2,585 research outputs found
RBF neural net based classifier for the AIRIX accelerator fault diagnosis
The AIRIX facility is a high current linear accelerator (2-3.5kA) used for
flash-radiography at the CEA of Moronvilliers France. The general background of
this study is the diagnosis and the predictive maintenance of AIRIX. We will
present a tool for fault diagnosis and monitoring based on pattern recognition
using artificial neural network. Parameters extracted from the signals recorded
on each shot are used to define a vector to be classified. The principal
component analysis permits us to select the most pertinent information and
reduce the redundancy. A three layer Radial Basis Function (RBF) neural network
is used to classify the states of the accelerator. We initialize the network by
applying an unsupervised fuzzy technique to the training base. This allows us
to determine the number of clusters and real classes, which define the number
of cells on the hidden and output layers of the network. The weights between
the hidden and the output layers, realising the non-convex union of the
clusters, are determined by a least square method. Membership and ambiguity
rejection enable the network to learn unknown failures, and to monitor
accelerator operations to predict future failures. We will present the first
results obtained on the injector.Comment: 3 pages, 4 figures, LINAC'2000 conferenc
Observatoires du développement, observatoires pour le développement
Le cas des migrations clandestines internationales Ă©claire le conflit entre les dĂ©finitions de l'espace et du temps des acteurs et des analystes. La relativitĂ© des distinctions spatiales officielles s'allie Ă la relativitĂ© de la durĂ©e ou de la rĂ©currence des migrations pour faire que mesurer les migrations et retrouver les migrants constituent des tĂąches distinctes. On retrouve donc ici la richesse du contraste entre les dĂ©finitions objectives et subjectives du continuum spatio-temporel et la nĂ©cessitĂ© d'adapter l'instrument aux propriĂ©tĂ©s spĂ©cifiques du phĂ©nomĂšne dont on veut rendre compte. De lĂ , la complexitĂ© de la distinction entre les notions de territoire et de rĂ©seau, ou encore entre les notions de temps universel et de cycle de vie. Il en rĂ©sulte qu'une analyse ne peut donner des rĂ©sultats prĂ©cis que si elle repose sur des modes diffĂ©renciĂ©s, les uns privilĂ©giant les inventaires, les autres les flux et que si elle implique le mĂ©lange de donnĂ©es venant de sources distinctes. L'adaptation d'instruments de mesure aux variations de durĂ©e, de direction, d'Ă©tapes intermĂ©diaires et de taille des unitĂ©s migrantes reprĂ©sente une innovation susceptible d'ĂȘtre gĂ©nĂ©ralisĂ©e Ă d'autres contextes. (RĂ©sumĂ© d'auteur
LâĂ©volution du taux de la plus-value en France (1951-1980)
The measurement of the rate of surplus-value, in France, during the last thirty years, refers to the Marxist economic theory of capitalism and araises theoretical and statistical problems.
Light Non-degenerate Composite Partners at the LHC
We study the implications of a large degree of compositeness for the light
generation quarks in composite pseudo-Nambu-Goldstone-boson Higgs models. We
focus in particular on viable scenarios where the right-handed up-type quarks
have a sizable mixing with the strong dynamics. For concreteness we assume the
latter to be characterized by an SO(5)/SO(4) symmetry with fermionic resonances
in the SO(4) singlet and fourplet representations. Singlet partners dominantly
decay to a Higgs boson and jets. As no dedicated searches are currently looking
for these final states, singlet partners can still be rather light. Conversely,
some fourplet partners dominantly decay to an electroweak gauge boson and a
jet, a signature which has been analyzed at the LHC. To constrain the parameter
space of this scenario we have reinterpreted various LHC analyses. In the limit
of first two generation degeneracy, as in minimal flavor violation or
U(2)-symmetric flavor models, fourplet partners need to be relatively heavy,
with masses above 1.8 TeV, or the level of compositeness needs to be rather
small. The situation is rather different in models that deviate from the first
two generation degeneracy paradigm, as the charm parton distribution functions
are suppressed relative to the up quark ones. The right-handed charm quark can
be composite and its partners being as light as 600 GeV, while the right-handed
up quark needs either to be mostly elementary or to have its partners as heavy
as 2 TeV. Models with fully composite singlet fermions are also analyzed,
leading to similar conclusions. Finally, we consider the case where both the
fourplet and the singlet states are present. In this case the bounds could be
significantly weaken due to a combination of smaller production rates and the
opening of new channels including cascade processes.Comment: 49 pages, 18 figure
Proof of the Double Bubble Conjecture in R^n
The least-area hypersurface enclosing and separating two given volumes in R^n
is the standard double bubble.Comment: 20 pages, 22 figure
LâĂ©volution du taux de la plus-value en France (1951-1980)
The measurement of the rate of surplus-value, in France, during the last thirty years, refers to the Marxist economic theory of capitalism and araises theoretical and statistical problems. From a theoretical point of view and after discussing on the legitimacy of measuring the rate of surplus-value, the author mainly evocates the following problems. 1) what kind of workers generate surplus-value? 2) are engineers producers of surplus-value? 3) is it correct to use the data of national accounts to quantify a rate defined on an essential level? After mentioning the theoretical choices, the author examines the statistical aspects of the problems. According to his results and assumptions, his main conclusion is that the rate of surplus-value, in France, has grown up from 1950. But its rate has been getting slower and slower. The return of capitalist exploitation would have been decreasing. The economic policy worked out from 1974 to 1980 resulted in an increase of the rate of surplus-value without reaching the variations observed during the Vth RĂ©public
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