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Ocean Engineering 120 (2016) 339-345

E L S E V f f i R

Contents lists available at ScienceDirect

Ocean Engineering

j o u r n a l h o m e p a g e : w w w . e l s e v i e r . c o m / l o c a t e / o c e a n e n g

Coherent structures in phase space, governing the nonlinear surge

motions of ships in steep waves

loannis Kontolefas, Kostas J. Spyrou*

School of Naval Architecture and tviarine Engineering, National Technical University of Athens, Greece

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A R T I C L E I N F O

Article history:

Received 12 Novennber 2015 Accepted 5 February 2016 Available online 18 February 2016 Keywords:

Ship Motions Surf-riding Waves

Lagrangian Coherent Structures Feature Flow Field

A B S T R A C T

In steep multi-chromatic seas, ship surge dynamics can become intricate and the full variety of exhibited motions is u n k n o w n . This accrues, partly, from the nonlinear nature of surge motion; a n d partly because, for multi-frequency waves, the phase-space flow of the dynamical system becomes time-dependent. Accordingly, conventional concepts that w e r e applied in the past for analyzing stationary phase-space flows a r c rendered incapable to support in-depth expluralion of ship dynamics. Towards overcoming this limitation, use of the concept of hyperbolic Lagrangiatt Coherent Structures (LCSs) is proposed. T h e s e phase-space objects can be regarded as the "finite-time" generalizations of the stable and unstable manifolds of hyperbolic fixed points defined in "time-invariant" dynamical systems. T h e y can be described as, locally, the strongest repelling or attracting material surfaces (curves in the case of 2-dimensional systems) advected w i t h the phase fiow. We have identified hyperbolic LCSs that are innate to the phase-fiow associated w i t h the surge motion of a ship in astern seas. To the global approach of LCS identification, a supplementary computational scheme is incorporated, aiming to track, in space-time, local "features" of the flow, connected w i t h surf-riding. T h e emerging toolset can enhance current efforts towards a rigorous assessment of ship d y n a m i c stability in following seas.

© 2016 Elsevier Ltd. All rights reserved.

1. Introduction

The mectianisms generating s u r f - r i d i n g behaviour f o r a ship o p e r a t i n g i n regular f o l l o w i n g seas have been extensively studied i n the past (e.g. Kan, 1990; Spyrou, 1996). However, g a i n i n g u n d e r s t a n d i n g beyond t h e context o f h a r m o n i c waves has been considered d a u n t i n g ; because the m u l t i - f r e q u e n c y wave f i e l d brings-in new qualitative features i n ship response, by-and-large as yet unrecognised, descending f r o m the t i m e - d e p e n d e n t nature of t h e system's phase f l o w .

For "regular sea" scenarios, i t is w e l l k n o w n that s u r f - r i d i n g can be i d e n t i f i e d as an e q u i l i b r i u m s o l u t i o n o f the surge equation o f m o t i o n . Such solutions m a y appear i n coexistence w i t h the o r d i n a r y periodic type o f ship surge response, or they m a y even e n t i r e l y d o m i n a t e the surge behaviour o f a ship. A detailed account o f progress on u n d e r s t a n d i n g t h e nonlinear surging and s u r f - r i d i n g o f a ship i n h a r m o n i c waves can be f o u n d i n Spyrou (2006). Consideration, t h o u g h , o f m o r e general w a v e f o r m s introduces p r o f o u n d complications. For i r r e g u l a r seas, the key d e s c r i p t i o n o f s u r f - r i d i n g as a stationary state needs to be reap-praised, since one cannot reasonably assume t h a t the u n d e r l y i n g

* Corresponding author: TeL: + 3 0 210 7 721418; fax: +30 210 7721408. E-mail address: k.spyrou@central.ntua.gr (K.J. Spyrou).

http://dx.doi.Org/10.1016/J.oceaneng.2016.02.013 0029-8018/© 2016 Elsevier Ltd. All rights reserved.

n o n - a u t o n o m o u s dynamical system w i l l a d m i t constant solutions. Hence, a broader d e f i n i t i o n o f s u r f - r i d i n g is entailed.

W i t h these difficulties recognized, a phenomenological approach to s u r f - r i d i n g i n irregular seas has been proposed recently, expanding u p o n the n o t i o n o f wave celerity and its role i n signalling a ship's capture to surfriding (Spyrou et al., 2012, 2014a). I n p a r t i -cular, d e f i n i t i o n and methods f o r the calculation o f wave celerity f o r a n irregular seaway w e r e proposed and their relevance to the p r o -b l e m o f s u r f - r i d i n g was evaluated. The appeal o f such an approach is that i t enables a straightforward statistical a p p r o x i m a t i o n o f t h e probability o f surf-riding i n irregular seas, by setting up a direct c o u n t i n g scheme o f velocity threshold exceedances.

In another recent w o r k , Belenky et al. (2012) endeavoured t o gain i n s i g h t i n t o the surge dynamics i n m u l t i - c h r o m a t i c f o l l o w i n g waves t h r o u g h the i d e n t i f i c a t i o n o f the points o f the wave p r o f i l e w h e r e , e q u i l i b r i u m o f forces along ship's l o n g i t u d i n a l d i r e c t i o n is instantaneously satisfied. For the calculation o f such points, cel-e r i t y o f irrcel-egular wavcel-es, w h cel-e r cel-e a b o u t ship's p o s i t i o n , m u s t bcel-e k n o w n . This technique could be useful, i n some instances, as a n a p p r o x i m a t e calculation scheme.

Also, Spyrou et al. (2014b) examined the p o s s i b i l i t y o f e x t r a c t i n g and t r a c k i n g "features" related to the surge dynamics i n irregular seas. The w o r d "feature" is attached here to any o b j e c t ostensibly relevant t o the realisation o f s u r f r i d i n g . I t was d i s -covered that, such features can be i d e n t i f i e d a m o n g the elements

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;. Kontolefas. KJ. Spyrou / Ocean Engineering 120 (2016) 339-345

340

o f the zero set o f the "acceleration f i e l d " i.e., points o f the phase-plane w h e r e the acceleration and its t i m e derivative attain, instantly, zero values.

In the current w o r k , m e t h o d s having potential to yield insight i n t o the dynamics o f the surge m o t i o n in m u l t i - c h r o m a t i c astern seas are employed. In particular, the concept o f hyperbolic Lagrangian Coherent Stiuctures is applied and its capacity i n u n v e i l i n g the c h a n g i n g - i n - t i m e organization o f system's phase f l o w is evaluated. T h r o u g h their organizing role, these structures can be considered as analogues o f the stable and unstable m a n i -folds of hyperbolic f i x e d points d e f i n e d i n autonomous d y n a m i c a l systems. For t h e i r i d e n t i f i c a t i o n , one can choose a m o n g a n u m b e r o f d i f f e r e n t methods. Here, a popular n u m e r i c a l scheme is selec-ted, based on the calculation o f the spatial d i s t r i b u t i o n o f the largest f i n i t e - t i m e Lyapunov exponent. Furthermore, a scheme a i m i n g to the t r a c k i n g o f critical points o f the vector f i e l d , d e f i n e d by the value o f acceleration along the surge d i r e c t i o n and o f its material derivative, is applied. This supplementary n u m e r i c a l scheme is based on the Feature Flow Field concept, w h i c h addresses the p r o b l e m o f feature t r a c k i n g in non-stationary f l o w fields (Theisel and Seidel, 2003).

W i t h the c u r r e n t w o r k i t is aimed to propose concepts and toolsets w h i c h can enable deeper u n d e r s t a n d i n g o f the s u r f - r i d i n g and broaching-to behaviour i n irregular seas. Such p h e n o m e n a o f extreme ship behaviour c u r r e n t l y receive detailed a t t e n t i o n at IMO and, i t is expected t h a t t h e y w i l l be covered i n f u t u r e legislation as additional dynamic s t a b i l i t y requirements (Peters et al., 2011).

2. Concepts and computational tools 2.1. Lagrangian Coherent Structures

The concept o f Lagrangian Coherent Structures seems to have emerged as result o f the interbi^eeding o f ideas o r i g i n a t i n g f r o m the fields o f d y n a m i c a l systems t h e o r y and f l u i d dynamics. A l t h o u g h the t e r m was f i r s t l y i n t r o d u c e d by Haller and Yuan (2000), m a n y people have c o n t r i b u t e d i n the d e v e l o p m e n t o f c o m p u t a t i o n a l strategies f o r their i d e n t i f i c a t i o n - f o r a short review see Shadden (2011). LCSs have been extensively used d u r i n g the last years i n a w i d e range o f applications concerning physical and biological f l o w s , w h i l e the theory, as w e l l as e f f i c i e n t calculation methods, are still developing.

Although one can select among d i f f e r e n t schemes f o r the iden-tification of hyperbolic LCSs [such as the finite-size Lyapunov Exponent (FSLE) approach, or the variational theory o f hyperbolic LCSs developed recently by Haller (2011) that enables a more r i g -orous computation] f o r the needs o f the current study w e w i l l consider a w i d e l y used computational procedure involving the cal-culation o f the largest finite-time Lyapunov exponent (FILE) field. Let us consider the f o l l o w i n g d y n a m i c a l system t h a t defines a flow on the plane,

x=f(x,t), x e D c R ^ t e [ t - , t + ] c R (1) A trajectory o f system (1) at t i m e t, s t a r t i n g f r o m the i n i t i a l

c o n d i t i o n Xo at to, w i l l be denoted by x(t; to, Xo). W e can w r i t e f o r the flow map F[ (Xo) o f (1),

Xo^x{t;to,Xo) (2)

T h r o u g h (2), the phase-particle passing f r o m Xo at t i m e to is associated w i t h its p o s i t i o n at t i m e t. We, f u r t h e r m o r e , consider t w o i n f i n i t e s i m a l l y close phase-paiticles, located a t x o and Xo+6o at t i m e to. The m a g n i t u d e o f the linearized p e r t u r b a t i o n at t i m e

f o + T is g i v e n by (see, e.g. Shadden (2011)),

ll^ll = ||VF[° + ^(Xo)<5o|| = ll<5o II ^ e ; [ V F J " + ^(XO)] VFj° + ^ ( X o ) e o (3) In the above, eo is the u n i t vector along the d i r e c t i o n o f So, denotes the transpose o f A, w h i l e V F [ ° + ' ' ( X o ) is the d e f o r m a t i o n

g r a d i e n t and c E j + ' ' ( X o ) = [vFj°'*"''(Xo)] V F [ » ' ^ ' ' ( X O ) is t h e r i g h t

Cau-chy-Green d e f o r m a t i o n tensor, b o t h evaluated at X Q . C [ ° ' ^ ' " ( X O ) is a real s y m m e t r i c positive d e f i n i t e tensor and, as such, i t has real positive eigenvalues, Ai, i = 1,2. Moreover, the corresponding eigenvectors, e,-, / = 1,2, f o r m an o r t h o n o r m a l basis.

The Cauchy-Green d e f o r m a t i o n tensor provides a measure o f h o w l i n e elements i n the n e i g h b o u r h o o d o f Xo d e f o r m under the flow; i.e., h o w the lengths and the angles b e t w e e n l i n e elements change, w h e n considering the c o n f i g u r a t i o n i n the close v i c i n i t y o f x(t; t o , X Q ) at times to and to -i- r . A circular b l o b o f i n i t i a l conditions centred at Xo w i l l evolve i n t o an ellipse, w i t h the m a j o r ( m i n o r ) axis aligned w i t h the d i r e c t i o n o f the eigenvector 62 ( e i ) . The coefficients o f expansion along these directions w i l l be given by v / ^ , i = l , 2 .

The finite-time Lyapunov exponents are d e f i n e d as f o l l o w s ,

A ( = T l n \ / i ; , 1 = 1,2 (4)

The largest FTLE, A2, is usually referred to as "FTLE" w i t h o u t d i s t i n c t i o n . By v i r t u e o f (4), A 2 can be regarded as a time-averaged measure o f stretching and therefore, as a ( r o u g h ) measure o f a trajectory's hyperbolicity. Yet, as noted b y Haller (2011) and Shadden (2011), this does n o t hold in general.

T h r o u g h the calculation o f the spatial FTLE d i s t r i b u t i o n , the i d e n t i f i c a t i o n o f LCSs is made possible. The latter w i l l appear as local m a x i m i z i n g curves o f the FTLE field. Typically, the calculation of the field is p e r f o r m e d on the basis o f a structured g r i d o f i n i t i a l conditions spanning a considered d o m a i n at a given t i m e t o . The g r i d is integrated over a specified t i m e i n t e r v a l T , using a n u m e r -ical i n t e g r a t i o n a l g o r i t h m . Once the final p o s i t i o n o f each g r i d p o i n t is calculated, the d e f o r m a t i o n g r a d i e n t is o b t a i n e d b y i m p l e m e n t i n g a finite difference scheme o n the nodes o f the i n i t i a l g r i d . I n the final step o f the procedure, the largest eigenvalue o f the d e f o r m a t i o n gradient is c o m p u t e d and the FTLE field is cal-culated d i r e c t l y f r o m expression (4). The l o c a t i o n o f r e p e l l i n g / attracting LCSs can be i d e n t i f i e d as ridges o f the FTLE field w h e n f o r w a r d / b a c k w a r d i n t e g r a t i o n times are considered.

2.2. Feature tracking

A c c o r d i n g to Spyrou et al. (2014b), "features" relevant to the p r o b l e m o f s u r f - r i d i n g i n m u l t i - c h r o m a t i c waves can be i d e n t i f i e d on the basis o f critical points o f a planar vector field, w i t h coor-dinates t h a t correspond to the acceleration, along the surge direction, and its m a t e r i a l derivative. The paths o f such features can be calculated using the Feature Flow Field (FFF) m e t h o d . W i t h respect to the latter, and given a vector valued f u n c t i o n o f the f o r m ,

a ( x i , X 2 , t) = (a, ( X i , X 2 , t), 02 ( X , , X 2 , t)) (5) a t h r e e - d i m e n s i o n a l vector field w ( X i , X 2 , t ) is constructed, b y

d e m a n d i n g t h a t vector w points t o w a r d the d i r e c t i o n o f m i n i m a l change o f a i n a first order a p p r o x i m a t i o n . This d i r e c t i o n is d e f i n e d by the intersection o f the planes perpendicular to V a i and Va2, w h e r e the V operator is related to the t h r e e - d i m e n s i o n a l Euclidian space w i t h coordinates ( X i , X 2 , t ) (Theisel and Seidel, 2 0 0 3 ) . Thus,

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/. Kontolefas, K.J. Spyrou / Ocean Engineering 120 (2016) 339-345 341

Fig. 1. Harmonic excitation, (i) and (ii) The graph of the forward FTLE field over a ( X i . X j ) domain, (iii) Loci of points where the field surpasses a selected threshold.

Once the p o s i t i o n o f some critical p o i n t o f the vector valued 4. Application f u n c t i o n a is d e t e r m i n e d , its p a t h can be o b t a i n e d as an integral

line o f w . emanating f r o m the p o i n t u n d e r consideration. 4.7. Verification

3. Mathematical m o d e l of surge m o t i o n

Consider the f o l l o w i n g u n i d i r e c t i o n a l w a v e f o r m comprised o f N propagating, h a r m o n i c wave components.

f ( x , t ) = cos kiX-cOit+ef^ (7)

In the above, x is the distance f r o m an E a r t h - f i x e d p o i n t o f reference, w h i l e A,-, kj and w, are the a m p l i t u d e , wave n u m b e r and frequency, respectively, o f the d i s t i n c t w a v e c o m p o n e n t corre-s p o n d i n g to the index /; e j " denotecorre-s the r a n d o m phacorre-se o f the latter, u n i f o r m l y d i s t r i b u t e d i n the range [ 0 , 2 ^ ) .

We, f u r t h e r m o r e , consider an e l e m e n t a r y m a t h e m a t i c a l m o d e l t h a t can reproduce a s y m m e t r i c s u r g i n g and s u r f - r i d i n g occur-rences i n f o l l o w i n g waves o f the f o r m ( 7 ) , see f o r example Spyrou e t a l . (2012, 2014a), = (Ton^ ( m - X ü ) f = iTor, ^ V V inertia ^— -tin^ r - ^ A / R A O ; sin fci^-ffl,t-i-e!'^+e/i (8) waveforce

In the equation above, ^ is the p o s i t i o n o f a s h i p - f i x e d p o i n t o f reference w i t h respect to the E a r t h - f i x e d o r i g i n , w h i l e RAO, and £ƒ, denote t h e response-amplitude-operator and phase, respectively, o f the surging force c o r r e s p o n d i n g t o the w a v e c o m p o n e n t i ; m,Xu is the mass and surge added mass o f the ship, n corresponds to the propeller revolutions, w h i l e 7 , , / = 0 , 1 , 2 and r i , i = 1,2,3 are p o l y n o m i a l coefficients. The o v e r d o t denotes d i f f e r e n t i a t i o n w i t h respect to t i m e t. Setting, X i = f , X 2 = ^ Eq. (8) can be w r i t t e n i n n o r m a l f o r m , X , = X 2 (9) X2 = ( m - X , - , ) ' | r o n ^ - l - s i n [k,x, - «jt+£('"'-i-£j-,-- (r, «jt+£('"'-i-£j-,-- T , n)X2 «jt+£('"'-i-£j-,-- ( r 2 «jt+£('"'-i-£j-,-- «jt+£('"'-i-£j-,--r2)xi «jt+£('"'-i-£j-,-- r^xl

w h e r e , i n the above, ƒ,• = A j • RAO,.

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W e select, as a case study, the t u m b l e h o m e h u l l f r o m the ONR topside series (Bishop et al., 2 0 0 5 ) w i t h L = 1 5 4 m ( l e n g t h ) , B = 18.8 m ( b r e a d t h ) and r = 5 . 5 m ( d r a u g h t ) . To v e r i f y the applic-a b i l i t y o f the LCS i d e n t i f i c applic-a t i o n scheme i n the p r o b l e m considered, w e w r i t e f i r s t l y system (10) f o r N = 1 (regular waves),

X i = X 2

X 2 = (m - X +f sin [ / « I - t a t - i - t y ]

-(r^ - i - i n ) X 2 - ( r 2 - T 2 ) x ^ - r 3 x i ( 1 1 )

W e set the w a v e l e n g t h and steepness values to X = L a n d H/X = 0.04, respectively, w h e r e H denotes the wave height. Deep w a t e r is assumed, w h i l e the selected value o f n corresponds to a " n o m i n a l " ( c a l m w a t e r ) speed o f 12 m / s .

For the calculation o f the FTLE field, a g r i d is considered at to = 3 0 0 s on a ( x , , X 2 ) d o m a i n . A f t e r some e x p e r i m e n t a t i o n , i n t e -g r a t i o n t i m e is set to T = 55 s. The -graph o f the r e s u l t i n -g field, n o r m a l i z e d i n the range [0, 1], can be seen i n Fig. 1(1) a n d ( i i ) . I n Fig. l ( i i i ) , w e visualize loci o f p o i n t s w h e r e the field surpasses a selected t h r e s h o l d . The emergent curves indicate t h e p o s i t i o n o f r e p e l l i n g LCSs at t i m e to.

To f u r t h e r examine the relevance o f these structures w i t h t h e stable and unstable m a n i f o l d s o f h y p e r b o l i c fixed points arising i n t h e c o n t e x t o f s u r f - r i d i n g i n regular waves, w e c o n v e r t (11) t o a u t o n o m o u s f o r m by considering the f o l l o w i n g t r a n s f o r m a t i o n s ,

X i = x ' / - f - C t , X 2 = X ^ ' + C (12)

In the above, x^" and x^^ is the l o n g i t u d i n a l p o s i t i o n and velocity, respectively, o f t h e ship w i t h respect to a f r a m e located at a w a v e crest, translating w i t h the wave celerity c.

A p p l y i n g expressions (12) to system (11) w e o b t a i n , a f t e r rearranging, the f o l l o w i n g set o f equations.

x'^ = ( m - X , - , ) - ' { g ( c , n)+f sin [ / < +ef]

+ [ r , n - r , H - 2 c ( T 2 - r 2 ) - 3 r 3 c 2 ] x ^ ^ - K ( r 2 - r 2 - 3 r 3 C ) ( x 5 ' ) ' - r 3 ( x ^ " ) ' }

( 1 3 )

w h e r e ,

g(c, n) = T o n ^ + ( r i n - r i ) c - i - ( T 2 - r 2 ) c 2 - r 3 c 3 (14) It can be seen that, system (13) does n o t depend explicitly o n t i m e . Stationary solutions can be obtained by setting the r i g h t h a n d side to be equal to zero and solving w i t h respect to x ' / and x ^ . I n

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342 1. Kontolefas. IQ. Spyrou / Ocean Engineering 120 (2016) 339-345

xl |in 10''21 x l (m 10^2]

0.0 0.2 0.4 0.6 0.8 1.0

Fig. 2. (i) and (ii) Manifolds of hyperbolic (saddle-type) points of (13). (iii) and (iv) LCSs of (11) revealed via forward (red) and backward (blue) FTLE fields. Wave steepness values, s = 0.02 |(i) and (iii)|, s = 0.04 [(ii) and (iv)]. (For interpretation of the references to color in this figure, the reader is referred to the web version of this article.)

Fig. 2(i) and (ii), a n u m b e r o f saddle points are identified and the unstable/stable manifolds are " g r o w n " b y integrating perturbed ( w i t h respect to the f i x e d points and along the eigendirections) initial conditions, f o r w a r d / b a c k w a r d i n t i m e , respectively. Wave length and n o m i n a l speed are set to X = L and Unom = 1 2 . 5 m / s respecdvely. Fig. 2(1) and ( i i ) correspond t o wave steepness values s = 0.02 and s = 0.04, respectively.

We, consequently, consider system (11) and calculate, f o r the same settings, the f o r w a r d ( r = 420 s) and bacl<ward ( r = - 240 s) FTLE f i e l d , f o r to = 0 s. LCSs are i d e n t i f i e d as i n the case o f Fig. l ( i i i ) . Results are presented i n Fig. 2 ( i i i ) and ( i v ) ; r e d (blue) lines corre-spond to repelling ( a t t r a c t i n g ) LCSs. W e notice t h a t the

arrangement o f the structures revealed is, substantially, identical to the arrangement o f manifolds integrated f r o m the saddle points. The o n l y difference is that the f o r m e r are translating w i t h the wave celerity (this difference w o u l d become visible i n the pictures i f w e m o n i t o r e d LCSs e v o l u t i o n i n t i m e , rather t h a n observing t h e i r arrangement f o r one t i m e instant). This is o w e d to the fact that, the t w o calculation schemes w e r e applied w i t h respect to d i f f e r e n t reference frames [as recalled, system (11) is expressed w i t h respect to an E a r t h - f i x e d f r a m e ) .

4.2. Multi-frequency wave excitation

We n o w i n t r o d u c e a second wave c o m p o n e n t i.e., system (10) is considered w i t h N = 2. The length a n d steepness o f the reference wave are set to ; i i = L and S i = 0.035. The parameters o f the second wave c o m p o n e n t are fixed, such that, 0)2/co^ = 0.9 and S 2 / S 1 = 0.3. N o m i n a l speed is set to iinom = 1 2 m / s . Instantaneous FTLE fields are calculated at 50 and 76 s (Fig. 3). As noticed, t h e LCSs seem t o persist.

The same procedure is repeated f o r the case o f a JONSWAP spectrum w i t h a peak period and significant height o f Tp = 9.93 s and H s = 4.5 m , respectively. A frequency range o f ( « ( o , v . ® f i / g ( . ) =

(0.4,1.27) is considered and a 6 9 - c o m p o n e n t w a v e is produced (frequency values i n rad/s). N o m i n a l speed is again set to u„om ^ 1 2 m / s . Results are displayed in Fig. 4 . As i t can be seen, the i d e n t i f i e d structures appear to be f a i r l y complicated.

R e t u r n i n g to t h e b i - c h r o m a t i c scenario, w e attempt, this t i m e , to ascertain the o r g a n i z i n g role o f t h e i d e n t i f i e d LCSs o n the t i m e -v a r y i n g phase-flow. W e set 1^ =L, S i = 0 . 0 2 , Ö ; 2 / ' » I = 0 . 7 , S 2 / S 1 =

0.3 and u„om = 1 2 m / s . I n Fig. 5, a parcel o f particles is integrated, these particles corresponding to d i f f e r e n t i n i t i a l conditions o f the ship. The e v o l u t i o n o f the parcel u n d e r the flow reveals d i f f e r e n t " l o n g - t e r m " behaviour o f particle trajectories, as the parcel, after some t i m e , splits i n t w o sub-parcels. Some particles seem t o respond i n a surging-like manner [Fig. 5(iv), g r o u p o f particles o n the l e f t ] w h i l e others seem to be engaged to s u r f - r i d i n g [Fig. 5(iv), r i g h t p a r t ] .

W e keep the same setting and calculate the FTLE field at the t i m e instant t = 258 s, o n a d o m a i n c o n t a i n i n g the previous parcel of i n i t i a l conditions. As revealed, responsible f o r the situation depicted above are the r e p e l l i n g LCSs o f the phase flow. Specifi-cally, the r e p e l l i n g LCS associating w i t h the h y p e r b o l i c trajectory passing near (7.7,15) at time t = 258 s [Fig. 6(1) a n d ( v ) | , acts as a separatrix b e t w e e n regions o f the flow w i t h d i s t i n c t dynamics. I n

xl [m 10'^2]

xl [m 10'^2]

0.0

0.2 0.4 0.6

Fig. 3. Bi-chromatic excitation; attracting (blue) and repelling (red) LCSs. (For interpretation of the references to color in this figure legend, the reader is referred to the web version of this article.)

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(. Kontolefas, K.J. Spyrou / Ocean Engineering 120 (2016) 339-345 3 4 3

0.0 0.2 0.4 0.6 0.8 1.0

Fig. 4 . Attracting (blue) and repelling (red) LCSs for the case of a JONSWAP spectrum (69 wave components). (For interpretation of the references to color in this figure legend, the reader is referred to the web version of this article.)

m o v i n g along paths that "resemble" to solutions o f (10), seem to m a r k regions i n the extended phase-space w h e r e ensembles o f trajectories are engaged to s u r f - r i d i n g .

In Fig. 7, a s i m u l a t i o n c o r r e s p o n d i n g to the a f o r e m e n t i o n e d scenario can be seen (black line). Distance is measured f r o m amidships (x-axis) w h i l e ii-axis refers to velocity as measured by a n on-shore observer. Three critical points o f the acceleration f i e l d have been detected at a r o u n d t = 240 s (these have been selected as they are related to the calculated trajectory; one could f i n d m o r e critical points at d i f f e r e n t space-time intervals). Their paths (blue and red lines) have been c o m p u t e d using the FFF m e t h o d . I n t h e same figure, w e have i n c l u d e d sections d e p i c t i n g LCSs t h a t have been i d e n t i f i e d on phase-space w i n d o w s a r o u n d the ship at selected t i m e instants. There seems to be a strong correspondence between the paths o f t w o critical points (denoted w i t h red lines) and hyperbolic trajectories revealed via t h e FTLE fields. The t h i r d critical p o i n t , o n the o t h e r hand, appears near the core o f an attracting LCS, i n a region o f the phase f l o w w h e r e a s u r f - r i d i n g state can be revealed. It is noted that, f o r the considered arrangement, this w o u l d be a periodic t r a j e c t o r y w i t h an a t t r a c t i n g character.

5. C o n c l u d i n g r e m a r k s

M o d e r n m e t h o d s f o r g a i n i n g i n s i g h t i n t o the dynamics o f ship surge m o t i o n i n astern m u l t i - c h r o m a t i c seas are i n t r o d u c e d . Spe-cifically, an i d e n t i f i c a t i o n m e t h o d f o r hyperbolic Lagrangian Coherent Structures (LCSs) is applied o n the phase flow d e f i n e d by the surge equation o f m o t i o n . I t is based o n a w e l l - k n o w n calcu-l a t i o n scheme w i t h a w i d e range o f appcalcu-lications i n t h e calcu-literature, w h i c h involves the calculation o f the spatial d i s t r i b u t i o n o f the largest finite-time Lyapunov exponent (FTLE). T h r o u g h the FTLE field, LCSs, i.e., i n f l u e n t i a l m a t e r i a l lines shaping the p a t t e r n o f the t i m e - d e p e n d e n t flow, w e r e obtained. T h e i r role as p h a s e - f l o w o r g a n i z i n g structures was e x a m i n e d . It was f o u n d that, f o r the case o f a b i - c h r o m a t i c scenario, the i d e n t i f i c a t i o n o f h y p e r b o l i c LCSs can explain the e v o l u t i o n o f ensembles o f i n i t i a l c o n d i t i o n s , by p r o v i d i n g the location o f t r a n s p o r t barriers, as w e l l as the final destinations o f particle trajectories.

Furthermore, the Feature Flow Field m e t h o d was i m p l e m e n t e d f o r the t r a c k i n g o f features, c o r r e s p o n d i n g to elements o f the zero set o f the acceleration field d e f i n e d b y the surge equation o f

0.5 0.7 0.9 2^ 0.9 I . I 1.3 1 = 258. s t = 283.s 20 . 20 M. -15 s g SI 10 10 (i) (ii) 5 5 xl | m l 0 ^ 3 | x l |ml0'>3| 1.7 1.9 2.1 3.25 3.5 3.75 4 t = 333.s l = 458.s - 20 - 20 (iii) (iv) 5 5 x l Im 10"3| x l \m \0^3\

Fig. 5. Bi-chromatic excitation: Integration of a dense patch of initial conditions (black) reveals qualitatively different "long-term" behaviour of particle trajectories.

fact, particles travel along this r e p e l l i n g structure towards the h y p e r b o l i c trajectory, w h e r e t h e y are redirected towards d i f f e r e n t branches o f the a t t r a c t i n g LCSs correlating w i t h the same trajec-t o r y [Fig. 6 ( i i ) - ( i v ) and ( v i ) - ( v i i i ) ] .

Lastly, the eariier described "feature" t r a c k i n g scheme is i m p l e m e n t e d , f o r a b i - c h r o m a t i c wave scenario. The frequency and steepness ratio o f t h e t w o wave components are set to co2/co\ = 0.93 and S 2 / S 1 = 0 . 4 5 , respectively. The reference wave has been chosen such that X-[=L and si = 1 / 3 5 , w h i l e n o m i n a l speed is set to u„om = 1 2 m / s .

W e d i f f e r e n t i a t e (10) w i t h respect to time to o b t a i n t h e accel-e r a t i o n fiaccel-eld a = ( x i , X 2 ) - thaccel-e usaccel-e o f this t accel-e r m is j u s t i f i accel-e d f r o m thaccel-e fact t h a t one can i n t e r p r e t (10) as a velocity field o n the phase plane. Our objective is to track critical points o f a i.e., points w h e r e the acceleration vector vanishes. I n Spyrou et al. (2014b) i t has been c o n j e c t u r e d t h a t certain critical points o f this field correlate w i t h s u r f - r i d i n g events. Furthermore, the critical points o f a,

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344 ;. Kontolefas. IQ. Spyrou / Ocean Engineering 120 (2016) 339-345

0.0 0.2 0.4 0,6 0.8 1.0

Fig. 6. Same setting as in Fig. 5. Advection of two adjacent pfiase-particle parcels, (i)-(iv) and (v)-(viii) Integration of 65,000 and 85,000 (approx.) initial conditions (shown in black), respectively.

m o t i o n . Results obtained f r o m the t r a c k i n g o f such features and t h e LCS i d e n t i f i c a t i o n procedure w e r e c o m b i n e d . I t has been s h o w n that the paths o f certain features correlate to hyperbolic trajectories o f the surge equation; w h i l e others, to trajectories w i t h a t t r a c t i n g character that seem t o evolve i n the core o f specific branches o f a t t r a c t i n g LCSs.

It is believed that, the application o f the above methods can lead to enhanced understanding o f s u r f - r i d i n g and broaching-to behaviour o f ships i n irregular seas.

Aclmowledgements

The calculation and t e s t i n g o f LCSs f o r surging and s u r f - r i d i n g behaviour described i n this paper have been f u n d e d by the Greek General Secretariat o f Research and Technology (Greek M i n i s t r y o f Education, Research and Religious A f f a i r s ) - project category Excellence ("Aristeia") - 1, p r o j e c t t i t l e HOMSHIP (ID code 252), contract reference n u m b e r GSRT-252. The w o r k regarding the feature t r a c k i n g m e t h o d applied i n Section 4 has been f u n d e d by

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/. Kontolefas. K.]. Spyrou / Ocean Engineering 120 (2016) 339-345 345

the Office o f Naval Research, ONRG grant n u m b e r N62909-13-1-7, under Dr. Ki-Han K i m , Dn Tom Fu and D r W o e i - M i n Lin.

References

Belenlcy, V., Spyrou, K.J., Weems, K., 2012, Evaluation of the probability of surf-riding in irregular waves with the time-split method. In: Proceedings of the 11th International Conference on the Stability of Ships and Ocean Vehicles, Athens, Greece, pp, 29-37.

Bishop, R.C, Belknap, W., Turner, C , Simon, B., Kim, J.H., 2005. Parametric Investi-gation on the Influence of GM, Roll Damping, and Above-Water Form on the Roll Response of Model 5613, Naval Surface Warfare Center, Carderock Divi-sion, Report NSWCCD-50-TR-2005/027. pp. 181.

Haller, G.. Yuan, G., 2000. Lagrangian coherent structures and mixing in two-dimensional turbulence. Physica D 147, 352-370.

Haller, G., 2011. A variational theory of hyperbolic Lagrangian Coherent Structures. Physica D 240, 574-598.

Kan, M., 1990. Surging of large amplitude and surf-riding of ships in following seas. Selected Papers in Naval Architecture and Ocean Engineering, The Society of Naval Architects of Japan, pp. 28.

Peters, W., Belenky, V., Bassler, C„ Spyrou, KJ., Umeda, N., Bulian, G., Altmayer, B., 2011. The second generation of intact stability criteria: a development over-view. SNAME Trans. 121.

Shadden, S.C, 2011. Lagrangian Coherent Structures. In: Grigoriev, Roman (Ed.), Transport and Mixing in Laminar Flows: from Microfluidics to Oceanic Cur-rents, Wiley-VCH, Weinheim, Germany, pp. 59-89, ISBN: 978-3-527-41011-8. Spyrou, K.J., 1996. Dynamic instability in quartering seas: the behavioui' of a ship

during broaching. J. Ship Res. - SNAME 40 (1), 46-59.

Spyrou, KJ., 2006. Asymmetric surging of ships in following seas and its reper-cussions for safety. Nonlinear Dyn. 43, 149-272.

Spyrou, KJ., Belenky, V., Themelis, N., Weems, K., 2012. Conditions of surf-riding in an irregular seaway. In: Proceedings of the 11th International Conference on Stability of Ships and Ocean Vehicles, Athens, Greece, pp. 323-336. Spyrou, K.J., Belenky, V., Themelis, N., Weems, K., 2014a. Detection of surf-riding

behaviour of ships in irregular seas. Nonlinear Dyn. 78 (1), 649-667. Spyrou, K.J., Belenl<y, V., Reed, A., Weems, K., Themelis, N., Kontolefas, 1., 2014b.

Split-time method for pure loss of stability and broaching-to. In: Proceedings of the 30th Symposium on Naval Hydrodynamics, Hobart, Tasmania, Australia. Theisel, H., Seidel, H-P., 2003. Feature flow fields. In: Proceedings of the Joint

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