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Book ; Online: SMILES-X

Lambard, Guillaume / Gracheva, Ekaterina

autonomous molecular compounds characterization for small datasets without descriptors

2019

Abstract: There is more and more evidence that machine learning can be successfully applied in materials science and related fields. However, datasets in these fields are often quite small ($\ll1000$ samples). It makes the most advanced machine learning techniques ...

Abstract	There is more and more evidence that machine learning can be successfully applied in materials science and related fields. However, datasets in these fields are often quite small ($\ll1000$ samples). It makes the most advanced machine learning techniques remain neglected, as they are considered to be applicable to big data only. Moreover, materials informatics methods often rely on human-engineered descriptors, that should be carefully chosen, or even created, to fit the physicochemical property that one intends to predict. In this article, we propose a new method that tackles both the issue of small datasets and the difficulty of task-specific descriptors development. The SMILES-X is an autonomous pipeline for molecular compounds characterisation based on a \{Embed-Encode-Attend-Predict\} neural architecture with a data-specific Bayesian hyper-parameters optimisation. The only input to the architecture -- the SMILES strings -- are de-canonicalised in order to efficiently augment the data. One of the key features of the architecture is the attention mechanism, which enables the interpretation of output predictions without extra computational cost. The SMILES-X shows new state-of-the-art results in the inference of aqueous solubility ($\overline{RMSE}_{test} \simeq 0.57 \pm 0.07$ mols/L), hydration free energy ($\overline{RMSE}_{test} \simeq 0.81 \pm 0.22$ kcal/mol, which is $\sim 24.5\%$ better than molecular dynamics simulations), and octanol/water distribution coefficient ($\overline{RMSE}_{test} \simeq 0.59 \pm 0.02$ for LogD at pH 7.4) of molecular compounds. The SMILES-X is intended to become an important asset in the toolkit of materials scientists and chemists. The source code for the SMILES-X is available at \href{https://github.com/GLambard/SMILES-X}{github.com/GLambard/SMILES-X}. Comment: 8 pages, 5 figures, 1 table
Keywords	Physics - Computational Physics ; Computer Science - Machine Learning ; Physics - Chemical Physics
Publishing date	2019-06-19
Publishing country	us
Document type	Book ; Online
Database	BASE - Bielefeld Academic Search Engine (life sciences selection)

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Article: Prediction and optimization of epoxy adhesive strength from a small dataset through active learning.

Pruksawan, Sirawit / Lambard, Guillaume / Samitsu, Sadaki / Sodeyama, Keitaro / Naito, Masanobu

Science and technology of advanced materials

2019 Volume 20, Issue 1, Page(s) 1010–1021

Abstract: Machine learning is emerging as a powerful tool for the discovery of novel high-performance functional materials. However, experimental datasets in the polymer-science field are typically limited and they are expensive to build. Their size (< 100 samples) ...

Abstract	Machine learning is emerging as a powerful tool for the discovery of novel high-performance functional materials. However, experimental datasets in the polymer-science field are typically limited and they are expensive to build. Their size (< 100 samples) limits the development of chemical intuition from experimentalists, as it constrains the use of machine-learning algorithms for extracting relevant information. We tackle this issue to predict and optimize adhesive materials by combining laboratory experimental design, an active learning pipeline and Bayesian optimization. We start from an initial dataset of 32 adhesive samples that were prepared from various molecular-weight bisphenol A-based epoxy resins and polyetheramine curing agents, mixing ratios and curing temperatures, and our data-driven method allows us to propose an optimal preparation of an adhesive material with a very high adhesive joint strength measured at 35.8 ± 1.1 MPa after three active learning cycles (five proposed preparations per cycle). A Gradient boosting machine learning model was used for the successive prediction of the adhesive joint strength in the active learning pipeline, and the model achieved a respectable accuracy with a coefficient of determination, root mean square error and mean absolute error of 0.85, 4.0 MPa and 3.0 MPa, respectively. This study demonstrates the important impact of active learning to accelerate the design and development of tailored highly functional materials from very small datasets.
Language	English
Publishing date	2019-10-02
Publishing country	United States
Document type	Journal Article
ZDB-ID	2027985-1
ISSN	1878-5514 ; 1468-6996
ISSN (online)	1878-5514
ISSN	1468-6996
DOI	10.1080/14686996.2019.1673670
Database	MEDical Literature Analysis and Retrieval System OnLINE

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Article ; Online: iQSPR in XenonPy: A Bayesian Molecular Design Algorithm.

Wu, Stephen / Lambard, Guillaume / Liu, Chang / Yamada, Hironao / Yoshida, Ryo

Molecular informatics

2019 Volume 39, Issue 1-2, Page(s) e1900107

Abstract: iQSPR is an inverse molecular design algorithm based on Bayesian inference that was developed in our previous study. Here, the algorithm is integrated in Python as a new module called iQSPR-X in the all-in-one materials informatics platform XenonPy. Our ... ...

Abstract	iQSPR is an inverse molecular design algorithm based on Bayesian inference that was developed in our previous study. Here, the algorithm is integrated in Python as a new module called iQSPR-X in the all-in-one materials informatics platform XenonPy. Our new software provides a flexible, easy-to-use, and extensible platform for users to build customized molecular design algorithms using pre-set modules and a pre-trained model library in XenonPy. In this paper, we describe key features of iQSPR-X and provide guidance on its use, illustrated by an application to a polymer design that targets a specific range of bandgap and dielectric constant.
MeSH term(s)	Algorithms ; Bayes Theorem ; Polymers/chemical synthesis ; Polymers/chemistry ; Software
Chemical Substances	Polymers
Language	English
Publishing date	2019-11-05
Publishing country	Germany
Document type	Journal Article ; Research Support, Non-U.S. Gov't
ZDB-ID	2537668-8
ISSN	1868-1751 ; 1868-1743
ISSN (online)	1868-1751
ISSN	1868-1743
DOI	10.1002/minf.201900107
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Book ; Online: Rapid subduction in the deep North Western Mediterranean

Aguilar, J. A. / Albert, A. / Anghinolfi, M. / Anton, G. / Anvar, S. / Ardid, M. / Assis Jesus, A. C. / Astraatmadja, T. / Aubert, J.-J. / Auer, R. / Baret, B. / Basa, S. / Bazzotti, M. / Bertin, V. / Biagi, S. / Bigongiari, C. / Bou-Cabo, M. / Bouwhuis, M. C. / Brown, A. /

Brunner, J. / Busto, J. / Camarena, F. / Capone, A. / Carminati, G. / Carr, J. / Castel, D. / Castorina, E. / Cavasinni, V. / Cecchini, S. / Charvis, Ph. / Chiarusi, T. / Circella, M. / Coniglione, R. / Costantini, H. / Cottini, N. / Coyle, P. / Curtil, C. / Bonis, G. / Decowski, M. P. / Dekeyser, I. / Deschamps, A. / Distefano, C. / Donzaud, C. / Dornic, D. / Drouhin, D. / Eberl, T. / Emanuele, U. / Ernenwein, J.-P. / Escoffier, S. / Fehr, F. / Flaminio, V. / Fratini, K. / Fritsch, U. / Fuda, J.-L. / Giacomelli, G. / Gómez-González, J. P. / Graf, K. / Guillard, G. / Halladjian, G. / Hallewell, G. / Haren, H. / Heijboer, A. J. / Hello, Y. / Hernández-Rey, J. J. / Hößl, J. / Jong, M. / Kalantar-Nayestanaki, N. / Kalekin, O. / Kappes, A. / Katz, U. / Kooijman, P. / Kopper, C. / Kouchner, A. / Kretschmer, W. / Lahmann, R. / Lamare, P. / Lambard, G. / Larosa, G. / Laschinsky, H. / Lefèvre, D. / Lelaizant, G. / Lim, G. / Presti, D. / Loehner, H. / Loucatos, S. / Lucarelli, F. / Lyons, K. / Mangano, S. / Marcelin, M. / Margiotta, A. / Martinez-Mora, J. A. / Maurin, G. / Mazure, A. / Melissas, M. / Montaruli, T. / Morganti, M. / Moscoso, L. / Motz, H. / Naumann, C. / Neff, M. / Ostasch, R. / Palioselitis, G. / Păvălaş, G. E. / Payre, P. / Petrovic, J. / Piattelli, P. / Picot-Clemente, N. / Picq, C. / Pillet, R. / Popa, V. / Pradier, T. / Presani, E. / Racca, C. / Radu, A. / Reed, C. / Riccobene, G. / Richardt, C. / Rujoiu, M. / Russo, G. V. / Salesa, F. / Schoeck, F. / Schuller, J.-P. / Shanidze, R. / Simeone, F. / Spurio, M. / Steijger, J. J. M. / Stolarczyk, Th. / Tamburini, C. / Tasca, L. / Taupier-Letage, I. / Toscano, S. / Vallage, B. / Elewyck, V. / Vecchi, M. / Vernin, P. / Wijnker, G. / Wolf, E. / Yepes, H. / Zaborov, D. / Zornoza, J. D. / Zúñiga, J.

eISSN: 1812-0792

2018

Abstract: An Acoustic Doppler Current Profiler (ADCP) moored at the deep-sea ANTARES neutrino telescope site near Toulon, France, measured downward vertical currents of amplitudes up to 0.03 m s −1 in spring 2006. The currents were accompanied by enhanced levels ... ...

Abstract	An Acoustic Doppler Current Profiler (ADCP) moored at the deep-sea ANTARES neutrino telescope site near Toulon, France, measured downward vertical currents of amplitudes up to 0.03 m s −1 in spring 2006. The currents were accompanied by enhanced levels of acoustic reflection by a factor of about 10 and by horizontal currents reaching 0.35 m s −1 . These observations coincided with high levels of bioluminescence detected by the telescope. Although during winter 2006 deep dense-water formation occurred in this area, episodes of high levels of suspended particles and large vertical currents continuing into the summer are not direct evidence of this process. It is hypothesized that the main process allowing for particles to be moved across the entire water column (2500 m) within a few days, is local convection, triggered by small-mesoscale phenomena, such as meanders including a bipolar vortex, linked with boundary current instabilities.
Subject code	551
Language	English
Publishing date	2018-08-10
Publishing country	de
Document type	Book ; Online
Database	BASE - Bielefeld Academic Search Engine (life sciences selection)

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Book ; Online: Acoustic and optical variations during rapid downward motion episodes in the deep north-western Mediterranean Sea

van Haren, H. / Taupier-Letage, I. / Aguilar, J. A. / Albert, A. / Anghinolfi, M. / Anton, G. / Anvar, S. / Ardid, M. / Jesus, A. C. Assis / Astraatmadja, T. / Aubert, J. -J. / Auer, R. / Baret, B. / Basa, S. / Bazzotti, M. / Bertin, V. / Biagi, S. / Bigongiari, C. / Bou-Cabof, M. /

Bouwhuis, M. C. / Brown, A. / Brunner, J. / Busto, J. / Camarena, F. / Capone, A. / Carminati, G. / Carr, J. / Castel, D. / Castorina, E. / Cavasinni, V. / Cecchini, S. / Charvis, Ph. / Chiarusi, T. / Circella, M. / Coniglione, R. / Costantini, H. / Cottini, N. / Coyleh, P. / Curtil, C. / De Bonis, G. / Decowski, M. P. / Dekeyser, I. / Deschamps, A. / Distefano, C. / Donzaud, C. / Dornic, D. / Drouhin, D. / Eberl, T. / Emanuele, U. / Ernenwein, J. -P. / Escoffier, S. / Fehr, F. / Flaminio, V. / Fratini, K. / Fritsch, U. / Fuda, J. -L. / Giacomelli, G. / Gómez-González, J. P. / Graf, K. / Guillard, G. / Halladjian, G. / Hallewell, G. / Heijboer, A. J. / Hello, Y. / Hernández-Rey, J. J. / Hößl, J. / de Jong, M. / Kalantar-Nayestanakia, N. / Kalekin, O. / Kappes, A. / Katz, U. / Kooijman, P. / Kopper, C. / Kouchner, A. / Kretschmer, W. / Lahmann, R. / Lamare, P. / Lambard, G. / Laros, G. / Laschinsky, H. / Lefèvre, D. / Lelaizant, G. / Lim, G. / Presti, D. Lo / Loehner, H. / Loucatos, S. / Lucarelli, F. / Lyons, K. / Mangano, S. / Marcelin, M. / Margiotta, A. / Martinez-Mora, J. A. / Maurin, G. / Mazure, A. / Melissas, M. / Montaruli, T. / Morganti, M. / Moscoso, L. / Motz, H. / Naumann, C. / Neff, M. / Ostasch, R. / Palioselitis, G. / Păvălaş, G. E. / Payre, P. / Petrovic, J. / Piattelli, P. / Picot-Clemente, N. / Picqu, C. / Pillet, R. / Popa, V. / Pradier, T. / Presani, E. / Racca, C. / Radu, A. / Reed, C. / Riccobene, G. / Richardt, C. / Rujoiu, M. / Russo, G. V. / Sales, F. / Schoeck, F. / Schuller, J. -P. / Shanidze, R. / Simeone, F. / Spurio, M. / Steijger, J. J. M. / Stolarczyk, Th. / Tamburini, C. / Tasca, L. / Toscano, S. / Vallage, B. / Van Elewyck, V. / Vecchi, M. / Vernin, P. / Wijnker, G. / de Wolf, E. / Yepes, H. / Zaborov, D. / Zornoza, J. D. / Zúñiga, J.

2011

Abstract: An Acoustic Doppler Current Profiler (ADCP) was moored at the deep-sea site of the ANTARES neutrino telescope near Toulon, France, thus providing a unique opportunity to compare high-resolution acoustic and optical observations between 70 and 170 m above ...

Abstract	An Acoustic Doppler Current Profiler (ADCP) was moored at the deep-sea site of the ANTARES neutrino telescope near Toulon, France, thus providing a unique opportunity to compare high-resolution acoustic and optical observations between 70 and 170 m above the sea bed at 2475 m. The ADCP measured downward vertical currents of magnitudes up to 0.03 m s-1 in late winter and early spring 2006. In the same period, observations were made of enhanced levels of acoustic reflection, interpreted as suspended particles including zooplankton, by a factor of about 10 and of horizontal currents reaching 0.35 m s-1. These observations coincided with high light levels detected by the telescope, interpreted as increased bioluminescence. During winter 2006 deep dense-water formation occurred in the Ligurian subbasin, thus providing a possible explanation for these observations. However, the 10-20 days quasi-periodic episodes of high levels of acoustic reflection, light and large vertical currents continuing into the summer are not direct evidence of this process. It is hypothesized that the main process allowing for suspended material to be moved vertically later in the year is local advection, linked with topographic boundary current instabilities along the rim of the 'Northern Current'. Comment: 30 pages, 7 figures
Keywords	Physics - Geophysics ; Astrophysics - Instrumentation and Methods for Astrophysics ; 86-02
Subject code	551
Publishing date	2011-11-28
Publishing country	us
Document type	Book ; Online
Database	BASE - Bielefeld Academic Search Engine (life sciences selection)

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Article: Acoustic and optical variations during rapid downward motion episodes in the deep north-western Mediterranean Sea

van Haren, H / Taupier-Letage, I / Aguilar, J.A / Albert, A / Anghinolfi, M / Anton, G / Anvar, S / Ardid, M / Assis Jesus, A.C / Astraatmadja, T / Aubert, J.-J / Auer, R / Baret, B / Basa, S / Bazzotti, M / Bertin, V / Biagi, S / Bigongiari, C / Bou-Cabo, M /

Bouwhuis, M.C / Brown, A / Brunner, J / Busto, J / Camarena, F / Capone, A / Carminati, G / Carr, J / Castel, D / Castorina, E / Cavasinni, V / Cecchini, S / Charvis, Ph / Chiarusi, T / Circella, M / Coniglione, R / Costantini, H / Cottini, N / Coyle, P / Curtil, C / De Bonis, G / Decowski, M.P / Dekeyser, I / Deschamps, A / Distefano, C / Donzaud, C / Dornic, D / Drouhin, D / Eberl, T / Emanuele, U / Ernenwein, J.-P / Escoffier, S / Fehr, F / Flaminio, V / Fratini, K / Fritsch, U / Fuda, J.-L / Giacomelli, G / Gómez-González, J.P / Graf, K / Guillard, G / Halladjian, G / Hallewell, G / Heijboer, A.J / Hello, Y / Hernández-Rey, J.J / Hößl, J / de Jong, M / Kalantar-Nayestanaki, N / Kalekin, O / Kappes, A / Katz, U / Kooijman, P / Kopper, C / Kouchner, A / Kretschmer, W / Lahmann, R / Lamare, P / Lambard, G / Larosa, G / Laschinsky, H / Lefèvre, D / Lelaizant, G / Lim, G / Lo Presti, D / Loehner, H / Loucatos, S / Lucarelli, F / Lyons, K / Mangano, S / Marcelin, M / Margiotta, A / Martinez-Mora, J.A / Maurin, G / Mazure, A / Melissas, M / Montaruli, T / Morganti, M / Moscoso, L / Motz, H / Naumann, C / Neff, M / Ostasch, R / Palioselitis, G / Păvălaş, G.E / Payre, P / Petrovic, J / Piattelli, P / Picot-Clemente, N / Picq, C / Pillet, R / Popa, V / Pradier, T / Presani, E / Racca, C / Radu, A / Reed, C / Riccobene, G / Richardt, C / Rujoiu, M / Russo, G.V / Salesa, F / Schoeck, F / Schuller, J.-P / Shanidze, R / Simeone, F / Spurio, M / Steijger, J.J.M / Stolarczyk, Th / Tamburini, C / Tasca, L / Toscano, S / Vallage, B / Van Elewyck, V / Vecchi, M / Vernin, P / Wijnker, G / de Wolf, E / Yepes, H / Zaborov, D / Zornoza, J.D / Zúñiga, J

Deep-Sea Research Part I. 2011 Aug., v. 58, no. 8

2011

Abstract	An Acoustic Doppler Current Profiler (ADCP) was moored at the deep-sea site of the ANTARES neutrino telescope near Toulon, France, thus providing a unique opportunity to compare high-resolution acoustic and optical observations between 70 and 170m above the sea bed at 2475m. The ADCP measured downward vertical currents of magnitudes up to 0.03ms⁻¹ in late winter and early spring 2006. In the same period, observations were made of enhanced levels of acoustic reflection, interpreted as suspended particles including zooplankton, by a factor of about 10 and of horizontal currents reaching 0.35ms⁻¹. These observations coincided with high light levels detected by the telescope, interpreted as increased bioluminescence. During winter 2006 deep dense-water formation occurred in the Ligurian subbasin, thus providing a possible explanation for these observations. However, the 10–20 days quasi-periodic episodes of high levels of acoustic reflection, light and large vertical currents continuing into the summer are not direct evidence of this process. It is hypothesized that the main process allowing for suspended material to be moved vertically later in the year is local advection, linked with topographic boundary current instabilities along the rim of the ‘Northern Current’.
Keywords	acoustics ; bioluminescence ; spring ; summer ; winter ; zooplankton ; France ; Mediterranean Sea
Language	English
Dates of publication	2011-08
Size	p. 875-884.
Publishing place	Elsevier Ltd
Document type	Article
ISSN	0967-0637
DOI	10.1016/j.dsr.2011.06.006
Database	NAL-Catalogue (AGRICOLA)

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Book ; Online: AMADEUS - The Acoustic Neutrino Detection Test System of the ANTARES Deep-Sea Neutrino Telescope

ANTARES collaboration / Aguilar, J. A. / Samarai, I. Al / Albert, A. / Anghinolfi, M. / Anton, G. / Anvar, S. / Ardid, M. / Jesus, A. C. Assis / Astraatmadja, T. / Aubert, J. -J. / Auer, R. / Barbarito, E. / Baret, B. / Basa, S. / Bazzotti, M. / Bertin, V. / Biagi, S. / Bigongiari, C. /

Bou-Cabo, M. / Bouwhuis, M. C. / Brown, A. / Brunner, J. / Busto, J. / Camarena, F. / Capone, A. / Cârloganu, C. / Carminati, G. / Carr, J. / Cassano, B. / Castorina, E. / Cavasinni, V. / Cecchini, S. / Ceres, A. / Charvis, Ph. / Chiarusi, T. / Sen, N. Chon / Circella, M. / Coniglione, R. / Costantini, H. / Cottini, N. / Coyle, P. / Curtil, C. / De Bonis, G. / Decowski, M. P. / Dekeyser, I. / Deschamps, A. / Distefano, C. / Donzaud, C. / Dornic, D. / Drouhin, D. / Eberl, T. / Emanuele, U. / Ernenwein, J. -P. / Escoffier, S. / Fehr, F. / Fiorello, C. / Flaminio, V. / Fritsch, U. / Fuda, J. -L. / Gay, P. / Giacomelli, G. / Gómez-González, J. P. / Graf, K. / Guillard, G. / Halladjian, G. / Hallewell, G. / van Haren, H. / Heijboer, A. J. / Heine, E. / Hello, Y. / Hernández-Rey, J. J. / Herold, B. / Hößl, J. / de Jong, M. / Kalantar-Nayestanaki, N. / Kalekin, O. / Kappes, A. / Katz, U. / Keller, P. / Kooijman, P. / Kopper, C. / Kouchner, A. / Kretschmer, W. / Lahmann, R. / Lamare, P. / Lambard, G. / Larosa, G. / Laschinsky, H. / Provost, H. Le / Lefèvre, D. / Lelaizant, G. / Lim, G. / Presti, D. Lo / Loehner, H. / Loucatos, S. / Louis, F. / Lucarelli, F. / Mangano, S. / Marcelin, M. / Margiotta, A. / Martinez-Mora, J. A. / Mazure, A. / Mongelli, M. / Montaruli, T. / Morganti, M. / Moscoso, L. / Motz, H. / Naumann, C. / Neff, M. / Ostasch, R. / Palioselitis, D. / Pavalas, G. E. / Payre, P. / Petrovic, J. / Picot-Clemente, N. / Picq, C. / Popa, V. / Pradier, T. / Presani, E. / Racca, C. / Radu, A. / Reed, C. / Riccobene, G. / Richardt, C. / Rujoiu, M. / Ruppi, M. / Russo, G. V. / Salesa, F. / Sapienza, P. / Schöck, F. / Schuller, J. -P. / Shanidze, R. / Simeone, F. / Spurio, M. / Steijger, J. J. M. / Stolarczyk, Th. / Taiuti, M. / Tamburini, C. / Tasca, L. / Toscano, S. / Vallage, B. / Van Elewyck, V. / Vannoni, G. / Vecchi, M. / Vernin, P. / Wijnker, G. / de Wolf, E. / Yepes, H. / Zaborov, D. / Zornoza, J. D. / Zúñiga, J.

2010

Abstract: The AMADEUS (ANTARES Modules for the Acoustic Detection Under the Sea) system which is described in this article aims at the investigation of techniques for acoustic detection of neutrinos in the deep sea. It is integrated into the ANTARES neutrino ... ...

Abstract	The AMADEUS (ANTARES Modules for the Acoustic Detection Under the Sea) system which is described in this article aims at the investigation of techniques for acoustic detection of neutrinos in the deep sea. It is integrated into the ANTARES neutrino telescope in the Mediterranean Sea. Its acoustic sensors, installed at water depths between 2050 and 2300 m, employ piezo-electric elements for the broad-band recording of signals with frequencies ranging up to 125 kHz. The typical sensitivity of the sensors is around -145 dB re 1V/muPa (including preamplifier). Completed in May 2008, AMADEUS consists of six "acoustic clusters", each comprising six acoustic sensors that are arranged at distances of roughly 1 m from each other. Two vertical mechanical structures (so-called lines) of the ANTARES detector host three acoustic clusters each. Spacings between the clusters range from 14.5 to 340 m. Each cluster contains custom-designed electronics boards to amplify and digitise the acoustic signals from the sensors. An on-shore computer cluster is used to process and filter the data stream and store the selected events. The daily volume of recorded data is about 10 GB. The system is operating continuously and automatically, requiring only little human intervention. AMADEUS allows for extensive studies of both transient signals and ambient noise in the deep sea, as well as signal correlations on several length scales and localisation of acoustic point sources. Thus the system is excellently suited to assess the background conditions for the measurement of the bipolar pulses expected to originate from neutrino interactions. Comment: 36 pages, 19 figures; v3: Line numbers removed (no changes to text)
Keywords	Astrophysics - Instrumentation and Methods for Astrophysics
Subject code	551
Publishing date	2010-09-21
Publishing country	us
Document type	Book ; Online
Database	BASE - Bielefeld Academic Search Engine (life sciences selection)

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Article ; Online: ANTARES Collaboration

Wagner S. / Visser E. / Vernin P. / Elewyck V. Van / Vecchi M. / Vallée C. / Taiuti M. / Tamburini C. / Trovato A. / Vallage B. / Sánchez-Losa A. / Stolarczyk Th. / Steijger J.J.M. / Spurio M. / Shanidze R. / Simeone F. / Spies A. / Seitz T. / Schüssler F. /

Schuller J.-P. / Schöck F. / Schnabel J. / Sapienza P. / Schmid J. / Russo G.V. / Samtleben D.F.E. / Rostovtsev A. / Ruiz-Rivas J. / Rujoiu M. / Rivière C. / Robert A. / Roensch K. / Richardt C. / Richter R. / Reed C. / Riccobene G. / Presani E. / Racca C. / Popa V. / Pradier T. / Piattelli P. / Petrovic J. / Payet K. / Palioselitis D. / Păvălas G.E. / Nezri E. / Neff M. / Motz H. / Morganti M. / Moscoso L. / Martini S. / Meli A. / Montaruli T. / Martínez-Mora J.A. / Marcelin M. / Margiotta A. / Mangano S. / Louis F. / Loehner H. / Loucatos S. / Lattuada D. / Lefèvre D. / Lim G. / Lo Presti D. / Lambard G. / Larosa G. / Kulikovskiy V. / Lahmann R. / Kopper C. / Kouchner A. / Kreykenbohm I. / Katz U. / Kavatsyuk O. / Kooijman P. / Kalekin O. / Kappes A. / Kadler M. / Hsu C.C. / de Jong M. / Hößl J. / Herold B. / Hernández-Rey J.J. / Hamal M. / Haren H. van / Heijboer A.J. / Hello Y. / Guillard G. / Hallewell G. / Graf K. / Giacomelli G. / Giordano V. / Gómez-González J.P. / Geyer K. / Galatà S. / Gay P. / Fritsch U. / Fuda J.-L. / Flaminio V. / Folger F. / Ferry S. / Fermani P. / Ferri M. / Ernenwein J.-P. / Escoffier S. / Fehn K. / Enzenhöfer A. / Emanuele U. / Drouhin D. / Eberl T. / Donzaud C. / Dornic D. / Dorosti Q. / Deschamps A. / Distefano C. / Decowski M.P. / Dekeyser I. / Creusot A. / Curtil C. / Bonis G. De / Coyle P. / Core L. / Costantini H. / Chiarusi T. / Circella M. / Coniglione R. / Charvis Ph. / Charif Z. / Carr J. / Cecchini S. / Capone A. / Cârloganu C. / Busto J. / Bouwhuis M.C. / Brunner J. / Bouhou B. / Bogazzi C. / Bou-Cabo M. / Biagi S. / Bigongiari C. / Bertin V. / Basa S. / Astraatmadja T. / Aubert J.-J. / Baret B. / Ardid M. / Anvar S. / Anton L. / Anton G. / Anghinolfi M. / André M. / Albert A. / Samarai I. Al / Adrián-Martínez S. / Wijnker G. / Wilms J. / Wolf E. de / Yepes H. / Zaborov D. / Zornoza J.D. / Zúñiga J.

EPJ Web of Conferences, Vol 53, p

2013 Volume 03001

Keywords	Physics ; QC1-999 ; Science ; Q ; DOAJ:Physics (General) ; DOAJ:Physics and Astronomy
Language	English
Publishing date	2013-06-01T00:00:00Z
Publisher	EDP Sciences
Document type	Article ; Online
Database	BASE - Bielefeld Academic Search Engine (life sciences selection)

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