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\n  \n 2017\n \n \n (3)\n \n \n
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\n \n\n \n \n \n \n \n \n Human sperm steer with second harmonics of the flagellar beat.\n \n \n \n \n\n\n \n Saggiorato, G.; Alvarez, L.; Jikeli, J. F.; Kaupp, U. B.; Gompper, G.; and Elgeti, J.\n\n\n \n\n\n\n Nature Communications, 8(1): 1415. November 2017.\n \n\n\n\n
\n\n\n\n \n \n \"HumanPaper\n  \n \n\n \n \n doi\n  \n \n\n \n link\n  \n \n\n bibtex\n \n\n \n  \n \n abstract \n \n\n \n  \n \n 1 download\n \n \n\n \n \n \n \n \n \n \n\n  \n \n \n \n \n\n\n\n
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@article{saggiorato_human_2017,\n\ttitle = {Human sperm steer with second harmonics of the flagellar beat},\n\tvolume = {8},\n\tcopyright = {2017 The Author(s)},\n\tissn = {2041-1723},\n\turl = {https://www.nature.com/articles/s41467-017-01462-y},\n\tdoi = {10.1038/s41467-017-01462-y},\n\tabstract = {The mechanism allowing sperm to steer is not fully understood. The authors find that superposition of two harmonic waves breaks the flagellar beat symmetry temporally rather than spatially, and that this mechanism is enhanced by the sexual hormone progesterone, which changes the motility pattern.},\n\tlanguage = {En},\n\tnumber = {1},\n\turldate = {2017-11-14},\n\tjournal = {Nature Communications},\n\tauthor = {Saggiorato, Guglielmo and Alvarez, Luis and Jikeli, Jan F. and Kaupp, U. Benjamin and Gompper, Gerhard and Elgeti, Jens},\n\tmonth = nov,\n\tyear = {2017},\n\tkeywords = {Physics - Biological Physics},\n\tpages = {1415},\n}\n\n
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\n The mechanism allowing sperm to steer is not fully understood. The authors find that superposition of two harmonic waves breaks the flagellar beat symmetry temporally rather than spatially, and that this mechanism is enhanced by the sexual hormone progesterone, which changes the motility pattern.\n
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\n \n\n \n \n \n \n \n \n Data for Human sperm steer with second harmonics of the flagellar beat.\n \n \n \n \n\n\n \n Saggiorato, G.; Alvarez, L.; Jikeli, J. F; Kaupp, U. B.; Gompper, G.; and Elgeti, J.\n\n\n \n\n\n\n September 2017.\n type: dataset\n\n\n\n
\n\n\n\n \n \n \"DataPaper\n  \n \n\n \n \n doi\n  \n \n\n \n link\n  \n \n\n bibtex\n \n\n \n  \n \n abstract \n \n\n \n\n \n \n \n \n \n \n \n\n  \n \n \n\n\n\n
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@misc{saggiorato_data_2017,\n\ttitle = {Data for {Human} sperm steer with second harmonics of the flagellar beat},\n\tcopyright = {All rights reserved},\n\turl = {https://zenodo.org/record/884626},\n\tabstract = {Files containing all data processed for the article “Human sperm steer with second harmonics of the flagellar beat” by Guglielmo Saggiorato, Luis Alvarez, Jan F. Jikeli, U. Benjamin Kaupp, Gerhard Gompper, and Jens Elgeti collected\\_data.zip compressed containing one folder per experiment. Each folder features the raw data (original movie) and the corresponding flagellar parameters measured: trajectory and curvature. movie.tbz2 files to make the movie comparing original sperm recording and simulation steer\\_with\\_phase.bz2 xyz file of Supplementary Movie 2 where sperm steers with the second-harmonic phase analysis\\_scripts.zip contains scripts used for data analysis: curvature.py, pma.py, and spectrogram.py compare\\_2nd\\_harmonic\\_to\\_average\\_curvature.tar.bz2 files comparing the contribution of the 2nd harmonic and average curvature},\n\turldate = {2017-09-07},\n\tpublisher = {Zenodo},\n\tauthor = {Saggiorato, Guglielmo and Alvarez, Luis and Jikeli, Jan F and Kaupp, U. Benjamin and Gompper, Gerhard and Elgeti, Jens},\n\tmonth = sep,\n\tyear = {2017},\n\tdoi = {10.5281/zenodo.884626},\n\tnote = {type: dataset},\n}\n\n
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\n Files containing all data processed for the article “Human sperm steer with second harmonics of the flagellar beat” by Guglielmo Saggiorato, Luis Alvarez, Jan F. Jikeli, U. Benjamin Kaupp, Gerhard Gompper, and Jens Elgeti collected_data.zip compressed containing one folder per experiment. Each folder features the raw data (original movie) and the corresponding flagellar parameters measured: trajectory and curvature. movie.tbz2 files to make the movie comparing original sperm recording and simulation steer_with_phase.bz2 xyz file of Supplementary Movie 2 where sperm steers with the second-harmonic phase analysis_scripts.zip contains scripts used for data analysis: curvature.py, pma.py, and spectrogram.py compare_2nd_harmonic_to_average_curvature.tar.bz2 files comparing the contribution of the 2nd harmonic and average curvature\n
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\n \n\n \n \n \n \n \n \n Enhanced Dynamics of Confined Cytoskeletal Filaments Driven by Asymmetric Motors.\n \n \n \n \n\n\n \n Ravichandran, A.; Vliegenthart, G. A.; Saggiorato, G.; Auth, T.; and Gompper, G.\n\n\n \n\n\n\n Biophysical Journal, 113(5): 1121–1132. September 2017.\n \n\n\n\n
\n\n\n\n \n \n \"EnhancedPaper\n  \n \n\n \n \n doi\n  \n \n\n \n link\n  \n \n\n bibtex\n \n\n \n  \n \n abstract \n \n\n \n\n \n \n \n \n \n \n \n\n  \n \n \n\n\n\n
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@article{ravichandran_enhanced_2017,\n\ttitle = {Enhanced {Dynamics} of {Confined} {Cytoskeletal} {Filaments} {Driven} by {Asymmetric} {Motors}},\n\tvolume = {113},\n\tcopyright = {All rights reserved},\n\tissn = {0006-3495},\n\turl = {http://www.cell.com/biophysj/abstract/S0006-3495(17)30841-X},\n\tdoi = {10.1016/j.bpj.2017.07.016},\n\tabstract = {Cytoskeletal filaments and molecular motors facilitate the micron-scale force generation necessary for the distribution of organelles and the restructuring of the cytoskeleton within eukaryotic cells. Although the mesoscopic structure and the dynamics of such filaments have been studied in vitro and in vivo, their connection with filament polarity-dependent motor-mediated force generation is not well understood. Using 2D Brownian dynamics simulations, we study a dense, confined mixture of rigid microtubules (MTs) and active springs that have arms that cross-link neighboring MT pairs and move unidirectionally on the attached MT. We simulate depletion interactions between MTs using an attractive potential. We show that dimeric motors, with a motile arm on only one of the two MTs, produce large polarity-sorted MT clusters, whereas tetrameric motors, with motile arms on both microtubules, produce bundles. Furthermore, dimeric motors induce, on average, higher velocities between antialigned MTs than tetrameric motors. Our results, where MTs move faster near the confining wall, are consistent with experimental observations in Drosophila oocytes where enhanced microtubule activity is found close to the confining plasma membrane.},\n\tlanguage = {English},\n\tnumber = {5},\n\turldate = {2017-09-06},\n\tjournal = {Biophysical Journal},\n\tauthor = {Ravichandran, Arvind and Vliegenthart, Gerrit A. and Saggiorato, Guglielmo and Auth, Thorsten and Gompper, Gerhard},\n\tmonth = sep,\n\tyear = {2017},\n\tpages = {1121--1132},\n}\n
\n
\n\n\n
\n Cytoskeletal filaments and molecular motors facilitate the micron-scale force generation necessary for the distribution of organelles and the restructuring of the cytoskeleton within eukaryotic cells. Although the mesoscopic structure and the dynamics of such filaments have been studied in vitro and in vivo, their connection with filament polarity-dependent motor-mediated force generation is not well understood. Using 2D Brownian dynamics simulations, we study a dense, confined mixture of rigid microtubules (MTs) and active springs that have arms that cross-link neighboring MT pairs and move unidirectionally on the attached MT. We simulate depletion interactions between MTs using an attractive potential. We show that dimeric motors, with a motile arm on only one of the two MTs, produce large polarity-sorted MT clusters, whereas tetrameric motors, with motile arms on both microtubules, produce bundles. Furthermore, dimeric motors induce, on average, higher velocities between antialigned MTs than tetrameric motors. Our results, where MTs move faster near the confining wall, are consistent with experimental observations in Drosophila oocytes where enhanced microtubule activity is found close to the confining plasma membrane.\n
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\n  \n 2016\n \n \n (1)\n \n \n
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\n \n\n \n \n \n \n \n \n Dynamics of self-propelled filaments pushing a load.\n \n \n \n \n\n\n \n Isele-Holder, R. E.; Jäger, J.; Saggiorato, G.; Elgeti, J.; and Gompper, G.\n\n\n \n\n\n\n Soft Matter, 12(41): 8495–8505. October 2016.\n \n\n\n\n
\n\n\n\n \n \n \"DynamicsPaper\n  \n \n\n \n \n doi\n  \n \n\n \n link\n  \n \n\n bibtex\n \n\n \n  \n \n abstract \n \n\n \n  \n \n 1 download\n \n \n\n \n \n \n \n \n \n \n\n  \n \n \n\n\n\n
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@article{isele-holder_dynamics_2016,\n\ttitle = {Dynamics of self-propelled filaments pushing a load},\n\tvolume = {12},\n\tcopyright = {All rights reserved},\n\tissn = {1744-6848},\n\turl = {http://pubs.rsc.org/en/content/articlelanding/2016/sm/c6sm01094f},\n\tdoi = {10.1039/C6SM01094F},\n\tabstract = {Worm-like filaments, which are propelled by a tangential homogeneous force along their contour, are studied as they push loads of different shapes and sizes. The resulting dynamics is investigated using Langevin dynamics simulations. The effects of size and shape of the load, propulsion strength, and thermal noise are systematically explored. The propulsive force and hydrodynamic friction of the load cause a compression in the filament that results in a buckling instability and versatile motion. Distinct regimes of elongated filaments, curved filaments, beating filaments, and filaments with alternating beating and circular motion are identified, and a phase diagram depending on the propulsion strength and the size of the load is constructed. Characteristic features of the different phases, such as beating frequencies and rotational velocities, are demonstrated to have a power-law dependence on the propulsive force.},\n\tlanguage = {en},\n\tnumber = {41},\n\turldate = {2017-09-06},\n\tjournal = {Soft Matter},\n\tauthor = {Isele-Holder, Rolf E. and Jäger, Julia and Saggiorato, Guglielmo and Elgeti, Jens and Gompper, Gerhard},\n\tmonth = oct,\n\tyear = {2016},\n\tpages = {8495--8505},\n}\n\n
\n
\n\n\n
\n Worm-like filaments, which are propelled by a tangential homogeneous force along their contour, are studied as they push loads of different shapes and sizes. The resulting dynamics is investigated using Langevin dynamics simulations. The effects of size and shape of the load, propulsion strength, and thermal noise are systematically explored. The propulsive force and hydrodynamic friction of the load cause a compression in the filament that results in a buckling instability and versatile motion. Distinct regimes of elongated filaments, curved filaments, beating filaments, and filaments with alternating beating and circular motion are identified, and a phase diagram depending on the propulsion strength and the size of the load is constructed. Characteristic features of the different phases, such as beating frequencies and rotational velocities, are demonstrated to have a power-law dependence on the propulsive force.\n
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\n  \n 2015\n \n \n (3)\n \n \n
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\n \n\n \n \n \n \n \n \n How Sperm Beat and Swim: From Filament Deformation to Activity.\n \n \n \n \n\n\n \n Saggiorato, G.\n\n\n \n\n\n\n Ph.D. Thesis, Universität zu Köln, October 2015.\n \n\n\n\n
\n\n\n\n \n \n \"HowPaper\n  \n \n\n \n\n \n link\n  \n \n\n bibtex\n \n\n \n  \n \n abstract \n \n\n \n  \n \n 1 download\n \n \n\n \n \n \n \n \n \n \n\n  \n \n \n\n\n\n
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@phdthesis{saggiorato_how_2015,\n\ttype = {text.thesis.doctoral},\n\ttitle = {How {Sperm} {Beat} and {Swim}: {From} {Filament} {Deformation} to {Activity}},\n\tcopyright = {All rights reserved},\n\tshorttitle = {How {Sperm} {Beat} and {Swim}},\n\turl = {http://kups.ub.uni-koeln.de/6526/},\n\tabstract = {Understanding the dynamics of microbiological swimmers is a key element on the way to discovering  biological mechanisms,   to  develop new sophisticated bio-mimetic technologies, e.g., artificial microswimmers, and to design novel microfluidic devices, e.g., for diagnosis applications.\nIn this work, we focus on the dynamics of microswimmers with a slender flexible body, for which the spermatozoon  is one of the best biological representatives.\n\nThe overarching theme of our investigation is the relation between elasticity and dynamics of semiflexible filaments, their hydrodynamic interactions and active motion.\n\nWe first study the dynamics of  one, two and three sedimenting filaments in a viscous fluid. \nThe dynamics of a settling filament is simpler than that of the beating flagellum because it is dominated only by the passive elastic restoring force. It  allows   a fundamental understanding of the dynamics generated by the competition of elastic and hydrodynamic forces. At the same time, the settling dynamics is of technological importance as it may suggest, e.g., new purification techniques.\nWe find that the settling plane of an isolated semi-flexible filament is not always stable. When the external field is strong enough, the system  encounters two (subsequent) dynamical transitions that break the planarity and chirality of the filament shape.  New stationary settling shapes are found that correspond to  drift and helical trajectories. Investigations with more filaments show that the settling dynamics may be much more rich than expected already at fields generated by modern centrifuges.\n\nSperm cells are composed of a mostly spherical head and a whip-like appendage called flagellum. The flagellum has an oscillatory movement that sustains a traveling wave from the head to the tail.\nThe motion of the flagellum provides the thrust needed to propel the spermatozoon and generates a complex flow field.\nAs an essential step toward understanding the hydrodynamic cooperation between spermatozoa, we analyze  high-speed experimental recording of pinned human sperm (in  collaboration with researchers at the research center CAESAR, Bonn)  and develop a minimal model of  realistic beating. We infer the flagellum internal forces and, in the future, the generated flow field. It turns out that the model needs not to be complex and not to explicitly account for the  observed left-right asymmetries in the rotational motion around the pinning point.\nThe simulation  closely reproduces the flagellum tracks recorded by high-speed video-microscopy, and the appropriate parameters are, thus, estimated directly from the experimental recordings.\nThis is a new approach to extract also forces from the observed data in addition to the kinematics, as done by other established techniques.\n\nThe inspection of high-speed recording of human spermatozoa also leads us to suggest  a novel mechanism to control the swimming direction of spermatozoa via higher harmonic components of the beating frequency. The  proposed mechanisms explain the usual circular trajectories by a shape anisotropy, a curved flagellum or a bent midpiece. Although it may look puzzling at first that higher beating frequency break a spatial symmetry, we show that a simple model can explain the observed behavior and match simulations with experiments.\n\nThe beating pattern is not due to a predefined sinusoidal pacemaker, as used in the previous model. Instead, it is believed that the molecular motors distributed along the flagellum reach a self-organized state that  generates the required force-pattern. \n\nDifferent models have been proposed to explain how the beating pattern is generated by a feedback system between molecular forces and flagellum shapes; however, explicit simulations lead to unexpected buckling instabilities.\nThus, we present a simple mathematical (and later computational) model that is not bounded to a specific biomechanical hypothesis on the traits of the molecular motors. \nThe resulting model highlights the difference between  different feedback responses that couple the axoneme shape to the molecular motors forces.\nAmong the possible models, we choose the model with the smoothest and the most regular  behavior as we expect that, because of the variability of the biological environment and of the resilience of spermatozoa  in the most disparate conditions, any representative model of active beating should not display  ill-defined behaviors.\nThe model is applied to the fascinating and contemporary  investigation of the active  response of the beating pattern to controlled  perturbations.\nBy numerical integration of the model, we quantify how the beating pattern (amplitude, frequency and wave vector) is affected by the medium viscosity and we show that it is possible to entrain the beating frequency to an external periodic force as generated in experimental setup  or by other, surrounding, spermatozoa.\nThis top-down approach provides a simple reference model that  allows both investigation of small scale details  and investigation of large cooperative assemblies of swimmers.},\n\turldate = {2017-09-11},\n\tschool = {Universität zu Köln},\n\tauthor = {Saggiorato, Guglielmo},\n\tmonth = oct,\n\tyear = {2015},\n}\n\n
\n
\n\n\n
\n Understanding the dynamics of microbiological swimmers is a key element on the way to discovering biological mechanisms, to develop new sophisticated bio-mimetic technologies, e.g., artificial microswimmers, and to design novel microfluidic devices, e.g., for diagnosis applications. In this work, we focus on the dynamics of microswimmers with a slender flexible body, for which the spermatozoon is one of the best biological representatives. The overarching theme of our investigation is the relation between elasticity and dynamics of semiflexible filaments, their hydrodynamic interactions and active motion. We first study the dynamics of one, two and three sedimenting filaments in a viscous fluid. The dynamics of a settling filament is simpler than that of the beating flagellum because it is dominated only by the passive elastic restoring force. It allows a fundamental understanding of the dynamics generated by the competition of elastic and hydrodynamic forces. At the same time, the settling dynamics is of technological importance as it may suggest, e.g., new purification techniques. We find that the settling plane of an isolated semi-flexible filament is not always stable. When the external field is strong enough, the system encounters two (subsequent) dynamical transitions that break the planarity and chirality of the filament shape. New stationary settling shapes are found that correspond to drift and helical trajectories. Investigations with more filaments show that the settling dynamics may be much more rich than expected already at fields generated by modern centrifuges. Sperm cells are composed of a mostly spherical head and a whip-like appendage called flagellum. The flagellum has an oscillatory movement that sustains a traveling wave from the head to the tail. The motion of the flagellum provides the thrust needed to propel the spermatozoon and generates a complex flow field. As an essential step toward understanding the hydrodynamic cooperation between spermatozoa, we analyze high-speed experimental recording of pinned human sperm (in collaboration with researchers at the research center CAESAR, Bonn) and develop a minimal model of realistic beating. We infer the flagellum internal forces and, in the future, the generated flow field. It turns out that the model needs not to be complex and not to explicitly account for the observed left-right asymmetries in the rotational motion around the pinning point. The simulation closely reproduces the flagellum tracks recorded by high-speed video-microscopy, and the appropriate parameters are, thus, estimated directly from the experimental recordings. This is a new approach to extract also forces from the observed data in addition to the kinematics, as done by other established techniques. The inspection of high-speed recording of human spermatozoa also leads us to suggest a novel mechanism to control the swimming direction of spermatozoa via higher harmonic components of the beating frequency. The proposed mechanisms explain the usual circular trajectories by a shape anisotropy, a curved flagellum or a bent midpiece. Although it may look puzzling at first that higher beating frequency break a spatial symmetry, we show that a simple model can explain the observed behavior and match simulations with experiments. The beating pattern is not due to a predefined sinusoidal pacemaker, as used in the previous model. Instead, it is believed that the molecular motors distributed along the flagellum reach a self-organized state that generates the required force-pattern. Different models have been proposed to explain how the beating pattern is generated by a feedback system between molecular forces and flagellum shapes; however, explicit simulations lead to unexpected buckling instabilities. Thus, we present a simple mathematical (and later computational) model that is not bounded to a specific biomechanical hypothesis on the traits of the molecular motors. The resulting model highlights the difference between different feedback responses that couple the axoneme shape to the molecular motors forces. Among the possible models, we choose the model with the smoothest and the most regular behavior as we expect that, because of the variability of the biological environment and of the resilience of spermatozoa in the most disparate conditions, any representative model of active beating should not display ill-defined behaviors. The model is applied to the fascinating and contemporary investigation of the active response of the beating pattern to controlled perturbations. By numerical integration of the model, we quantify how the beating pattern (amplitude, frequency and wave vector) is affected by the medium viscosity and we show that it is possible to entrain the beating frequency to an external periodic force as generated in experimental setup or by other, surrounding, spermatozoa. This top-down approach provides a simple reference model that allows both investigation of small scale details and investigation of large cooperative assemblies of swimmers.\n
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\n \n\n \n \n \n \n \n \n Conformations, hydrodynamic interactions, and instabilities of sedimenting semiflexible filaments.\n \n \n \n \n\n\n \n Saggiorato, G.; Elgeti, J.; Winkler, R. G.; and Gompper, G.\n\n\n \n\n\n\n Soft Matter, 11(37): 7337–7344. September 2015.\n \n\n\n\n
\n\n\n\n \n \n \"Conformations,Paper\n  \n \n\n \n \n doi\n  \n \n\n \n link\n  \n \n\n bibtex\n \n\n \n  \n \n abstract \n \n\n \n\n \n \n \n \n \n \n \n\n  \n \n \n\n\n\n
\n
@article{saggiorato_conformations_2015,\n\ttitle = {Conformations, hydrodynamic interactions, and instabilities of sedimenting semiflexible filaments},\n\tvolume = {11},\n\tcopyright = {All rights reserved},\n\tissn = {1744-6848},\n\turl = {http://pubs.rsc.org/en/content/articlelanding/2015/sm/c5sm01069a},\n\tdoi = {10.1039/C5SM01069A},\n\tabstract = {The conformations and dynamics of semiflexible filaments subject to a homogeneous external (gravitational) field, e.g., in a centrifuge, are studied numerically and analytically. The competition between hydrodynamic drag and bending elasticity generates new shapes and dynamical features. We show that the shape of a semiflexible filament undergoes instabilities as the external field increases. We identify two transitions that correspond to the excitation of higher bending modes. In particular, for strong fields the filament stabilizes in a non-planar shape, resulting in a sideways drift or in helical trajectories. For two interacting filaments, we find the same transitions, with the important consequence that the new non-planar shapes have an effective hydrodynamic repulsion, in contrast to the planar shapes which attract themselves even when their osculating planes are rotated with respect to each other. For the case of planar filaments, we show analytically and numerically that the relative velocity is not necessarily due to a different drag of the individual filaments, but to the hydrodynamic interactions induced by their shape asymmetry.},\n\tlanguage = {en},\n\tnumber = {37},\n\turldate = {2015-11-12},\n\tjournal = {Soft Matter},\n\tauthor = {Saggiorato, Guglielmo and Elgeti, Jens and Winkler, Roland G. and Gompper, Gerhard},\n\tmonth = sep,\n\tyear = {2015},\n\tpages = {7337--7344},\n}\n\n
\n
\n\n\n
\n The conformations and dynamics of semiflexible filaments subject to a homogeneous external (gravitational) field, e.g., in a centrifuge, are studied numerically and analytically. The competition between hydrodynamic drag and bending elasticity generates new shapes and dynamical features. We show that the shape of a semiflexible filament undergoes instabilities as the external field increases. We identify two transitions that correspond to the excitation of higher bending modes. In particular, for strong fields the filament stabilizes in a non-planar shape, resulting in a sideways drift or in helical trajectories. For two interacting filaments, we find the same transitions, with the important consequence that the new non-planar shapes have an effective hydrodynamic repulsion, in contrast to the planar shapes which attract themselves even when their osculating planes are rotated with respect to each other. For the case of planar filaments, we show analytically and numerically that the relative velocity is not necessarily due to a different drag of the individual filaments, but to the hydrodynamic interactions induced by their shape asymmetry.\n
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\n \n\n \n \n \n \n \n \n About the role of chaos and coarse graining in statistical mechanics.\n \n \n \n \n\n\n \n Falasco, G.; Saggiorato, G.; and Vulpiani, A.\n\n\n \n\n\n\n Physica A: Statistical Mechanics and its Applications, 418: 94–104. January 2015.\n \n\n\n\n
\n\n\n\n \n \n \"AboutPaper\n  \n \n\n \n \n doi\n  \n \n\n \n link\n  \n \n\n bibtex\n \n\n \n\n \n\n \n \n \n \n \n \n \n\n  \n \n \n\n\n\n
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@article{falasco_about_2015,\n\ttitle = {About the role of chaos and coarse graining in statistical mechanics},\n\tvolume = {418},\n\tcopyright = {All rights reserved},\n\tissn = {03784371},\n\turl = {http://linkinghub.elsevier.com/retrieve/pii/S0378437114004038},\n\tdoi = {10.1016/j.physa.2014.05.030},\n\tlanguage = {en},\n\turldate = {2017-09-07},\n\tjournal = {Physica A: Statistical Mechanics and its Applications},\n\tauthor = {Falasco, G. and Saggiorato, G. and Vulpiani, A.},\n\tmonth = jan,\n\tyear = {2015},\n\tpages = {94--104},\n}\n\n
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\n \n\n \n \n \n \n \n \n Anomalous diffusion of constrained colloidal particles: evidences for a fractional Brownian Motion description – Master Thesis.\n \n \n \n \n\n\n \n Guglielmo Saggiorato\n\n\n \n\n\n\n Technical Report Università di Padova, March 2011.\n \n\n\n\n
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@techreport{guglielmo_saggiorato_anomalous_2011,\n\ttitle = {Anomalous diffusion of constrained colloidal particles: evidences for a fractional {Brownian} {Motion} description -- {Master} {Thesis}},\n\tcopyright = {All rights reserved},\n\tshorttitle = {Anomalous diffusion of constrained colloidal particles},\n\turl = {https://doc-0s-ak-docs.googleusercontent.com/docs/securesc/f5difuvnr8e0akdnkbul0b6t3s7anf30/j8pu1e87601mkc2kqk56a28n5j0croe9/1373990400000/01422428947375431346/01422428947375431346/0BwObJf4Nc-wrODA3NjhjNTctMjMwZC00OWI0LTg1ZGYtMWU5NmNlZTEwMjQx?e=download&h=16653014193614665626&nonce=2tlt8d2q33k76&user=01422428947375431346&hash=s4h23u8c0mc62616voih19qrn7gcopd2},\n\tlanguage = {En},\n\turldate = {2013-07-16},\n\tinstitution = {Università di Padova},\n\tauthor = {{Guglielmo Saggiorato}},\n\tmonth = mar,\n\tyear = {2011},\n}\n\n
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