Gioele La MannoTeaching & PhD PhD Students Albert Dominguez Mantes, Xinyi Huang, Laura Lapeña Gil, Alessandro Valente, Luca Fusar Bassini, Hao-An Hsiung, Alireza Gargoorimotlagh, Morgane Alice Storey, Rosan Martine Hans, María Cristina Loureiro Casalderrey, Lada Polyakova Past EPFL PhD Students Alex Russell Lederer, Irina Khven Past EPFL PhD Students as codirector Alexandre Coudray, Alex Russell Lederer, Halima Hannah Emilie Schede, Irina Khven Courses Biological data science I: statistical learning BIOENG-210
Eugen Brühwilerbirth date: 19.11.1958 nationality: Swiss (native from Dussnang, Canton of Thurgau) Education : - July 1988 : doctoral degree from the Swiss Federal Institute of Technology in Lausanne (EPFL), Switzerland with a thesis entitled Fracture mechanics of dam concrete subjected to quasi-static and seismic loading conditions - December 1983 : civil engineering diploma (university degree) from the Swiss Federal Institute of Technology (ETH) in Zurich, Switzerland Professional Experience : - Since 1st April 1995 : Professor of Structural Engineering at EPFL and Head of the Laboratory of Maintenance, Construction and Safety for Civil Structures (MCS) (often considered being the first chair worldwide devoted exclusively to existing civil structures). - 1991-94 Project Manager and structural engineer with the Swiss Federal Railways (SBB), Division of Bridges and Structures, Zurich: Monitoring and maintenance of bridges and structures, Project manager and checking engineer for the construction of new bridges and rehabilitation of existing bridges. - 1989/90 Research associate at the Department of Civil Engineering, University of Colorado, Boulder, USA : Fracture mechanics of concrete and fracture of concrete dams. - 1986-88 Doctoral student at EPFL-LMC (Building Materials, Prof. Wittmann) : Fracture mechanics of concrete, fracture of concrete dams under seismic loading - 1984/85 Research engineer at EPFL-ICOM (Steel Structures, Prof. Badoux and Prof. Hirt) : Fatigue behaviour and fracture mechanics of riveted bridges
Mihai Adrian IonescuAdrian M. Ionescu is Full Professor at the Swiss Federal Institute of Technology, Lausanne, Switzerland. He received the B.S./M.S. and Ph.D. degrees from the Polytechnic Institute of Bucharest, Romania and the National Polytechnic Institute of Grenoble, France, in 1989 and 1997, respectively. He has held staff and/or visiting positions at LETI-CEA, Grenoble, France and INP Grenoble, France and Stanford University, USA, in 1998 and 1999. Dr. Ionescu has published more than 600 articles in international journals and conferences. He received many Best Paper Awards in international conferences, the Annual Award of the Technical Section of the Romanian Academy of Sciences in 1994 and the Blondel Medal in 2009 for contributions to the progress in engineering sciences in the domain of electronics. He is the 2013 recipient of the IBM Faculty Award in Engineering. He served the IEDM and VLSI conference technical committees and was the Technical Program Committee (Co)Chair of ESSDERC in 2006 and 2013. He is a member of the SATW. He is director of the Laboratory of Micro/Nanoelectronic Devices (NANOLAB).
Hubert GiraultEducation: 1979 - Engineering diploma from Grenoble Institute of Technology. FRANCE. 1982 - PhD- Department of Chemistry, University of Southampton. Thesis entitled : Interfacial studies using drop image processing techniques. Positions : 1982 - 1984 SERC Research Fellow. University of Southampton. 1984 - 1985 CNRS Research Fellow. University of Southampton. 1985 - 1992 Lecturer in Physical Chemistry, University of Edinburgh. 1992 - Professor of Physical Chemistry, Ecole Polytechnique Fédérale de Lausanne. 2011 - 2014 Dean of Bachelor and Master studies Hubert Girault is the author of 2 textbooks, the co-author of about 600 scientific publications with more than 20'000 citations and the co-inventor of more than 15 patents. During his academic career, he has supervised 70 PhD students. 30 alumni of his laboratory are now Professors. Honours: Faraday medal 2006, Royal Society of Chemistry, Fellow of the International Society of Electrochemistry 2007, Reilley Award 2015. Fellow of the Electrochemical Society (USA), Shikata International medal, Polarography Society of Japan. Associate editor of Chemical Science
Olivier VerscheureSWISS DATA SCIENCE CENTER
Housed at both EPFL and ETH Zurich, the newly created Swiss Data Science Center (SDSC) will address the fragmentation within today's data and analytics landscapes. The SDSC will be composed of a distributed multi-disciplinary team of data scientists and experts in domains including personalized health and personalized medicine, transportation, earth and environmental science, social science and digital humanities, and economics. The center aims to federate data providers, data and
Mirko MusaExpertise
Hydraulic engineering, experimental research, sediment transport, morphodynamics, river mechanics, hydropower, hydrokinetic energy, renewable energy
Mirko Musa is a tenure-track Assistant Professor of Hydraulic Engineering within the Institute of Civil Engineering at EPFL. He directs the STREEM Lab (Sustainable River Engineering, Energy, and Morphodynamics). STREEM Lab integrates laboratory experiments, data analysis, and analytical modeling to advance water power technologies, including hydropowe
Giovanni De MicheliExpertise
Design technologies for integrated systems on silicon, such as synthesis, hw/sw codesign and low-power design, as well as systems on heterogeneous platforms including electrical and biological components.
Scientific Director of EcoCloud Center at EPFL
Directing activities towards creating sustainable computation including AI.Designing energy-savvy data centers and edge devices.
More information
Please read http://si2.epfl.ch/~demichel/
Giovanni De Micheli is a research scientist in electronics and Devis TuiaI come from Ticino and studied in Lausanne, between UNIL and EPFL. After my PhD at UNIL in remote sensing, I was postdoc in Valencia (Spain), Boulder (CO) and EPFL, working on model adaptation and prior knowledge integration in machine learning. In 2014 I became Research Assistant Professor at University of Zurich, where I started the 'multimodal remote sensing' group. In 2017, I joined Wageningen University (NL), where I was professor of the GeoInformation Science and Remote Sensing Laboratory. Since 2020, I joined EPFL Valais, to start the ECEO lab, working at the interface between Earth observation, machine learning and environmental sciences.
Yves PerriardYves Perriard was born in Lausanne in 1965. He received the M. Sc. in Microengineering from the Swiss Federal Institute of Technology - Lausanne (EPFL) in 1989 and the Ph D. degree in 1992. Co-founder of Micro-Beam SA, he was CEO of this company involved in high precision electric drive. Senior lecturer from 1998 and professor since 2003, he is currently director of Laboratory of Integrated Actuators. His research interests are in the field of new actuator design and associated electronic devices. In 2009, he is appointed Vice-Director of the Microengineering Institute in Neuchâtel until 2011. In 2013 the Federal Council has named him the the CTI commission in Bern. In 2014 he is appointed guest professor at Zhejiang University in China. In 2017, the lab is granted by the Werner Siemens Foundation of an amount of 12 millions CHF in order to set up a new Center for Artificial Muscules. Since 2018, he is Expert with Innosuisse, the new Swiss Innovation Agency. http://scholar.google.com/citations?hl=fr&user=V2onuO8AAAAJ https://actu.epfl.ch/news/a-12-million-franc-donation-to-create-a-center-for/ Fides ZenkTeaching & PhD PhD Students Hanrong Hu, Eugenio Stefano Gentile, Ece Naz Bilgiç, Nahuel Jonas Simonet, Yong-Qi Gao, Tekin Can Sobaci, Angel Lizandro Polanco Maldonado Courses Neuroscience foundations for engineers BIOENG-310 This overview course bridges computational expertise with neuroscience fundamentals, aimed at fosteringinterdisciplinary communication and collaboration for engineering-based neuroscience programs. Practical - Zenk Lab BIO-625 You will learn to prepare
Claudio BruschiniClaudio Bruschini holds an MSc in high energy physics from the University of Genova and a PhD in Applied Sciences from the Vrije Universiteit Brussel (VUB). He started his career with INFN (Italy, 1993), in the WA92 CERN collaboration (particle physics), and then moved to CERN as a Fellow in the European GP-MIMD2 project, attached to the NA48 collaboration (particle physics, parallel programming, 1994-1995). He then started his close collaboration with EPFL, first in the DeTeC (Demining Technology Center) project (sensors for landmine detection/humanitarian demining, 1996-1997). After DeTeC's end, he started the first of a series of fruitful collaborations with the Vrije Universiteit Brussel (VUB) on humanitarian demining related R&D (1998). This was followed by the EUDEM survey project (The European Union in Humanitarian Demining, 1998), the EUDEM2 three year EC sponsored support measure (www.eudem.info, 2001-2004), and the DELVE support action (www.delve.vub.ac.be, 2007). In parallel he started working within the EPFL's AQUA group (Advanced Quantum Architectures, Edoardo Charbon), on topics as diverse as ultrasonic sensors for in-air application, optical 3D and high speed 2D sensing, sensor networks, or tracking/motion capture systems, in particular for the preparation of research projects. This culminated in the European MEGAFRAME (www.megaframe.eu, FP6, 2006-2010, SPAD arrays and related in-pixel time stamping electronics in deep submicron CMOS technology) and SPADnet (www.spadnet.eu, FP7, 2010-2014, networked SPAD arrays for Positron Emission Tomography) projects, coordinated by EPFL-AQUA. As from 2009 he also worked with Dario Floreano on the management of the CURVACE Curved Artificial Compound Eyes FP7 project (www.curvace.org), coordinated by EPFL-LIS. He was also active with CHUV (Lausanne University Hospital) within EndoTOFPET-US (endoscopic PET) as well as on a CTI project devoted to the development of a new hand-held standalone tool for tracer-guided medical procedures. In 2014 he had also the pleasure of joining the EPFL ICLAB of Christian Enz during its ramp-up phase, collaborating on device related topics (SNF GigaRadMOST) and biomedical R&D (NanoTera WiseSkin). Claudio is now fully with EPFL’s Advanced Quantum Architecture (AQUA). He has also been active as independent scientific consultant, under the label CBR Scientific Consulting, on the preparation of (European) R&D project proposals and the execution of individual studies, and worked in 2006 for a local start-up as operations manager and R&D advisor.... but this is another story. An unauthorized early biography is available at http://lami.epfl.ch/team/claudiob/... Giovanni D'AngeloTeaching & PhD PhD Students Mélissa Ruiz, Gary Domeniconi, Irmak Kaysudu, Alessandro Valente, Surayyo Akramkhanova, Jean Andrea Maillat, Linda Wedemann, Manel Leila Nadia Boussouf, Jiayan Lin, Nika Gorsek, Christina Ulrich, William Daniel Chan-Ha Verdier Past EPFL PhD Students Laura Capolupo, Jaipreet Singh Loomba, Halima Hannah Emilie Schede Past EPFL PhD Students as codirector Muhammad Umair Anwar Courses Biological chemistry II BIO-213 Biochemistry is a key discipline in the Life Scienc
Paolo GermanoFORMATION
Mars 1990 : Engagement au Laboratoire d'électromécanique et de machines électriques (LEME), devenu entre temps le laboratoire d'actionneurs intégrés (LAI), comme assistant puis comme fonctionnaire scientifique.
Janvier 1990 : Diplôme d'ingénieur EPF en microtechnique.
Juillet 1985 : Maturité de type scientifique.
-
-
- EXPERIENCES ET DOMAINES DE COMPETENCES
-
Modélisation et simulation de l'alimentation des moteurs de l'avion Solar Impulse sur la base des résultats de la modélisation par éléments finis (FEM) de la structure magnétique Développement du banc de mesure (mécanique et software) du moteur Solar Impulse (dès mars 2004);
-
Dans le cadre d'un Projet CTI en collaboration avec l'entreprise Medtronic (Projet ColoStim), développement d'un appareil de traitement de la constipation consistant en des électrodes implantées le long du colon et alimentées par induction, à haute fréquence, à l'aide d'une bobine primaire placée autour du thorax du patient (janvier 2006 - mars 2007);
-
Développement du modèle équivalent d'une montre à glace tactile et analyse de l'effet des décharges électrostatiques sur cette montre. Projet CTI en collaboration avec l'entreprise ETA-Swatch Group (avril 2003 à octobre 2004);
-
Développement d'un système de transfert d'énergie pour navettes automotrices de machines d'assemblage. Projet CTI en collaboration avec l'entreprise Montech AG (octobre 2001 à octobre 2002);
-
Développement d'une installation de transfert d'énergie pour des wagonnets de transport de rouleaux pour l'industrie du papier avec l'entreprise Valmet AG (Groupe Metso Paper) (2001);
-
Développement d'un banc de mesure pour actionneurs linéaires dans le cadre d'un mandat avec l'entreprise Sonceboz SA (mars 1998 - juillet 2000);
-
Développement d'une installation de transfert d'énergie pour un convoyeur d'outils dans le cadre d'un mandat avec l'entreprise MCM SpA (Italie) (juillet 1998 avril 1999 et déc. 1999 avril 2000);
-
Développement d'un banc de test pour vibreur électromécanique dans le cadre d'un mandat avec l'entreprise ASULAB SA à Marin (octobre décembre 1999);
-
Développement et responsabilité d'une installation de démonstration d'un Système de transport automatique à transmission d'énergie par induction - Projet Serpentine 2 PSEL (déc. 1996 juin 1999);
-
Développement d'un banc de mesure et d'analyse pour moteurs à courant continu dans le cadre d'un projet d'impulsion RAVEL (sept. 1995 - mars 1997);
-
Développement d'un convertisseur de fréquence à résonance de 2,4 kW pour l'alimentation d'un transformateur sans fer dans le cadre du transfert d'énergie sans contacts Projet Serpentine PSEL (février 94 déc. 1995);
-
Développement d'un banc de mesure pour moteurs pas à pas dans le cadre d'un mandat avec l'entreprise Sonceboz SA (mars 1992 nov. 1995);
-
Développement d'un convertisseur direct de fréquence AC/AC de basse puissance dans le cadre du projet du cur artificiel Suisse (mars 1990 - mars 1992);
-
Suivi d'une vingtaine de projets de semestre et de master EPFL;
-
Divers projets de moindre envergure (alimentations, démonstrateurs, acquisitions de données, micro-informatique, circuits imprimés).
PUBLICATIONS
DOMAINE DU TRANSFERT D'ENERGIE PAR INDUCTION
M. Jufer, L. Cardoletti, B. Arnet, P. Germano, Ch. Koechli, N. Macabray, M. Perrottet, "Dispositif de transmission d'énergie électrique à un véhicule, sans contact, par induction - Projet PSEL N° 16 - Magnéto-glisseur", Rapport de synthèse 1995, EPFL-DE-LEME, Lausanne - Suisse, 18 octobre 1995;
M. Jufer, L. Cardoletti, P. Germano, B. Arnet, M. Perrottet, N. Macabrey, "Induction Contactless Energy Transmission System for an Electric Vehicle", ICEM96, International Conference on Electrical Machines, Vigo, Sept. 10-12, 1996, Vol II, pp. 343-347;
P. Germano, M. Jufer, "Contactless power transmission: Frequency tuning by a maximum power tracking method", EPE '97, 7th European Conference on power electronics and applications, Trondheim, Sept. 8-10, 1997, Vol IV, pp. 693-697;
M. Jufer, L. Cardoletti, P. Germano, B. Arnet, M. Perrottet, Swiss Federal Institute of Techno-logy, DE-LEME, 1015 Lausanne, Switzer-land, "Inductively powered automatic vehicles - Ser-pen-tine", EVS-15 '98, 15th International Electric Vehicle Symposium and Exhibition, Brussel, Belgium, Sept. 29 - Oct. 3, 1998, pp. 403-404;
P. Germano, Nicolas Macabrey, M. Jufer, Swiss Federal Institute of Technology, DE-LEME, 1015 Lausanne, Switzerland, "Contactless Power Transmission: Linear Positioning of the Moving Element", EPE '99, 8th European Conference on Power Electronics and Applications, Lausanne, 7-9 September, 1999, Art Nb 685;
P. Germano, M. Jufer, L. Cardoletti, B. Arnet, Ch. Koechli, N. Macabray, M. Perrottet, "Système de transport automatique à transmission d'énergie par induction. - Projet PSEL N° 115", Rapport final 1999, EPFL-DE-LEME, Lausanne - Suisse, 31 août 1999;
P. Germano, I. Stefanini, W. Montella, L. Cardoletti, Y. Perriard, "Système de transfert d'énergie pour navette de machines d'assemblage Projet CTI n° 5780.1 KTS", Rapport final, EPF Lausanne-LAI, Suisse, mars 2004;
I. Stefanini, P. Germano, L. Cardoletti, W. Montella, Y. Perriard, "Inductive Charge System for Assembly Plant Shuttles", CD-ROM, EPE 2003, Toulouse, (France), 2-4 Septembre 2003;
P. Germano, I. Stefanini, Y. Perrirad, "Stimulation colique pour le traitement des troubles de la motilité Projet ColoStim Projet CTI n° 7362.2 LSPP-LS", Rapport final, EPF Lausanne-LAI, Suisse, mai 2007.
DOMAINES DES BANCS DE MESURE - MESURES
P. Germano, "Système automatique de mesure", Rapport technique vol. I & II, EPF-Lausanne, 1995;
P. Germano, Ch. Kuert, "Banc de mesures automatisé pour entraînements électriques", Présentation et mode d'emploi, EPF-Lausanne, 1997;
P. Germano, Ch. Kuert, M. Jufer, Swiss Federal Institute of Technology, DE-LEME, 1015 Lausanne, Switzerland, "Automated test bench for electric drives: Modular layout of soft- and hardware", EPE '99, 8th European Conference on Power Electronics and Applications, Lausanne, 7-9 September, 1999, Art Nb 683;
Y. Perriard, P. Germano, I. Verettaz, "Banc de test pour vibreur électromécanique", Rapport technique, EPF-Lausanne, janvier 2000;
P. Germano, Ch. Kuert, M. Jufer, Swiss Federal Institute of Technology, DE-LEME, 1015 Lausanne, Switzerland, "DSP controlled automated Test Bench for linear Actuators Design and Choices", EPE 2001, 9th European Conference on Power Electronics and Applications, Graz, 27-29 August, 2001, Art Nb 709;
P. Germano, M. Crivii, D. Demarco, Y. Perriard, Swiss Federal Instutute of Technology, LAI, 1015 Lausanne, Switzerland & L. Paratte, R. Marquis, Service Unit RD, ETA SA (Swatch Group), 2540 Granges, Switzerland, "Analysis and Modeling of Electrostatic Discharge in a Tactile Glass Featured Watch", IAS 2004, 39th Annual Meeting, Seattle, WA, USA, October 3-7, 2004;
P. Germano, M. Crivii, D. Demarco, Y. Perriard, Swiss Federal Instutute of Technology, LAI, 1015 Lausanne, Switzerland & L. Paratte, R. Marquis, Service Unit RD, ETA SA (Swatch Group), 2540 Granges, Switzerland, "Analysis and Modeling of Electrostatic Discharge in a Tactile Glass Featured Watch", IEEE Transaction on Industry Applications, Volume 43, Issue 4, July-aug. 2007, Page(s): 1091-1098; Olivier SauterTeaching & PhD PhD Students Cassandre Ekta Contré, Antonia Frank, Peizheng Zhang, Jean-Pierre Thomas Svantner, Cristina Venturini, Cosmas Quirin Lorenz Heiss, Daniel Perales Rios, Viacheslav Bochkarev, Jan Jakub Frybes, Paul Véronique Guillaume Devianne Past EPFL PhD Students Clemente Angioni, Petri Nikkola, Alberto Bottino, Andrei Martynov, Emiliano Fable, Costanza Zucca, Federico Felici, Dávid Wágner, Doohyun Kim, Anna Teplukhina, Mengdi Kong, Francesco Carpanese, Simon Van Mulders, Stefano Marchioni, F
Anastasios VassilopoulosPERSONAL INFORMATION Name : Anastasios P. Vassilopoulos email : anastasios.vassilopoulos@epfl.ch Tel: 41 21 6936393 Fax: 41 21 6936240 SUMMARY OF QUALIFICATIONS 1995: Dipl. Mechanical Engineer, University of Patras, Greece 2001: Dr Mechanical Engineer, Doctoral thesis in fatigue of composite materials from the Dept. Mechanical Engineering and Aeronautics, University of Patras, Greece CURRENT POSITION Senior Scientist (MER), Composite Construction Laboaratory (CCLab), EPFL PREVIOUS POSITIONS 2006-2012 Research and Teaching Associate, Composite Construction Laboaratory (CCLab), EPFL 2002-2006 Assisstant Professor, Technological Educational Institute (TEI) of Patras, Greece 2001-2003 Post-doctoral Research associate, (Part-time) Dept. Mechanical Engineering and Aeronautics of the University of Patras, Greece. EDUCATION 1990 - 1995 Graduate student, Dept. Mechanical Engineering and Aeronautics, University of Patras, Greece October 1994-January 1995 Dept. Mechanical Engineering, University of Bristol, U.K. (In the frame of Erasmus project for the final year thesis, under the supervision of Prof. R. D. Adams) 1995 - 2000 Research assistant, Dept. Mechanical Engineering and Aeronautics, University of Patras. LANGUAGES English, Greek, French COMMUNITY ACTIVITIES (Member of) Council of the European Society of Composite Materials (ESCM) Council of the European Society of Experimental Mechanics (EuraSEM) The European Structural Integrity Society (ESIS) The European Energy Research Alliance (EERA, JP WIND) The Technical Chamber of Greece (TCG) The Hellenic Association of Mechanical & Electrical Engineers SCIENTIFIC-RESEARCH INTERESTS Experimental methods for the study of the behavior of composite materials under static and fatigue loading Development of analytical methods for the study of the behavior of FRP composite materials under variable amplitude complex stress states Development of fatigue life prediction methodologies for composite materials and structures Design of constructions with composite materials Valentin SimeonovResearchComplete publication list Valentin SimeonovCollaborateur scientifique- EPFL ENAC EFLUMList of publicationsRefereed 1. V. Mitev, V. Simeonov, and I. Grigorov, "Model experiment in measuring the temperature and concentration of water vapours in air by spontaneous Raman scattering", Bulg. J. Phys. 9, No 5, pp. 549-558, (1982)2. V. Mitev, V. Simeonov, and I. Grigorov, ”Atmospheric gases temperature measurements by pure rotational Raman scattering”, Russian Journal of Applied Spectroscopy, 39,
Sandy IngramExpertise
Programming Languages (C, SQL, Ruby, Rails, Java, Javascript)Recommendation algorithmsSocial media design for collaborative work
Sandy's research is mainly focused on the design and development of Personal Learning Environments and contextual recommender systems. Currently working on the Jumpers CTI project.Also involved in the STELLAR Network of Excellence in Technology Enhanced Learning(EU, FP7). Among other things, she chaired the program for JTEL Winter School 2011.Worked on the ROLE Project (
Paul Joseph DysonPaul Dyson joined the Institute of Chemical Sciences and Engineering at the EPFL in 2002 where he heads the Laboratory of Organometallic and Medicinal Chemistry and between 2008 and 2016 chaired the Institute. He has won several prizes including the Werner Prize of the Swiss Chemical Society in 2004, the Award for Outstanding Achievements in Bioorganometallic Chemistry in 2010, the Centennial Luigi Sacconi Medal of the Italian Chemical Society in 2011, the Bioinorganic Chemistry Award of the Royal Society of Chemistry in 2015, the European Sustainable Chemistry Award of the European Chemical Society in 2018 and the Green Chemistry Award from the Royal Society of Chemistry in 2020. He is also a Clarivate Highly Cited Researcher and has an H-index >110 (web of science and google scholar). He was elected a Fellow of the Royal Society of Chemistry in 2010, a Fellow of the European Academy of Science in 2019 and a life-long fellow of the American Association for the Advancement of Science in 2020. Over the years he has held visiting professorships at the University of Bourgogne, University of Pierre et Marie Curie, University of Vienna, University of Rome Tor Vergara, Chimie Paristech and Shangai Jiao Tong University.Since 2016 he has been Member of the Council of the Division of Mathematics, Natural and Engineering Sciences at the Swiss National Science Foundation.Between 2016-2021 he has been Member of the Council of the Division of Mathematics, Natural and Engineering Sciences at the Swiss National Science Foundation. In 2021 he was appointed Dean of the Faculty of Basic Sciences.
Christian KöchliTeaching & PhD PhD Students Maël Dagon Past EPFL PhD Students as codirector Sebastiano Merzaghi, Chafic Abu Antoun, Florian Louis Copt, Sofia Lydia Ntella Courses Actuators and Electromagnetic systems I MICRO-313 The course covers the main methods for the analysis of electromechanical systems. A study of magnetic physical quantities is followed by the conversion of electrical energy into mechanical energy. The permanent magnet is studied macroscopically. The dynamic aspect of the system is
