Ieee robotics and automation letters, vol. 1, iss. 1, pp. 2-9, 2016.
    [Bibtex]
    @ARTICLE{Cavone20162,
    author={Cavone, G. and Dotoli, M. and Seatzu, C.},
    title={Management of Intermodal Freight Terminals by First-Order Hybrid Petri Nets},
    journal={IEEE Robotics and Automation Letters},
    year={2016},
    volume={1},
    number={1},
    pages={2-9},
    doi={10.1109/LRA.2015.2502905},
    art_number={7339445},
    note={cited By 12},
    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-85058585244&doi=10.1109%2fLRA.2015.2502905&partnerID=40&md5=5a498586aaee188bb2339dd6fff680ce},
    document_type={Article},
    source={Scopus},
    }

2014

  • [DOI] M. Dotoli, N. Epicoco, M. Falagario, and G. Cavone, “A timed petri nets model for intermodal freight transport terminals.” 2014, pp. 176-181.
    [Bibtex]
    @CONFERENCE{Dotoli2014176,
    author={Dotoli, M. and Epicoco, N. and Falagario, M. and Cavone, G.},
    title={A timed Petri nets model for intermodal freight transport terminals},
    journal={IFAC Proceedings Volumes (IFAC-PapersOnline)},
    year={2014},
    volume={9},
    number={3},
    pages={176-181},
    doi={10.3182/20140514-3-FR-4046.00038},
    note={cited By 8},
    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-84945963822&doi=10.3182%2f20140514-3-FR-4046.00038&partnerID=40&md5=12d63035451f5fdd5d932509425ee237},
    document_type={Conference Paper},
    source={Scopus},
    }
  • [DOI] M. Dotoli, N. Epicoco, G. Cavone, B. Turchiano, and M. Falagario, “Simulation and performance evaluation of an intermodal terminal using petri nets.” 2014, pp. 327-332.
    [Bibtex]
    @CONFERENCE{Dotoli2014327,
    author={Dotoli, M. and Epicoco, N. and Cavone, G. and Turchiano, B. and Falagario, M.},
    title={Simulation and performance evaluation of an Intermodal terminal using Petri Nets},
    journal={Proceedings - 2014 International Conference on Control, Decision and Information Technologies, CoDIT 2014},
    year={2014},
    pages={327-332},
    doi={10.1109/CoDIT.2014.6996915},
    art_number={6996915},
    note={cited By 3},
    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-84921395897&doi=10.1109%2fCoDIT.2014.6996915&partnerID=40&md5=fd846395d6e7004b94407b51c1ec4da3},
    document_type={Conference Paper},
    source={Scopus},
    }
  • [DOI] M. Dotoli, N. Epicoco, M. Falagario, B. Turchiano, G. Cavone, and A. Convertini, “A decision support system for real-time rescheduling of railways.” 2014, pp. 696-701.
    [Bibtex]
    @CONFERENCE{Dotoli2014696,
    author={Dotoli, M. and Epicoco, N. and Falagario, M. and Turchiano, B. and Cavone, G. and Convertini, A.},
    title={A Decision Support System for real-time rescheduling of railways},
    journal={2014 European Control Conference, ECC 2014},
    year={2014},
    pages={696-701},
    doi={10.1109/ECC.2014.6862177},
    art_number={6862177},
    note={cited By 7},
    url={https://www.scopus.com/inward/record.uri?eid=2-s2.0-84911480266&doi=10.1109%2fECC.2014.6862177&partnerID=40&md5=1a944040060d3fed8ad9f768f452b52a},
    document_type={Conference Paper},
    source={Scopus},
    }