Stability of Tip in Adhesion Process on Atomic Force Microscopy Studied by Coupling Computational Model

Size: px
Start display at page:

Download "Stability of Tip in Adhesion Process on Atomic Force Microscopy Studied by Coupling Computational Model"

Transcription

1 Appl. Sc. Converg. Technol. 26(1): 6-10 (2017) Research Paper Stablty of Tp n Adheson Process on Atomc Force Mcroscopy Studed by Couplng Computatonal Model Yasuhro Senda a *, Janne Blomqvst b, and Rsto M. emnen b a Department of Appled Scence, Yamaguch Unversty, Yamaguch, , Japan b COMP Centre of Excellence, Department of Appled Physcs, Aalto Unversty, P.O. Box 11100, Aalto, Fnland Receved ovember 14, 2016; revsed ovember 30, 2016; accepted December 2, 2016 Abstract We nvestgated the stablty of onc confguratons of the tp of the cantlever n non-contact AFM.; For ths, we used a computatonal model that couples the onc moton of the MgO surface and the oscllatng cantlever. The moton of ons was connected to the oscllatng cantlever usng a couplng method that had been recently developed. The adhesve process on the onc MgO surface leads to energy dsspaton of the cantlever. It s shown that lmted types of onc confguratons of the tp are stable durng the adhesve process. Based on the present computatonal model, we dscuss the adhesve mechansm leadng to energy dsspaton. Keywords: Atomc force mcroscopy, Molecular dynamcs I. Introducton Atomc force mcroscopy (AFM) has shown promse as a tool for observng atomc-scale mages of varous materals [1]. In the non-contact AFM, an atomc force between the tp of the cantlever and the surface gves the varaton n the frequency of the oscllaton of the cantlever. The observed frequency offers an atomcresoluton mage of the surface. In ths experment, the ampltude of the cantlever s oscllaton was reduced as the tp approached the surface. The dsspaton of the oscllaton s mechancal energy also provdes an atomc mage [2-9]. The mechansm that causes ths dsspaton has been nvestgated by many theoretcal and computatonal studes [10-25]; nevertheless, t s stll under dscusson. Although a number of mechansms have been proposed for ths dsspaton, the adhesve hysteress mechansm s consdered to be the most acceptable. As the cantlever tp approaches and moves away from the surface, the adhesve behavor of the atoms of the tp and the surface arses, whch provdes the hysteress n force actng on cantlever; ths non-conservatve force results n the energy dsspaton of the oscllaton. Ths adhesve mechansm s based on the exstence of stable atomc structures of the tp, and the structure of the tp and the surface remans ntact even after adhesve atomc contact; ths s because they reversbly reconstruct durng the adheson process. Ths adhesve mechansm has been extensvely nvestgated *Correspondng author E-mal: senda@yamaguch-u.ac.jp through theoretcal and computatonal means [10-17], and these studes have calculated the atomc nteracton between the tp and the surface through many dfferent atomc models. One such model uses the molecular dynamcs (MD) method, and the equaton of moton for the cantlever s solved wth the nteracton force that was obtaned from the MD calculaton, n whch the motons of the atoms and the cantlever are ndependently calculated. We consder that the couplng of the atomc motons and the cantlever s oscllaton s necessary to trace the adhesve behavor of the atoms and understand the mechansm of the energy dsspaton. The oscllaton of the cantlever consderably effects on the atomc-scale reacton and adhesve moton of the atoms. In our prevous studes [23-25], we proposed a computatonal AFM model that couples the atomc moton between the tp and the surface wth the oscllaton of the cantlever. We constructed such a couplng model accordng to the MD-contnuum couplng method that we had been developed [26-28]. In the present work, ths computatonal model was appled to the AFM of the surface of an MgO onc crystal, whch has been nvestgated n the computatonal studes [13-15]. We am to confrm the adhesve mechansm of the energy dsspaton, as well as the stablty of the onc confguraton of the tp, usng ths couplng computatonal model. In the followng, we explan the computatonal model that couples the moton of the MgO ons and the cantlever of the AFM. We then show the adhesve process of the ons on the surface and the energy dsspaton of the cantlever that s assocated wth the adhesve process. The stablty of the onc confguraton of the tp n the adhesve process s 6

2 Stablty of Tp n Adheson Process on Atomc Force Mcroscopy Studed by Couplng Computatonal Model 7 nvestgated, and the mechansm of the energy dsspaton s subsequently dscussed. II. Method The computatonal AFM model s composed of the atomc system and a sprng. The atomc system descrbes the atomc force between the tp of the cantlever and the surface. The oscllaton of the sprng represents that of the cantlever n AFM. In the followng, we explan the atomc system, and subsequently the couplng system that combnes ths atomc system wth the sprng. 1. Atomc system The tp ons faced the surface of the MgO crystal, as shown n Fg. 1(a). The nter-atomc potentals between Mg-Mg, O-O and Mg-O ons were set as used n the reference [29], respectvely, n whch each potental conssts of parts of Coulombc, dsperson, and the repulsve nteractons between the ons. The potental energy of the entre atomc system was assumed to be the sum of the above parwse atomc potental. The perodc boundary condton (PBC) was appled along the x and y drectons, whle t was not appled along the z-drecton. At ths pont, the system was solated along z drecton. We then ntroduced frozen atoms and the Langevn atom nto the atomc system. The frozen atoms dd not move durng the MD calculaton and remaned at the ntal Fugre 1. (a) Atomc system under the solated condton n z drecton. The upper atoms corresponds to the tp atoms, and bottom atoms are the surface. Whte and black balls represent normal MD atoms and frozen atoms, respectvely. Gray balls ndcate Langevn atoms. (b) Atomc system under the perodc boundary condton n the z drecton usng the unt cells of the orgnal unt cell (sold lne) and the coped unt cell, so-called mage cell (broken lne). The gray atoms are not llustrated here. (c) A couplng system. The sprng s connected to the unt cell along the z drecton. (d) The unt cell becomes longer as the sprng shrnks, n whch the tp atoms n the orgnal cell s far from the surface n the mage cell. ote that the frozen atoms are always fxed at ther ntal postons. postons. They were postoned at the boundary regon n the atomc system as llustrated n Fg. 1(a). The moton of the Langevn atom, meanwhle, obeys the Langevn equaton, n whch the atoms are affected by an nteratomc force, a frctonal force, and random force components. The other atoms are referred to as normal MD atoms, and they are only affected by the nter-atomc force mentoned above. The Langevn atoms were located between the frozen atoms and the normal MD atoms as shown by the gray spheres n Fg. 1(a). Due to the exstence of the Langevn atoms, the temperature of the atomc system was kept constant durng the MD smulaton. The phonons n the fnte atomc system were reflected at the boundary of the frozen atoms; ths reflecton was absorbed at the layers of the Langevn atoms, n whch the frctonal force and the random force components absorbed the reflecton of the phonons. Thus far, the atomc system has been assumed to be under the solaton condton along the z drecton. At ths pont, we appled the PBC n the z drecton, as shown n Fg. 1(b). The atomc system s stll solated: the unt cell was long enough n the z drecton such that the atomc system n the orgnal cell s separated from that n the neghborng mage cell. As llustrated n Fg. 1(b), the tp atoms n the orgnal cell get close to the atoms of the surface n the neghborng mage cell, whch gves the attractve nteracton between the tp and the surface through the PBC. 2. Couplng system A sprng s attached to the atomc system as shown n Fg. 1(c). Although the atomc system was stll under the PBC, we assumed that the sprng was mechancally connected to the unt cell of the atomc system, n whch the dsplacement of the sprng have the same varatons n magntude of the z-length of the unt cell. If the sprng shrnks, the unt cell becomes longer n the z drecton by a dstance that equaled the dsplacement of the sprng (Fg. 1(d)), n whch the frozen atoms were fxed at ther ntal postons even when the z-length of the unt cell was vared. In ths case (Fg.1(d)), the dstance between the tp atoms n the orgnal cell and the surface atoms n the neghborng mage cell ncreases, and the attractve nteracton between the tp and the surface decreased. When the sprng oscllated, the z-length of the unt cell oscllated, and the separaton between the tp and the surface n the unt cell also oscllated. The sprng representng a realstc cantlever n the AFM was, n general, of a macroscopc scale. In the present couplng model, we could connect the sprng to the whole atomc system, n whch the sprng s connected to the unt cell, nstead to each atom n the unt cell. We can defne the Lagrange functon for the above couplng system. The Lagrange functon of the atomc system, L atom, s defned as, Appl. Sc. Converg. Technol. Vol. 26, o. 1 January 2017

3 8 Yasuhro Senda, Janne Blomqvst, and Rsto M emnen L atom [{ x, x, y, y, z', z' }] = V( { x, y, lz' }) m( 2 x + y + l 2 z' 2 ) Here, l s the z-length of the unt cell of the atomc system wth atoms of mass m. In ths functon, x and y are the x and y coordnaton of atom, respectvely, and z s the scaled z coordnaton, such that z s z =lz. The frst term on the r.h.s. s the knetc energy of the atomc system, and the velocty, z n t s defned as z = lz' ; the second term V({x, y, lz }), meanwhle, s the potental energy whch s the sum of the nteratomc potental n the atomc system. At ths pont, we ntroduced the unt cell s new degree of freedom, l, nto the atomc system. The magntude of the varaton n l corresponds to that of the dsplacement of the sprng, therefore the degree of freedom of l was equvalent to those of the sprng. We added the elastc and knetc energes of the sprng to the above L atom. and defned a new Lagrange functon for the couplng model, L coupl. : L coupl. x x y z' z' [{,,,, }, ll, ] = --m( 2 x + y + l 2 z' 2 ) 1 V( { x, y, lz' }) + --W k ( l l 0 ) 2 W s the nertal mass of the l, equvalent to the sprng s mass, whch corresponds to the cantlever s mass n the experment. In ths couplng model, we assume that cantlever s mass W does not nclude the atomc mass of the tp. The poston l 0 s the equlbrum poston of the sprng wth sprng constant k. The equatons of moton for the atoms and the sprng are derved from the functon L coupl. : V mx = , x (2) my = V, y (3) mz V = mz, z - l (4) 2 V mz z Wl z = kl ( l 0 ) (5) l The equaton (4) s obtaned from the Euler-Lagrange equaton for z, and the second dervatve of z =lz wth respect to tme. The moton of the normal MD atoms obey the equaton (2)-(4). The frctonal and random forces also acts on the Langevn atom n addton. The equaton of moton of the sprng s equaton (5), where the frst term on the r.h.s. s the sprng force, and the second and thrd terms, 2 V m, on the r.h.s. correspond to the nternal force z z l z wthn the atomc system. The nternal force s appled to the sprng, and t can be treated as the nteracton force between the tp and the surface. These equatons are ntegrated by a standard numercal method and we obtan the trajectores for the atoms and the sprng. The unts of energy, length, and mass n the calculaton are ev, Å, and the mass of an Mg on (m Mg ), respectvely. The tme unt s τ = A m Mg ev = s. The tme step n the MD calculaton s set to 0.02 τ. We set the sprng constant k=0.041 evå 2, and ts frequency ω= (2Π/τ). The temperature of atomc sytem s 300 K. We set three types of atomc confguraton of the tp n the atomc system. For type 1, one layer that conssts of fve O ons and four Mg ons was located on the surface of the MgO crystal, and one Mg on was mounted on ths layer at ts center. For type 2, one Mg on and another O on were mounted on the surface of the MgO crystal, and the ons were separated from one another. For type 3, one layer that conssts of eght O ons and eght Mg ons was located at the surface of the MgO crystal, and a par of Mg and O ons was mounted onto ths layer. For all of these cases, these onc structures were optmzed before the numercal ntegraton of the equatons of moton was performed, and the optmzed onc structures were used as an ntal onc confguraton of the tp. The tp ons n all cases also faced the flat MgO(001) surface,n whch the O on of the flat surface was postoned so as to be just below the Mg on of the tp apex. III. RESULTS 1. Adheson process and the energy dsspaton of the cantlever For type 1, durng one oscllaton cycle of the sprng, the tp atoms approached the surface atoms and retract from the surface, as llustrated n Fg. 2. When the tp approached the surface at the sprng dsplacement Δl= 3.5 Å and tme T=200 τ, the Mg on at the tp apex was separated from the surface O on. As the tp got closer to the surface, the Mg on attracted the O on, and an onc bond formed between them at T=310 τ. When the tp retracted from the surface, the Mg on was stll bonded to the O on at Δl=3.5 Å and T=420 τ, and the Mg on was separated from the O on when the dstance ncreased. Ths ndcates that there was an adhesve behavor n the bondng between the Mg on of the tp and the O on of the surface. Ths adhesve behavor leads to the hysteress property n the nteracton force between the tp and the surface. The onc confguraton of the tp at Δl= 3.5 Å durng the approach of the sprng dffered from that at the same Δl durng retracton. The dfferent atomc confguratons gave a dfferent magntude of the nteracton between the tp and the surface, and the nteracton force vared as the tp approached and retracted from the surface. Fg. 3 shows such a hysteress, n whch the nteracton s calculated as explaned n secton 2-2. The force dd not depend on the dsplacement of the

4 Stablty of Tp n Adheson Process on Atomc Force Mcroscopy Studed by Couplng Computatonal Model 9 Fgure 2. Tme (T) convoluton of the onc confguraton of the tp and the surface for type 1 of the tp. The Mg and O ons are represented by the black and whte spheres, respectvely. The dsplacements of the sprng, Δl, at tme T are also ndcated. Fgure 3. Interacton force as a functon of the sprng dsplacement, Δl. Fgure 5. The onc confguraton of the tp and the surface both before and after the formaton of the Mg-O onc bond for (a) type 2 and (b) type was defned as E = 1 2W + 1 2k ( l l0 ). The ampltude of the oscllaton was reduced and the energy E was also reduced by about ΔE ~ 0.02 ev per cycle of the oscllaton. Fgure 4. (a) Dsplacement of the sprng and (b) ts energy as a functon of tme. sprng. Such a non-conservatve force resulted n the dsspaton of the sprng's oscllaton. Fgure 4 shows the oscllaton of the sprng, where the energy of the sprng 2. Stablty of the atomc arrangements of the tp and the surface For type 1, the ntal onc confguraton of the tp and the surface remaned after the tp had approached and retracted from the surface as llustrated n Fg. 2. Durng the tp approach and retracton, the Mg on of the tp formed an onc bond wth the O on and separated from the O on, respectvely. The ntal onc confguraton of the tp and the surface dd not change, not even after the formaton and breakng of the Mg-O onc bond; n fact, t stll perssted, even after many cycles of the sprng oscllaton. A stable reconstructon of the onc confguraton s therefore shown for type 1. For types 2 and 3, however, once the ons of the tp formed the onc bond wth the ons on the surface, the onc confguraton of the Appl. Sc. Converg. Technol. Vol. 26, o. 1 January 2017

5 10 Yasuhro Senda, Janne Blomqvst, and Rsto M emnen tp and the surface never returned to ther ntal states. For type 2, as the sprng retracted from the surface, the Mg on of the tp pulled the O on up from the surface. As the dstance between the tp and the surface ncreased, the tp pulled up strngs of ons from the surface, as llustrated n Fg. 5 (the O on of the tp apex postoned far from the Mg on also pulled the on up from the surface and formed the strngs). For type 3, the par of the Mg and O ons at the tp apex pulled the ons up from the surface and formed the stngs of ons, as had been the case for type 2. For both these cases, the onc structures of the tp and the surface changed rreversbly after an ntal cycle of the oscllaton of the sprng. These rreversble changes were n contrast to the stable reconstructon of the tp that had been observed for type 1. IV. Dscusson As the tp approached the surface, the ons at the tp apex formed onc bonds wth the ons on the surface for all types of the tp. As the sprng retracted from the surface, the ntal onc confguraton of the tp remaned ntact only for type 1, whle t changed rreversbly for types 2 and 3. The stablty of the tp strongly depended on ts onc confguraton of the tps. In addton to the present three cases, we nvestgated the stabltes of other types of onc confguratons of the tp, for example, the tp of two Mg ons and two O ons at the tp apex. For these other types, the onc confguratons also changed rreversbly, as had been the case for types 2 and 3. Based on the present calculaton, t seems that the adhesve behavor of atoms results n an rreversble change n the tp and surface for most confguratons of the tp. Atomc adheson has been thought of as a promsng mechansm for energy dsspaton n non-contact AFM, as mentoned n the ntroducton secton. Ths adhesve mechansm s based on the exstence of a tp that would have a stable atomc confguraton even after adheson between the atoms of the tp and the surface. In the present calculaton, such a stable tp occurs only for type 1, n whch the energy dsspaton came from the adhesve behavor of the ons between the tp and the surface. Ths stablty, however, was not observed for most types of onc confguratons of the tp. There are many types of onc confguratons at the tp apex of a realstc tp n an AFM experment, and, based on our results, t would seem that there are only a lmted number of types of onc confguratons that would be stable durng the adheson process. V. Conclusons A computatonal model for an AFM experment that couples the atomc moton wth the oscllaton of the AFM s cantlever was appled to the AFM of an onc MgO surface. It was shown that the adhesve behavor of the MgO ons resulted n an energy dsspaton durng oscllaton of the cantlever. For one type of the onc confguraton of the tp, the confguraton was reconstructed after the adhesve process. However, for most types of tps, the adhesve behavor of the ons resulted n an rreversble change of the onc confguraton of the tp: a stable reconstructon of the confguraton dd not occur. Accordng to the adhesve mechansm, we assume that there are a lmted number of atomc confguratons of realstc AFM tps that would contrbute to energy dsspaton. Acknowledgments We would lke to thank the Japan Socety for the Promoton of Scence, JSPS KAKEHI Grant o Ths work was performed under the Inter- Unversty Cooperatve Research Program of the Insttute for Materals Research (Proposals o. 16K0052) and usng supercomputers at Cyberscence Center, Tohoku Unversty. References [1] S. Morta, R. Wesendanger, and E. Meyer oncontact Atomc Mcroscopy (Sprnger, 2002). [2] B. Anczykowsk et al., Appl. Surf. Sc. 140, 376 (1999). [3] R. Bennewtz et al., Phys. Rev. B 62, 2074 (2000). [4] C. Loppacher et al., Phys. Rev. B 62, (2000). [5] T. Fukuma et al., Jpn. J. Appl. Phys. 41, 4903 (2002). [6] H. J. Hug and A. Baratoff n oncontact Atomc Mcroscopy edted by S. Morta, R. Wesen-danger, and E. Meyer (Sprnger, 2002) Chap. 20. [7] M. Ashno, R. Wesendanger, A.. Khlobystov, S. Berber, and D. Tomanek, Phys. Rev. Lett. 102, (2009). [8] Y. ato et al., J. Phys. Soc. Jpn. 79, (2010). [9] K. Iwata, S. Yamazak, Y. Tan, and Y. Sugmoto, Appl. Phys. Express 6, (2013). [10] A. L. Shluger, L.. Kantorovch, A. I. Lvshts, and M. J. Gllan, Phys. Rev. B (1997). [11] G. Cross et al., Phys. Rev. Lett. 80, 4685 (1998). [12]. Sasak and M. Tsukada, Jpn. J. Appl. Phys. 39, L1334 (2000). [13] T. Trevethan and L. Kantorovch, anotech. 16, S79 (2005). [14] L.. Kantorovch and T. Trevethan, Phys. Rev. Lett. 93, (2004). [15] T. Trevethan and L. Kantorovch, anotech. 17, S205 (2006). [16] S. Kawa, F. Federc Canova, T. Glatzel, A. S. Foster, and E. Meyer, Phys. Rev. B 84, (2011). [17] F. Federc Canova and Adam S Foster, anotech. 22, (2011). [18] M. Gauther and M. Tsukada, Phys. Rev. B 60, (1999). [19] L.. Kantorovch, Phys. Rev. B 64, (2001). [20] M. Gauther, R. Paerez, T. Ara, M. Tomtor, and M. Tsukada, Phys. Rev. Lett.89, (2002). [21] T. Trevethan and L. Kantorovch, Phys. Rev. B 70, (2004). [22] T. Trevethan and L. Kantorovch, anotech. 15, S44 (2004). [23] Y. Senda et al., Integrated Ferroelectrcs 155, 33 (2014). [24] Y. Senda et al., e-j. Surf. Sc. anotech (2014). [25] Y. Senda et al., J. of Phys.: Condes. Matter 28, (2016). [26] G. Km and Y. Senda, J. of Phys.: Condens. Matter 19, (2007). [27] Y. Senda and G. Km, Prog. of Theor. Phys. Suppl. 178, 141 (2009). [28] Y. Senda et al., J. of Chem. Phys.137, (2012). [29] M. Matsu, J. Chem. Phys. 91, 489 (1989).

Chapter 8. Potential Energy and Conservation of Energy

Chapter 8. Potential Energy and Conservation of Energy Chapter 8 Potental Energy and Conservaton of Energy In ths chapter we wll ntroduce the followng concepts: Potental Energy Conservatve and non-conservatve forces Mechancal Energy Conservaton of Mechancal

More information

Lecture Note 3. Eshelby s Inclusion II

Lecture Note 3. Eshelby s Inclusion II ME340B Elastcty of Mcroscopc Structures Stanford Unversty Wnter 004 Lecture Note 3. Eshelby s Incluson II Chrs Wenberger and We Ca c All rghts reserved January 6, 004 Contents 1 Incluson energy n an nfnte

More information

COMPOSITE BEAM WITH WEAK SHEAR CONNECTION SUBJECTED TO THERMAL LOAD

COMPOSITE BEAM WITH WEAK SHEAR CONNECTION SUBJECTED TO THERMAL LOAD COMPOSITE BEAM WITH WEAK SHEAR CONNECTION SUBJECTED TO THERMAL LOAD Ákos Jósef Lengyel, István Ecsed Assstant Lecturer, Professor of Mechancs, Insttute of Appled Mechancs, Unversty of Mskolc, Mskolc-Egyetemváros,

More information

Physics 5153 Classical Mechanics. Principle of Virtual Work-1

Physics 5153 Classical Mechanics. Principle of Virtual Work-1 P. Guterrez 1 Introducton Physcs 5153 Classcal Mechancs Prncple of Vrtual Work The frst varatonal prncple we encounter n mechancs s the prncple of vrtual work. It establshes the equlbrum condton of a mechancal

More information

Effect of loading frequency on the settlement of granular layer

Effect of loading frequency on the settlement of granular layer Effect of loadng frequency on the settlement of granular layer Akko KONO Ralway Techncal Research Insttute, Japan Takash Matsushma Tsukuba Unversty, Japan ABSTRACT: Cyclc loadng tests were performed both

More information

One-sided finite-difference approximations suitable for use with Richardson extrapolation

One-sided finite-difference approximations suitable for use with Richardson extrapolation Journal of Computatonal Physcs 219 (2006) 13 20 Short note One-sded fnte-dfference approxmatons sutable for use wth Rchardson extrapolaton Kumar Rahul, S.N. Bhattacharyya * Department of Mechancal Engneerng,

More information

Irregular vibrations in multi-mass discrete-continuous systems torsionally deformed

Irregular vibrations in multi-mass discrete-continuous systems torsionally deformed (2) 4 48 Irregular vbratons n mult-mass dscrete-contnuous systems torsonally deformed Abstract In the paper rregular vbratons of dscrete-contnuous systems consstng of an arbtrary number rgd bodes connected

More information

Amplification and Relaxation of Electron Spin Polarization in Semiconductor Devices

Amplification and Relaxation of Electron Spin Polarization in Semiconductor Devices Amplfcaton and Relaxaton of Electron Spn Polarzaton n Semconductor Devces Yury V. Pershn and Vladmr Prvman Center for Quantum Devce Technology, Clarkson Unversty, Potsdam, New York 13699-570, USA Spn Relaxaton

More information

THE EFFECT OF TORSIONAL RIGIDITY BETWEEN ELEMENTS ON FREE VIBRATIONS OF A TELESCOPIC HYDRAULIC CYLINDER SUBJECTED TO EULER S LOAD

THE EFFECT OF TORSIONAL RIGIDITY BETWEEN ELEMENTS ON FREE VIBRATIONS OF A TELESCOPIC HYDRAULIC CYLINDER SUBJECTED TO EULER S LOAD Journal of Appled Mathematcs and Computatonal Mechancs 7, 6(3), 7- www.amcm.pcz.pl p-issn 99-9965 DOI:.75/jamcm.7.3. e-issn 353-588 THE EFFECT OF TORSIONAL RIGIDITY BETWEEN ELEMENTS ON FREE VIBRATIONS

More information

A particle in a state of uniform motion remain in that state of motion unless acted upon by external force.

A particle in a state of uniform motion remain in that state of motion unless acted upon by external force. The fundamental prncples of classcal mechancs were lad down by Galleo and Newton n the 16th and 17th centures. In 1686, Newton wrote the Prncpa where he gave us three laws of moton, one law of gravty,

More information

Physics 181. Particle Systems

Physics 181. Particle Systems Physcs 181 Partcle Systems Overvew In these notes we dscuss the varables approprate to the descrpton of systems of partcles, ther defntons, ther relatons, and ther conservatons laws. We consder a system

More information

Modeling of Dynamic Systems

Modeling of Dynamic Systems Modelng of Dynamc Systems Ref: Control System Engneerng Norman Nse : Chapters & 3 Chapter objectves : Revew the Laplace transform Learn how to fnd a mathematcal model, called a transfer functon Learn how

More information

Physics 5153 Classical Mechanics. D Alembert s Principle and The Lagrangian-1

Physics 5153 Classical Mechanics. D Alembert s Principle and The Lagrangian-1 P. Guterrez Physcs 5153 Classcal Mechancs D Alembert s Prncple and The Lagrangan 1 Introducton The prncple of vrtual work provdes a method of solvng problems of statc equlbrum wthout havng to consder the

More information

Chapter 8: Potential Energy and The Conservation of Total Energy

Chapter 8: Potential Energy and The Conservation of Total Energy Chapter 8: Potental Energy and The Conservaton o Total Energy Work and knetc energy are energes o moton. K K K mv r v v F dr Potental energy s an energy that depends on locaton. -Dmenson F x d U( x) dx

More information

The equation of motion of a dynamical system is given by a set of differential equations. That is (1)

The equation of motion of a dynamical system is given by a set of differential equations. That is (1) Dynamcal Systems Many engneerng and natural systems are dynamcal systems. For example a pendulum s a dynamcal system. State l The state of the dynamcal system specfes t condtons. For a pendulum n the absence

More information

A Hybrid Variational Iteration Method for Blasius Equation

A Hybrid Variational Iteration Method for Blasius Equation Avalable at http://pvamu.edu/aam Appl. Appl. Math. ISSN: 1932-9466 Vol. 10, Issue 1 (June 2015), pp. 223-229 Applcatons and Appled Mathematcs: An Internatonal Journal (AAM) A Hybrd Varatonal Iteraton Method

More information

Army Ants Tunneling for Classical Simulations

Army Ants Tunneling for Classical Simulations Electronc Supplementary Materal (ESI) for Chemcal Scence. Ths journal s The Royal Socety of Chemstry 2014 electronc supplementary nformaton (ESI) for Chemcal Scence Army Ants Tunnelng for Classcal Smulatons

More information

Mechanics Physics 151

Mechanics Physics 151 Mechancs Physcs 151 Lecture 3 Lagrange s Equatons (Goldsten Chapter 1) Hamlton s Prncple (Chapter 2) What We Dd Last Tme! Dscussed mult-partcle systems! Internal and external forces! Laws of acton and

More information

Spin-rotation coupling of the angularly accelerated rigid body

Spin-rotation coupling of the angularly accelerated rigid body Spn-rotaton couplng of the angularly accelerated rgd body Loua Hassan Elzen Basher Khartoum, Sudan. Postal code:11123 E-mal: louaelzen@gmal.com November 1, 2017 All Rghts Reserved. Abstract Ths paper s

More information

CHAPTER 5 NUMERICAL EVALUATION OF DYNAMIC RESPONSE

CHAPTER 5 NUMERICAL EVALUATION OF DYNAMIC RESPONSE CHAPTER 5 NUMERICAL EVALUATION OF DYNAMIC RESPONSE Analytcal soluton s usually not possble when exctaton vares arbtrarly wth tme or f the system s nonlnear. Such problems can be solved by numercal tmesteppng

More information

High resolution entropy stable scheme for shallow water equations

High resolution entropy stable scheme for shallow water equations Internatonal Symposum on Computers & Informatcs (ISCI 05) Hgh resoluton entropy stable scheme for shallow water equatons Xaohan Cheng,a, Yufeng Ne,b, Department of Appled Mathematcs, Northwestern Polytechncal

More information

829. An adaptive method for inertia force identification in cantilever under moving mass

829. An adaptive method for inertia force identification in cantilever under moving mass 89. An adaptve method for nerta force dentfcaton n cantlever under movng mass Qang Chen 1, Mnzhuo Wang, Hao Yan 3, Haonan Ye 4, Guola Yang 5 1,, 3, 4 Department of Control and System Engneerng, Nanng Unversty,

More information

ELASTIC WAVE PROPAGATION IN A CONTINUOUS MEDIUM

ELASTIC WAVE PROPAGATION IN A CONTINUOUS MEDIUM ELASTIC WAVE PROPAGATION IN A CONTINUOUS MEDIUM An elastc wave s a deformaton of the body that travels throughout the body n all drectons. We can examne the deformaton over a perod of tme by fxng our look

More information

DO NOT DO HOMEWORK UNTIL IT IS ASSIGNED. THE ASSIGNMENTS MAY CHANGE UNTIL ANNOUNCED.

DO NOT DO HOMEWORK UNTIL IT IS ASSIGNED. THE ASSIGNMENTS MAY CHANGE UNTIL ANNOUNCED. EE 539 Homeworks Sprng 08 Updated: Tuesday, Aprl 7, 08 DO NOT DO HOMEWORK UNTIL IT IS ASSIGNED. THE ASSIGNMENTS MAY CHANGE UNTIL ANNOUNCED. For full credt, show all work. Some problems requre hand calculatons.

More information

The optimal delay of the second test is therefore approximately 210 hours earlier than =2.

The optimal delay of the second test is therefore approximately 210 hours earlier than =2. THE IEC 61508 FORMULAS 223 The optmal delay of the second test s therefore approxmately 210 hours earler than =2. 8.4 The IEC 61508 Formulas IEC 61508-6 provdes approxmaton formulas for the PF for smple

More information

THE CURRENT BALANCE Physics 258/259

THE CURRENT BALANCE Physics 258/259 DSH 1988, 005 THE CURRENT BALANCE Physcs 58/59 The tme average force between two parallel conductors carryng an alternatng current s measured by balancng ths force aganst the gravtatonal force on a set

More information

First Law: A body at rest remains at rest, a body in motion continues to move at constant velocity, unless acted upon by an external force.

First Law: A body at rest remains at rest, a body in motion continues to move at constant velocity, unless acted upon by an external force. Secton 1. Dynamcs (Newton s Laws of Moton) Two approaches: 1) Gven all the forces actng on a body, predct the subsequent (changes n) moton. 2) Gven the (changes n) moton of a body, nfer what forces act

More information

Chapter 3 and Chapter 4

Chapter 3 and Chapter 4 Chapter 3 and Chapter 4 Chapter 3 Energy 3. Introducton:Work Work W s energy transerred to or rom an object by means o a orce actng on the object. Energy transerred to the object s postve work, and energy

More information

Lecture 4. Macrostates and Microstates (Ch. 2 )

Lecture 4. Macrostates and Microstates (Ch. 2 ) Lecture 4. Macrostates and Mcrostates (Ch. ) The past three lectures: we have learned about thermal energy, how t s stored at the mcroscopc level, and how t can be transferred from one system to another.

More information

PY2101 Classical Mechanics Dr. Síle Nic Chormaic, Room 215 D Kane Bldg

PY2101 Classical Mechanics Dr. Síle Nic Chormaic, Room 215 D Kane Bldg PY2101 Classcal Mechancs Dr. Síle Nc Chormac, Room 215 D Kane Bldg s.ncchormac@ucc.e Lectures stll some ssues to resolve. Slots shared between PY2101 and PY2104. Hope to have t fnalsed by tomorrow. Mondays

More information

THE VIBRATIONS OF MOLECULES II THE CARBON DIOXIDE MOLECULE Student Instructions

THE VIBRATIONS OF MOLECULES II THE CARBON DIOXIDE MOLECULE Student Instructions THE VIBRATIONS OF MOLECULES II THE CARBON DIOXIDE MOLECULE Student Instructons by George Hardgrove Chemstry Department St. Olaf College Northfeld, MN 55057 hardgrov@lars.acc.stolaf.edu Copyrght George

More information

Supplementary Materials for

Supplementary Materials for advances.scencemag.org/cg/content/full/2/7/e1600304/dc1 Supplementary Materals for Interface-drven topologcal Hall effect n SrRuO3-SrIrO3 blayer Jobu Matsuno, Naok Ogawa, Kenj Yasuda, Fumtaka Kagawa, Wataru

More information

CHAPTER 8 Potential Energy and Conservation of Energy

CHAPTER 8 Potential Energy and Conservation of Energy CHAPTER 8 Potental Energy and Conservaton o Energy One orm o energy can be converted nto another orm o energy. Conservatve and non-conservatve orces Physcs 1 Knetc energy: Potental energy: Energy assocated

More information

CHAPTER 6. LAGRANGE S EQUATIONS (Analytical Mechanics)

CHAPTER 6. LAGRANGE S EQUATIONS (Analytical Mechanics) CHAPTER 6 LAGRANGE S EQUATIONS (Analytcal Mechancs) 1 Ex. 1: Consder a partcle movng on a fxed horzontal surface. r P Let, be the poston and F be the total force on the partcle. The FBD s: -mgk F 1 x O

More information

EPR Paradox and the Physical Meaning of an Experiment in Quantum Mechanics. Vesselin C. Noninski

EPR Paradox and the Physical Meaning of an Experiment in Quantum Mechanics. Vesselin C. Noninski EPR Paradox and the Physcal Meanng of an Experment n Quantum Mechancs Vesseln C Nonnsk vesselnnonnsk@verzonnet Abstract It s shown that there s one purely determnstc outcome when measurement s made on

More information

COMPARISON OF SOME RELIABILITY CHARACTERISTICS BETWEEN REDUNDANT SYSTEMS REQUIRING SUPPORTING UNITS FOR THEIR OPERATIONS

COMPARISON OF SOME RELIABILITY CHARACTERISTICS BETWEEN REDUNDANT SYSTEMS REQUIRING SUPPORTING UNITS FOR THEIR OPERATIONS Avalable onlne at http://sck.org J. Math. Comput. Sc. 3 (3), No., 6-3 ISSN: 97-537 COMPARISON OF SOME RELIABILITY CHARACTERISTICS BETWEEN REDUNDANT SYSTEMS REQUIRING SUPPORTING UNITS FOR THEIR OPERATIONS

More information

STATIC ANALYSIS OF TWO-LAYERED PIEZOELECTRIC BEAMS WITH IMPERFECT SHEAR CONNECTION

STATIC ANALYSIS OF TWO-LAYERED PIEZOELECTRIC BEAMS WITH IMPERFECT SHEAR CONNECTION STATIC ANALYSIS OF TWO-LERED PIEZOELECTRIC BEAMS WITH IMPERFECT SHEAR CONNECTION Ákos József Lengyel István Ecsed Assstant Lecturer Emertus Professor Insttute of Appled Mechancs Unversty of Mskolc Mskolc-Egyetemváros

More information

A NUMERICAL COMPARISON OF LANGRANGE AND KANE S METHODS OF AN ARM SEGMENT

A NUMERICAL COMPARISON OF LANGRANGE AND KANE S METHODS OF AN ARM SEGMENT Internatonal Conference Mathematcal and Computatonal ology 0 Internatonal Journal of Modern Physcs: Conference Seres Vol. 9 0 68 75 World Scentfc Publshng Company DOI: 0.4/S009450059 A NUMERICAL COMPARISON

More information

Electrical double layer: revisit based on boundary conditions

Electrical double layer: revisit based on boundary conditions Electrcal double layer: revst based on boundary condtons Jong U. Km Department of Electrcal and Computer Engneerng, Texas A&M Unversty College Staton, TX 77843-318, USA Abstract The electrcal double layer

More information

Supplementary Information:

Supplementary Information: Supplementary Informaton: Vsualzaton-based analyss of structural and dynamcal propertes of smulated hydrous slcate melt Bjaya B. Kark 1,2, Dpesh Bhattara 1, Manak Mookherjee 3 and Lars Stxrude 4 1 Department

More information

Gravitational Acceleration: A case of constant acceleration (approx. 2 hr.) (6/7/11)

Gravitational Acceleration: A case of constant acceleration (approx. 2 hr.) (6/7/11) Gravtatonal Acceleraton: A case of constant acceleraton (approx. hr.) (6/7/11) Introducton The gravtatonal force s one of the fundamental forces of nature. Under the nfluence of ths force all objects havng

More information

EVALUATION OF THE VISCO-ELASTIC PROPERTIES IN ASPHALT RUBBER AND CONVENTIONAL MIXES

EVALUATION OF THE VISCO-ELASTIC PROPERTIES IN ASPHALT RUBBER AND CONVENTIONAL MIXES EVALUATION OF THE VISCO-ELASTIC PROPERTIES IN ASPHALT RUBBER AND CONVENTIONAL MIXES Manuel J. C. Mnhoto Polytechnc Insttute of Bragança, Bragança, Portugal E-mal: mnhoto@pb.pt Paulo A. A. Perera and Jorge

More information

11. Dynamics in Rotating Frames of Reference

11. Dynamics in Rotating Frames of Reference Unversty of Rhode Island DgtalCommons@URI Classcal Dynamcs Physcs Course Materals 2015 11. Dynamcs n Rotatng Frames of Reference Gerhard Müller Unversty of Rhode Island, gmuller@ur.edu Creatve Commons

More information

ENGN 40 Dynamics and Vibrations Homework # 7 Due: Friday, April 15

ENGN 40 Dynamics and Vibrations Homework # 7 Due: Friday, April 15 NGN 40 ynamcs and Vbratons Homework # 7 ue: Frday, Aprl 15 1. Consder a concal hostng drum used n the mnng ndustry to host a mass up/down. A cable of dameter d has the mass connected at one end and s wound/unwound

More information

modeling of equilibrium and dynamic multi-component adsorption in a two-layered fixed bed for purification of hydrogen from methane reforming products

modeling of equilibrium and dynamic multi-component adsorption in a two-layered fixed bed for purification of hydrogen from methane reforming products modelng of equlbrum and dynamc mult-component adsorpton n a two-layered fxed bed for purfcaton of hydrogen from methane reformng products Mohammad A. Ebrahm, Mahmood R. G. Arsalan, Shohreh Fatem * Laboratory

More information

6.3.7 Example with Runga Kutta 4 th order method

6.3.7 Example with Runga Kutta 4 th order method 6.3.7 Example wth Runga Kutta 4 th order method Agan, as an example, 3 machne, 9 bus system shown n Fg. 6.4 s agan consdered. Intally, the dampng of the generators are neglected (.e. d = 0 for = 1, 2,

More information

On the correction of the h-index for career length

On the correction of the h-index for career length 1 On the correcton of the h-ndex for career length by L. Egghe Unverstet Hasselt (UHasselt), Campus Depenbeek, Agoralaan, B-3590 Depenbeek, Belgum 1 and Unverstet Antwerpen (UA), IBW, Stadscampus, Venusstraat

More information

Spring Force and Power

Spring Force and Power Lecture 13 Chapter 9 Sprng Force and Power Yeah, energy s better than orces. What s net? Course webste: http://aculty.uml.edu/andry_danylov/teachng/physcsi IN THIS CHAPTER, you wll learn how to solve problems

More information

DUE: WEDS FEB 21ST 2018

DUE: WEDS FEB 21ST 2018 HOMEWORK # 1: FINITE DIFFERENCES IN ONE DIMENSION DUE: WEDS FEB 21ST 2018 1. Theory Beam bendng s a classcal engneerng analyss. The tradtonal soluton technque makes smplfyng assumptons such as a constant

More information

Frequency dependence of the permittivity

Frequency dependence of the permittivity Frequency dependence of the permttvty February 7, 016 In materals, the delectrc constant and permeablty are actually frequency dependent. Ths does not affect our results for sngle frequency modes, but

More information

Chapter Eight. Review and Summary. Two methods in solid mechanics ---- vectorial methods and energy methods or variational methods

Chapter Eight. Review and Summary. Two methods in solid mechanics ---- vectorial methods and energy methods or variational methods Chapter Eght Energy Method 8. Introducton 8. Stran energy expressons 8.3 Prncpal of statonary potental energy; several degrees of freedom ------ Castglano s frst theorem ---- Examples 8.4 Prncpal of statonary

More information

6.3.4 Modified Euler s method of integration

6.3.4 Modified Euler s method of integration 6.3.4 Modfed Euler s method of ntegraton Before dscussng the applcaton of Euler s method for solvng the swng equatons, let us frst revew the basc Euler s method of numercal ntegraton. Let the general from

More information

Convexity preserving interpolation by splines of arbitrary degree

Convexity preserving interpolation by splines of arbitrary degree Computer Scence Journal of Moldova, vol.18, no.1(52), 2010 Convexty preservng nterpolaton by splnes of arbtrary degree Igor Verlan Abstract In the present paper an algorthm of C 2 nterpolaton of dscrete

More information

SIMULATION OF WAVE PROPAGATION IN AN HETEROGENEOUS ELASTIC ROD

SIMULATION OF WAVE PROPAGATION IN AN HETEROGENEOUS ELASTIC ROD SIMUATION OF WAVE POPAGATION IN AN HETEOGENEOUS EASTIC OD ogéro M Saldanha da Gama Unversdade do Estado do o de Janero ua Sào Francsco Xaver 54, sala 5 A 559-9, o de Janero, Brasl e-mal: rsgama@domancombr

More information

AP Physics 1 & 2 Summer Assignment

AP Physics 1 & 2 Summer Assignment AP Physcs 1 & 2 Summer Assgnment AP Physcs 1 requres an exceptonal profcency n algebra, trgonometry, and geometry. It was desgned by a select group of college professors and hgh school scence teachers

More information

χ x B E (c) Figure 2.1.1: (a) a material particle in a body, (b) a place in space, (c) a configuration of the body

χ x B E (c) Figure 2.1.1: (a) a material particle in a body, (b) a place in space, (c) a configuration of the body Secton.. Moton.. The Materal Body and Moton hyscal materals n the real world are modeled usng an abstract mathematcal entty called a body. Ths body conssts of an nfnte number of materal partcles. Shown

More information

GEO-SLOPE International Ltd, Calgary, Alberta, Canada Vibrating Beam

GEO-SLOPE International Ltd, Calgary, Alberta, Canada   Vibrating Beam GEO-SLOPE Internatonal Ltd, Calgary, Alberta, Canada www.geo-slope.com Introducton Vbratng Beam Ths example looks at the dynamc response of a cantlever beam n response to a cyclc force at the free end.

More information

Study Guide For Exam Two

Study Guide For Exam Two Study Gude For Exam Two Physcs 2210 Albretsen Updated: 08/02/2018 All Other Prevous Study Gudes Modules 01-06 Module 07 Work Work done by a constant force F over a dstance s : Work done by varyng force

More information

Numerical Heat and Mass Transfer

Numerical Heat and Mass Transfer Master degree n Mechancal Engneerng Numercal Heat and Mass Transfer 06-Fnte-Dfference Method (One-dmensonal, steady state heat conducton) Fausto Arpno f.arpno@uncas.t Introducton Why we use models and

More information

Problem Points Score Total 100

Problem Points Score Total 100 Physcs 450 Solutons of Sample Exam I Problem Ponts Score 1 8 15 3 17 4 0 5 0 Total 100 All wor must be shown n order to receve full credt. Wor must be legble and comprehensble wth answers clearly ndcated.

More information

MOLECULAR DYNAMICS ,..., What is it? 2 = i i

MOLECULAR DYNAMICS ,..., What is it? 2 = i i MOLECULAR DYNAMICS What s t? d d x t 2 m 2 = F ( x 1,..., x N ) =1,,N r ( x1 ( t),..., x ( t)) = v = ( x& 1 ( t ),..., x& ( t )) N N What are some uses of molecular smulatons and modelng? Conformatonal

More information

Constitutive Modelling of Superplastic AA-5083

Constitutive Modelling of Superplastic AA-5083 TECHNISCHE MECHANIK, 3, -5, (01, 1-6 submtted: September 19, 011 Consttutve Modellng of Superplastc AA-5083 G. Gulano In ths study a fast procedure for determnng the constants of superplastc 5083 Al alloy

More information

Class: Life-Science Subject: Physics

Class: Life-Science Subject: Physics Class: Lfe-Scence Subject: Physcs Frst year (6 pts): Graphc desgn of an energy exchange A partcle (B) of ass =g oves on an nclned plane of an nclned angle α = 3 relatve to the horzontal. We want to study

More information

Monte Carlo simulation study on magnetic hysteresis loop of Co nanowires

Monte Carlo simulation study on magnetic hysteresis loop of Co nanowires Monte Carlo smulaton study on magnetc hysteress loop of Co nanowres Ryang Se-Hun, O Pong-Sk, Sn Gum-Chol, Hwang Guk-Nam, Hong Yong-Son * Km Hyong Jk Normal Unversty, Pyongyang, D.P.R of Korea Abstract;

More information

COEFFICIENT DIAGRAM: A NOVEL TOOL IN POLYNOMIAL CONTROLLER DESIGN

COEFFICIENT DIAGRAM: A NOVEL TOOL IN POLYNOMIAL CONTROLLER DESIGN Int. J. Chem. Sc.: (4), 04, 645654 ISSN 097768X www.sadgurupublcatons.com COEFFICIENT DIAGRAM: A NOVEL TOOL IN POLYNOMIAL CONTROLLER DESIGN R. GOVINDARASU a, R. PARTHIBAN a and P. K. BHABA b* a Department

More information

12. The Hamilton-Jacobi Equation Michael Fowler

12. The Hamilton-Jacobi Equation Michael Fowler 1. The Hamlton-Jacob Equaton Mchael Fowler Back to Confguraton Space We ve establshed that the acton, regarded as a functon of ts coordnate endponts and tme, satsfes ( ) ( ) S q, t / t+ H qpt,, = 0, and

More information

Mathematical Preparations

Mathematical Preparations 1 Introducton Mathematcal Preparatons The theory of relatvty was developed to explan experments whch studed the propagaton of electromagnetc radaton n movng coordnate systems. Wthn expermental error the

More information

PHYS 1443 Section 004 Lecture #12 Thursday, Oct. 2, 2014

PHYS 1443 Section 004 Lecture #12 Thursday, Oct. 2, 2014 PHYS 1443 Secton 004 Lecture #1 Thursday, Oct., 014 Work-Knetc Energy Theorem Work under rcton Potental Energy and the Conservatve Force Gravtatonal Potental Energy Elastc Potental Energy Conservaton o

More information

(Online First)A Lattice Boltzmann Scheme for Diffusion Equation in Spherical Coordinate

(Online First)A Lattice Boltzmann Scheme for Diffusion Equation in Spherical Coordinate Internatonal Journal of Mathematcs and Systems Scence (018) Volume 1 do:10.494/jmss.v1.815 (Onlne Frst)A Lattce Boltzmann Scheme for Dffuson Equaton n Sphercal Coordnate Debabrata Datta 1 *, T K Pal 1

More information

coordinates. Then, the position vectors are described by

coordinates. Then, the position vectors are described by Revewng, what we have dscussed so far: Generalzed coordnates Any number of varables (say, n) suffcent to specfy the confguraton of the system at each nstant to tme (need not be the mnmum number). In general,

More information

SOME ASPECTS OF THE EXISTENCE OF COULOMB VIBRATIONS IN A COMPOSITE BAR

SOME ASPECTS OF THE EXISTENCE OF COULOMB VIBRATIONS IN A COMPOSITE BAR SISOM 006, Bucharest 7-9 May SOME ASPECTS OF THE EXISTECE OF COULOMB VIBRATIOS I A COMPOSITE BAR Ştefana DOESCU Techncal Unversty of Cvl Engneerng, Dept. of Mathematcs, emal: stefa05@rdsln.ro. In ths paper,

More information

Rotational Dynamics. Physics 1425 Lecture 19. Michael Fowler, UVa

Rotational Dynamics. Physics 1425 Lecture 19. Michael Fowler, UVa Rotatonal Dynamcs Physcs 1425 Lecture 19 Mchael Fowler, UVa Rotatonal Dynamcs Newton s Frst Law: a rotatng body wll contnue to rotate at constant angular velocty as long as there s no torque actng on t.

More information

At zero K: All atoms frozen at fixed positions on a periodic lattice.

At zero K: All atoms frozen at fixed positions on a periodic lattice. September, 00 Readng: Chapter Four Homework: None Entropy and The Degree of Dsorder: Consder a sold crystallne materal: At zero K: All atoms frozen at fxed postons on a perodc lattce. Add heat to a fnte

More information

Visco-Rubber Elastic Model for Pressure Sensitive Adhesive

Visco-Rubber Elastic Model for Pressure Sensitive Adhesive Vsco-Rubber Elastc Model for Pressure Senstve Adhesve Kazuhsa Maeda, Shgenobu Okazawa, Koj Nshgch and Takash Iwamoto Abstract A materal model to descrbe large deformaton of pressure senstve adhesve (PSA

More information

Kernel Methods and SVMs Extension

Kernel Methods and SVMs Extension Kernel Methods and SVMs Extenson The purpose of ths document s to revew materal covered n Machne Learnng 1 Supervsed Learnng regardng support vector machnes (SVMs). Ths document also provdes a general

More information

Canonical transformations

Canonical transformations Canoncal transformatons November 23, 2014 Recall that we have defned a symplectc transformaton to be any lnear transformaton M A B leavng the symplectc form nvarant, Ω AB M A CM B DΩ CD Coordnate transformatons,

More information

Notes on Analytical Dynamics

Notes on Analytical Dynamics Notes on Analytcal Dynamcs Jan Peters & Mchael Mstry October 7, 004 Newtonan Mechancs Basc Asssumptons and Newtons Laws Lonely pontmasses wth postve mass Newtons st: Constant velocty v n an nertal frame

More information

Finite Element Modelling of truss/cable structures

Finite Element Modelling of truss/cable structures Pet Schreurs Endhoven Unversty of echnology Department of Mechancal Engneerng Materals echnology November 3, 214 Fnte Element Modellng of truss/cable structures 1 Fnte Element Analyss of prestressed structures

More information

Thermodynamics and statistical mechanics in materials modelling II

Thermodynamics and statistical mechanics in materials modelling II Course MP3 Lecture 8/11/006 (JAE) Course MP3 Lecture 8/11/006 Thermodynamcs and statstcal mechancs n materals modellng II A bref résumé of the physcal concepts used n materals modellng Dr James Ellott.1

More information

PHYS 705: Classical Mechanics. Newtonian Mechanics

PHYS 705: Classical Mechanics. Newtonian Mechanics 1 PHYS 705: Classcal Mechancs Newtonan Mechancs Quck Revew of Newtonan Mechancs Basc Descrpton: -An dealzed pont partcle or a system of pont partcles n an nertal reference frame [Rgd bodes (ch. 5 later)]

More information

A Solution of the Harry-Dym Equation Using Lattice-Boltzmannn and a Solitary Wave Methods

A Solution of the Harry-Dym Equation Using Lattice-Boltzmannn and a Solitary Wave Methods Appled Mathematcal Scences, Vol. 11, 2017, no. 52, 2579-2586 HIKARI Ltd, www.m-hkar.com https://do.org/10.12988/ams.2017.79280 A Soluton of the Harry-Dym Equaton Usng Lattce-Boltzmannn and a Soltary Wave

More information

Supplementary Information for Observation of Parity-Time Symmetry in. Optically Induced Atomic Lattices

Supplementary Information for Observation of Parity-Time Symmetry in. Optically Induced Atomic Lattices Supplementary Informaton for Observaton of Party-Tme Symmetry n Optcally Induced Atomc attces Zhaoyang Zhang 1,, Yq Zhang, Jteng Sheng 3, u Yang 1, 4, Mohammad-Al Mr 5, Demetros N. Chrstodouldes 5, Bng

More information

Brownian-Dynamics Simulation of Colloidal Suspensions with Kob-Andersen Type Lennard-Jones Potentials 1

Brownian-Dynamics Simulation of Colloidal Suspensions with Kob-Andersen Type Lennard-Jones Potentials 1 Brownan-Dynamcs Smulaton of Collodal Suspensons wth Kob-Andersen Type Lennard-Jones Potentals 1 Yuto KIMURA 2 and Mcho TOKUYAMA 3 Summary Extensve Brownan-dynamcs smulatons of bnary collodal suspenton

More information

The classical spin-rotation coupling

The classical spin-rotation coupling LOUAI H. ELZEIN 2018 All Rghts Reserved The classcal spn-rotaton couplng Loua Hassan Elzen Basher Khartoum, Sudan. Postal code:11123 louaelzen@gmal.com Abstract Ths paper s prepared to show that a rgd

More information

Lagrange Multipliers. A Somewhat Silly Example. Monday, 25 September 2013

Lagrange Multipliers. A Somewhat Silly Example. Monday, 25 September 2013 Lagrange Multplers Monday, 5 September 013 Sometmes t s convenent to use redundant coordnates, and to effect the varaton of the acton consstent wth the constrants va the method of Lagrange undetermned

More information

Snce h( q^; q) = hq ~ and h( p^ ; p) = hp, one can wrte ~ h hq hp = hq ~hp ~ (7) the uncertanty relaton for an arbtrary state. The states that mnmze t

Snce h( q^; q) = hq ~ and h( p^ ; p) = hp, one can wrte ~ h hq hp = hq ~hp ~ (7) the uncertanty relaton for an arbtrary state. The states that mnmze t 8.5: Many-body phenomena n condensed matter and atomc physcs Last moded: September, 003 Lecture. Squeezed States In ths lecture we shall contnue the dscusson of coherent states, focusng on ther propertes

More information

Physics 207: Lecture 20. Today s Agenda Homework for Monday

Physics 207: Lecture 20. Today s Agenda Homework for Monday Physcs 207: Lecture 20 Today s Agenda Homework for Monday Recap: Systems of Partcles Center of mass Velocty and acceleraton of the center of mass Dynamcs of the center of mass Lnear Momentum Example problems

More information

Investigation of a New Monte Carlo Method for the Transitional Gas Flow

Investigation of a New Monte Carlo Method for the Transitional Gas Flow Investgaton of a New Monte Carlo Method for the Transtonal Gas Flow X. Luo and Chr. Day Karlsruhe Insttute of Technology(KIT) Insttute for Techncal Physcs 7602 Karlsruhe Germany Abstract. The Drect Smulaton

More information

Supplemental Material: Causal Entropic Forces

Supplemental Material: Causal Entropic Forces Supplemental Materal: Causal Entropc Forces A. D. Wssner-Gross 1, 2, and C. E. Freer 3 1 Insttute for Appled Computatonal Scence, Harvard Unversty, Cambrdge, Massachusetts 02138, USA 2 The Meda Laboratory,

More information

RECEIVED. Negative Transverse Impedance

RECEIVED. Negative Transverse Impedance RECEVED SEP 2 3 996 OSTt > LS- 4 O C a f L W. Chou March 2, 989 (Rev. June 2, 9S9) Negatve Transverse mpedance ntroducton n Ref. ( we report an observaton that the horzontal and the vertcal loss factors

More information

Statistical Energy Analysis for High Frequency Acoustic Analysis with LS-DYNA

Statistical Energy Analysis for High Frequency Acoustic Analysis with LS-DYNA 14 th Internatonal Users Conference Sesson: ALE-FSI Statstcal Energy Analyss for Hgh Frequency Acoustc Analyss wth Zhe Cu 1, Yun Huang 1, Mhamed Soul 2, Tayeb Zeguar 3 1 Lvermore Software Technology Corporaton

More information

Physics 53. Rotational Motion 3. Sir, I have found you an argument, but I am not obliged to find you an understanding.

Physics 53. Rotational Motion 3. Sir, I have found you an argument, but I am not obliged to find you an understanding. Physcs 53 Rotatonal Moton 3 Sr, I have found you an argument, but I am not oblged to fnd you an understandng. Samuel Johnson Angular momentum Wth respect to rotatonal moton of a body, moment of nerta plays

More information

Chapter 7. Potential Energy and Conservation of Energy

Chapter 7. Potential Energy and Conservation of Energy Chapter 7 Potental Energy and Conservaton o Energy 1 Forms o Energy There are many orms o energy, but they can all be put nto two categores Knetc Knetc energy s energy o moton Potental Potental energy

More information

Supporting information.

Supporting information. Response to Comment on the paper "Restrcted Geometry Optmzaton: A Dfferent Way to Estmate Stablzaton Energes for Aromatc Molecules of Varous Types" Zhong-Heng Yu* and Peng Bao Supportng nformaton. Contents:

More information

Physics 607 Exam 1. ( ) = 1, Γ( z +1) = zγ( z) x n e x2 dx = 1. e x2

Physics 607 Exam 1. ( ) = 1, Γ( z +1) = zγ( z) x n e x2 dx = 1. e x2 Physcs 607 Exam 1 Please be well-organzed, and show all sgnfcant steps clearly n all problems. You are graded on your wor, so please do not just wrte down answers wth no explanaton! Do all your wor on

More information

The Two-scale Finite Element Errors Analysis for One Class of Thermoelastic Problem in Periodic Composites

The Two-scale Finite Element Errors Analysis for One Class of Thermoelastic Problem in Periodic Composites 7 Asa-Pacfc Engneerng Technology Conference (APETC 7) ISBN: 978--6595-443- The Two-scale Fnte Element Errors Analyss for One Class of Thermoelastc Problem n Perodc Compostes Xaoun Deng Mngxang Deng ABSTRACT

More information

Second Order Analysis

Second Order Analysis Second Order Analyss In the prevous classes we looked at a method that determnes the load correspondng to a state of bfurcaton equlbrum of a perfect frame by egenvalye analyss The system was assumed to

More information

In this section is given an overview of the common elasticity models.

In this section is given an overview of the common elasticity models. Secton 4.1 4.1 Elastc Solds In ths secton s gven an overvew of the common elastcty models. 4.1.1 The Lnear Elastc Sold The classcal Lnear Elastc model, or Hooean model, has the followng lnear relatonshp

More information

ANSWERS. Problem 1. and the moment generating function (mgf) by. defined for any real t. Use this to show that E( U) var( U)

ANSWERS. Problem 1. and the moment generating function (mgf) by. defined for any real t. Use this to show that E( U) var( U) Econ 413 Exam 13 H ANSWERS Settet er nndelt 9 deloppgaver, A,B,C, som alle anbefales å telle lkt for å gøre det ltt lettere å stå. Svar er gtt . Unfortunately, there s a prntng error n the hnt of

More information

Robert Eisberg Second edition CH 09 Multielectron atoms ground states and x-ray excitations

Robert Eisberg Second edition CH 09 Multielectron atoms ground states and x-ray excitations Quantum Physcs 量 理 Robert Esberg Second edton CH 09 Multelectron atoms ground states and x-ray exctatons 9-01 By gong through the procedure ndcated n the text, develop the tme-ndependent Schroednger equaton

More information