Jeriek Van den Abeele

• Buckley, Andy; Kvellestad, Anders; Raklev, Are; Scott, Pat; Sparre, Jon Vegard; Van den Abeele, Jeriek Paul & Vazquez-Holm, Ingrid (2020). Xsec: the cross-section evaluation code. European Physical Journal C.  ISSN 1434-6044.  80(12) . doi: 10.1140/epjc/s10052-020-08635-y Fulltekst i vitenarkiv.
• Van den Abeele, Jeriek Paul (2020). Illuminating elite patches of chemical space. Chemical Science.  ISSN 2041-6520.  11(42), s 11485- 11491 . doi: 10.1039/d0sc03544k Vis sammendrag

  In the past few years, there has been considerable activity in both academic and industrial research to develop innovative machine learning approaches to locate novel, high-performing molecules in chemical space. Here we describe a new and fundamentally different type of approach that provides a holistic overview of how high-performing molecules are distributed throughout a search space. Based on an open-source, graph-based implementation [J. H. Jensen, Chem. Sci., 2019, 10, 3567–3572] of a traditional genetic algorithm for molecular optimisation, and influenced by state-of-the-art concepts from soft robot design [J. B. Mouret and J. Clune, Proceedings of the Artificial Life Conference, 2012, pp. 593–594], we provide an algorithm that (i) produces a large diversity of high-performing, yet qualitatively different molecules, (ii) illuminates the distribution of optimal solutions, and (iii) improves search efficiency compared to both machine learning and traditional genetic algorithm approaches.

• De Angelis, Alessandro; Tatischeff, Vincent; Grenier, Isabelle A.; McEnery, Julie E.; Mallamaci, Manuela; Tavani, Marco; Oberlack, U.; Hanlon, L.; Walter, R; Argan, Andrea; von Ballmoos, Peter; Bulgarelli, Andrea; Bykov, Andrei M.; Hernanz, Margerita; Kanbach, Gottfried O.; Kuvvetli, Irfan; Pearce, Mark; Zdziarski, A; Conrad, J; Ghisellini, Gabriele; Harding, A; Isern, J.; Leising, Mark D.; Longo, Francesco; Madejski, G.; Martinez, M; Mazziotta, M. N.; Paredes, J.M.; Pohl, M.; Rando, R; Razzano, M; Aboudan, Alessio; Ackermann, Mathias; Addazi, A; Ajello, Marco; Albertus, C; Alvarez, J.M.; Ambrosi, Giovanni; Anton, S.; Antonelli, Lucio Angelo; Babic, Aleksandar; Baibussinov, B.; Balbo, M.; Baldini, L; Balman, S.; Bambi, C.; Bringmann, Torsten; Strümke, Inga; Van den Abeele, Jeriek Paul; Marisaldi, Martino & Zoglauer, Andreas C. (2018). Science with e-ASTROGAM: A space mission for MeV–GeV gamma-ray astrophysics. Journal of High Energy Astrophysics.  ISSN 2214-4048.  19, s 1- 106 . doi: 10.1016/j.jheap.2018.07.001

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