2) College of Electromechanical Engineering, Qingdao University of Science and Technology, Qingdao 266100, China;
3) Shipping Center, Ocean University of China, Qingdao 266100, China
Wave added resistance of a ship is the increased resi-stance by waves compared to resistance in calm sea, and its magnitude even could reach 10%-30% of calm water resistance (Arribas, 2007). In order to improve the energy efficiency of ships and reduce carbon emissions, the IMO has issued more and more strict regulations, so many scholars have carried out research on the accurate prediction of wave added resistance. At present, the researches on wave added resistance are mainly focused on the condition of sailing in head waves, but in actual navigation, ships rarely travel in head waves. Thus, in order to properly evaluate the motion and energy consumption of ships in actual navigation, it needs further research on calculation method of wave added resistance in oblique waves.
There are three main methods to study wave added resistance: methods based on potential flow theory, methods based on viscous flow theory and experiments. The analytical approaches to wave added resistance based on potential flow methods can be generally classified into two categories: the far-field method and the near-field method. The far-field method based on the momentum conservation theory was firstly introduced by Maruo (1960). It was further elaborated by Newman (1967), Gerritsma and Beukelman (1972) and Salvesen (1978). Kashiwagi (2010) used Maruo's approach to calculate added resistance by applying enhanced unified theory, and introduced a correction factor in the diffracted wave component at short wave lengths. Liu et al. (2011) applied a developed hybrid Rankine Source-Green function method to calculate the motion responses of the ship, and then obtained the wave added resistance by Maruo's approach. The far-field method is simple and efficient, but there are difficulties in handling a proper control surface. The nearfield method which directly integrates the steady secondorder pressure acting on the wetted hull surface was proposed by Boese (1970). At the early stages, many scholars calculated the wave added resistance of ships based on strip theory, such as Faltinsen et al. (1980), Grue and Biberg (1993). Recently, 3D time/frequency domain boundary element methods have been widely applied. Söding et al. (2014) calculated the wave added resistance based on a frequency domain Rankine panel method, with considering the dynamic squat of the ship and the effects of the nonlinear steady flow caused by forward speed. Hong et al. (2016) computed the wave added resistance of the ship based on a three-dimensional translating and pulsating source panel method. Park et al. (2016) used Rankine source method to solve the motion responses of the ship in head waves, and obtained wave added resistance by near-field method with good accuracy. Wang et al. (2020) used a three-dimensional panel method to calculate the motion responses and wave added resistance of a deep-V hybrid monohull in head waves, then analyzed the resistance reduction mechanism of the appendage. Duan et al. (2021) developed a numerical method for solving 3D unsteady potential flow problem of ship advancing in oblique waves. The simple Green function and transient free-surface Green function were used to form the boundary integral equation (BIE) for the inner and outer domains, then the Taylor expansion boundary element method (TEBEM) was adopted to solve the double-body flow and unsteady flow BIE.
As the rapid development of computing power, computational fluid dynamics (CFD) methods are now increasingly applied to calculate wave added resistance. Orihara and Miyata (2003) solved the Reynolds-averaged NavierStokes (RANS) equation by using a finite volume method (FVM), and developed a CFD that could calculate the wave added resistance of the ship. Guo et al. (2012) predicted the motion responses and wave added resistance of the KVLCC2 ship in head waves using RANS equation. Sadat-Hosseini et al. (2013) calculated the motions and wave added resistance for KVLCC2 in head waves based on an Unsteady Reynolds-averaged Navier-Stokes (URANS) approach. Tezdogan et al. (2015) predicted the wave added resistance of the KCS containership in head waves using CFD software and estimated the effective power and fuel consumption of the ship. Yang and Kim (2017) developed a Cartesian-grid-based method for solving the Euler equation, and investigated the wave added resistance of KVLCC2 with different bows. Chen et al. (2020) calculated the wave added resistance and motions of an icebreaker in regular waves by CFD and nonlinear potential methods. However, there are still some limitations in the application of CFD method, such as high computational costs and strong dependency on the user's experience.
In the past few decades, many experimental studies have been conducted on wave added resistance of ships. in the initial research, the wave added resistance of some classic ships were measured for improving the experimental testing technology and verifying the numerical results, such as the Series 60 ship (Gerritsma and Beukelman, 1972), the S175 container ship (Fujii and Takahashi, 1975), and the wigley hull (Journee, 1992). In recent years, the research on wave added resistance mainly focused on the reduction of added resistance by changing hull forms or attaching appendages. Hirota et al. (2004) and Kuroda et al. (2012) studied the effect of changes in bow shape on wave added resistance. The motion responses and wave added resistance of some special ships have been also studied by experiments. Valanto and Hong (2015) measured the wave added resistance of the HSVA cruise ship. Stocker (2016) obtained the wave added resistance data of the KCS ship in different incident waves through experiments. Kim et al. (2019) conducted model test and numerical calculation on the wave added resistance of a LNGC, and analyzed the characteristics of the results. Although the experimental results are more accurate, the requirements of measurement technology are stricter and the cost are also higher.
In the previous research, the hydrodynamic software AQWA based on panel method was used to calculate the ship's wave added resistance in head waves, and the numerical results have a reasonable agreement with the experimental data. In this paper, the motion responses and wave added resistance of S175 container ship sailing in several wave directions are calculated, and the feasibility of the method is verified by comparing the calculated results with the experimental data. Finally, the characteristics of ship motions and the variation of wave added resistance under different waves are analyzed.
2 Basic FormulationA Cartesian coordinate system O-xyz is introduced, with the origin placed at the center of a ship and on the undisturbed free surface, as shown in Fig.1. The x-y plane coincides with the calm water free surface with the x-axis pointing towards the bow and the z-axis pointing upwards. The translatory displacements in the x, y and z directions are X1 (surge), X2 (sway) and X3 (heave), and the angular displacements of rotational motion about the x, y, and z axes are X4 (roll), X5 (pitch) and X6 (yaw) respectively. The angle between incident wave and x-axis is β, and the wave amplitude is ζa, the circular frequency of wave is ω0. In this case, the encounter frequency is given by ω= ω0 - k0Ucosβ, where k0 is the wave number of incident wave and equal to ω02/g, with g the acceleration due to gravity.
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Fig. 1 Coordinate system. |
The potential flow theory considers that the fluid is incompressible and inviscid, and the flow is irrotational. A potential function can be used to describe the distribution of velocity in the flow field, which not only satisfies the Laplace equation, but also satisfies corresponding initial conditions and boundary conditions. The total potential
| $ \Phi (x, y, z, t){\text{ = }}\varphi (x, y, z){{\text{e}}^{ - i\omega t}} . $ | (1) |
The periodic potential can be separated into three parts: the incident wave potential, the diffraction potential and the radiation potential:
| $ \varphi \left({x, y, z} \right){{\text{e}}^{ - i\omega t}}{\text{ = }}\left[ {({\varphi _0} + {\varphi _7}) + \sum\limits_{j = 1}^6 {{\varphi _j}{\upsilon _j}} } \right]{{\text{e}}^{ - i\omega t}}, $ | (2) |
where φ0 is the incident wave potential, φ7 is the diffraction potential of the restrained ship, φj is the normalized velocity potential due to forced motions in six degrees of freedom, υj is the complex amplitude of the jth degree of freedom.
For diffraction and radiation wave potential, the boundary value problem to be solved is:
| $ \left\{ \begin{gathered} {\nabla ^2}{\varphi _j} = 0, {\text{ }}(j = 1\sim 7), {\text{ in fluid domain}} \hfill \\ (\nabla {\varphi _j} - {V_s}{\text{)}} \cdot n = 0, {\text{ }}(j = 1\sim 7), {\text{ on ship hull}} \hfill \\ \frac{\partial }{{\partial z}}{\varphi _j} - \frac{{{\omega ^2}}}{g}{\varphi _j} = 0, {\text{ }}z = {\text{0}} \hfill \\ \frac{\partial }{{\partial z}}{\varphi _j} = 0, {\text{ }}z = - {\text{h}} \hfill \\ \nabla {\varphi _j} \to 0, {\text{ }}z = - \infty \hfill \\ \mathop {\lim }\limits_{R \to \infty } {\varphi _j} = 0, {\text{ }}R \to \infty \hfill \\ \end{gathered} \right. . $ | (3) |
The boundary element method based on three-dimensional source and sink distribution theory can be used to solve the above velocity potential. The velocity potential can be expressed as:
| $ \varphi (x, y, z){\text{ = }}\frac{{\text{1}}}{{{\text{4 }\pi}}}\iint {\sigma G}(x, y, z;\xi, \eta, \zeta){\text{d}}s, $ | (4) |
where σ is source strength, s is wetted surface, (x, y, z) is the coordinate of the field point in the flow field, (ξ, η, ζ) is the coordinate of the source point on s, G is Green's function. G satisfies all boundary conditions, and can be expressed as:
| $ \begin{gathered} G(x, y, z;\xi, \eta, \zeta){\text{ = }}\frac{1}{R} + \frac{1}{{R'}} + 2pv\int_0^\infty {\frac{{\left({\mu + v} \right){e^{ - \mu d}}}}{{\mu \sinh (\mu d) - v\cosh (\mu d)}}} \hfill \\ {\text{ }} = \cosh \mu (\xi + d)\cosh \mu (z + d){J_0}(\mu r){\text{d}}\mu + \hfill \\ {\text{ }}2{\text{π }}i\frac{{({k^2} - {v^2})}}{{({k^2} - {v^2})d + v}}\cosh k(z + d)\cosh k(\xi + d){J_0}(kr){\text{ }} \hfill \\ \end{gathered}, $ | (5) |
| $ v = {\omega ^2}/g = k\tanh (kd), $ | (6) |
| $ r = \sqrt {{{(x - \xi)}^2} + {{(y - \eta)}^2}}, $ | (7) |
| $ R = \sqrt {{{(x - \xi)}^2} + {{(y - \eta)}^2} + {{(z - \zeta)}^2}}, $ | (8) |
| $ R' = \sqrt {{{(x - \xi)}^2} + {{(y - \eta)}^2} + {{(z + 2d + \zeta)}^2}}, $ | (9) |
where pv is the principal value of the integral, J0 is the first term of the Bessel function.
Then the first-order hydrodynamic pressure distribution of the hull can be obtained from the Bernoulli equation as follow:
| $ P = - \rho \frac{{\partial \Phi }}{{\partial t}} = i\rho \omega ({\varphi _0} + {\varphi _7} + \sum\limits_{j = 1}^6 {{\varphi _j}{\upsilon _j})} {{\text{e}}^{ - i\omega t}} . $ | (10) |
By integrating the pressure along the wetted surface of the hull, the hydrodynamic force acting on the hull can be obtained. The longitudinal component of the hydrodynamic force is wave added resistance, which can be divided into three parts: incident force, diffraction force and radiation force.
| $ {F_j} = \iint\limits_s {p{n_k}}{\text{d}}s = ({f_0}_k + {f_7}_k + \sum\limits_{j = 1}^6 {{T_{kj}}{\upsilon _j})} {{\text{e}}^{ - i\omega t}}, $ | (11) |
| $ {f_{0k}} = i\rho \omega \iint\limits_s {{\varphi _0}{n_k}}{\text{d}}s, $ | (12) |
| $ {f_{7k}} = i\rho \omega \iint {{\varphi _7}{n_k}}{\text{d}}s, $ | (13) |
| $ {T_{kj}} = i\rho \omega \iint {{\varphi _j}{n_k}\sigma G}{\text{d}}s, $ | (14) |
where f0k is incident force, f7k is diffraction force, Tkj is the radiation force of k direction when floating body moving at unit velocity in j direction.
The differential equation of motion of a ship advancing in regular waves is:
| $ \left[ {{M_s}(\omega) + {M_a}(\omega)} \right]\ddot X + C(\omega)\dot X + {K_s}(\omega)X = F(\omega), $ | (15) |
where Ms is structural mass matrix, Ma is hydrodynamic additional mass matrix, C is linear damping matrix of the system, Ks is total stiffness matrix of the system, F is wave force on the system, X is response amplitude operator (RAO), ω is encounter frequency.
3 Hull Geometry ModelThe ship model used in this paper is the S175 container ship. It is one of the benchmark hull forms used to study seakeeping capability and resistance performance by several researchers. Table 1 provides the main particulars of the S175 container ship and Fig.2 shows the body plans.
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Table 1 Main particulars of S175 container ship |
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Fig. 2 The body plan of S175 container ship. |
Fig.3 shows the geometric model of the S175 container ship. The model is employed in AQWA with scale ratio of 1:1 to estimate the motion response and added resistance in regular waves. The total number of grids is 5170.
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Fig. 3 Model and grids of S175 container ship. |
When a ship is sailing at sea, the wave angle may vary from 0 to 360 degrees. Therefore, the ship may be in the state of head waves, head quarter waves, beam waves, following quarter waves and following waves. When sailing in the beam waves, the ship is easy to capsize due to its violent rolling motion. When sailing in the following waves, it is prone to dangers such as losing control of course and large heeling. In actual navigation, it is necessary to avoid sailing in the above two wave directions. Therefore, this paper studies only three wave directions: head waves, head quarter waves and following quarter waves. Considering the symmetry of ship hull, this paper calculates and analyzes the motion responses and wave added resistance of S175 container ship with Fn = 0.15, 0.25 and β = 180°, 150°, 30°.
In this paper, the motion responses and wave added resistance of S175 container ship are solved quickly based on panel method by AQWA. Firstly, the response amplitude operators (RAOs) of the ship under different Froude numbers and wavelengths are calculated. Then the ship's motion responses and the wave force under the selected Froude numbers and wavelengths are calculated in time domain. Finally, the time history curves of motion responses and wave added resistance are obtained. And the effectiveness and accuracy of the proposed method are verified by comparing the calculated results with the experimental values.
4.1 Motion Responses and Wave Added Resistance in Head WavesFirstly, the motion responses and wave added resistance of S175 container ship advancing in regular head waves (β = 180°) with Fn = 0.15 and 0.25 are calculated. The range of λ/L is 0.5-2.5, where λ is wave length and L is ship length between perpendiculars. The wave amplitude ζa is 1.5 m. Due to the symmetry of the hull and the flow field, the transverse motion response of the ship is close to zero. Therefore, only the heave and pitch motions of the ship are calculated in head waves.
Due to the limitation of space, the paper only gives the time history curves of ship motions and longitudinal force when the added resistance reaches the maximum value at each Froude number. Figs.4 and 5 present time histories of computed heave and pitch motions of S175 container ship sailing in regular head waves with Fn = 0.15, λ/L = 1. Fig.6 presents time history of computed longitudinal wave force on the ship.
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Fig. 4 Heave response of S175 container ship. β = 180°, Fn = 0.15, λ/L = 1.0. |
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Fig. 5 Pitch response of S175 container ship. β = 180°, Fn = 0.15, λ/L = 1.0. |
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Fig. 6 Longitudinal wave force of S175 container ship. β = 180°, Fn = 0.15, λ/L = 1.0. |
Figs.7 and 8 present time histories of computed heave and pitch motions of S175 container ship sailing in regular head waves with Fn = 0.25, λ/L = 1.1. Fig.9 presents time history of computed longitudinal wave force on the ship under this condition.
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Fig. 7 Heave response of S175 container ship. β = 180°, Fn = 0.25, λ/L = 1.1. |
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Fig. 8 Pitch response of S175 container ship. β = 180°, Fn = 0.25, λ/L = 1.1. |
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Fig. 9 Longitudinal wave force of S175 container ship. β = 180°, Fn = 0.25, λ/L = 1.1. |
Fig.10 and 11 show the calculation results of the wave added resistance of S175 container ship sailing in regular head waves with Fn = 0.15 and 0.25, comparing with the test values of Fujii (1977).
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Fig. 10 Wave added resistance of S175 container ship. β = 180°, Fn = 0.15. |
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Fig. 11 Wave added resistance of S175 container ship. β = 180°, Fn = 0.25. |
It can be seen from the figures that the calculation results have a reasonable agreement with the experimental data. In the whole calculation region, the wave added resistance first increases with the increase of λ/L, and then decreases after reaching the peak value. With Fn = 0.15 and 0.25, the peak values of the calculation results appear at λ/L = 1.0 and 1.1 respectively. This is because the wave added resistance is composed of diffraction added resistance and radiation added resistance, and when a ship is sailing at high speed in waves, the wave added resistance is mainly caused by radiation. Within the region where encounter wavelength is close to the ship length, the heaving and pitching motions of the ship are violent, and the radiation added resistance caused by the motions is large, so the total wave added resistance is large. In the region far away from this interval, the ship movement is relatively gentle, and the wave added resistance is also small.
4.2 Motion Responses and Wave Added Resistance in Oblique Bow WavesThen, the motion responses and wave added resistance of S175 container ship advancing in oblique bow waves (β = 150°) with Fn = 0.15 and 0.25 are calculated. Different from sailing in head waves, the waves are encountered mostly by one side of the hull when ship sailing in oblique waves, and the flow field are no longer symmetrical. At this time, the rolling motion of the ship is very obvious, it is unreasonable to only consider the heave and pitch motions. In this section, the coupling effect between multiple degrees of freedom of the hull is considered. The motions of the hull are calculated by solving the coupled motion equations of heave, roll and pitch, then the wave added resistance of the hull is obtained.
Figs.12-14 present time histories of computed heave, roll and pitch motions of S175 container ship sailing in oblique bow waves (β = 150°) with Fn = 0.15, λ/L = 0.9. Fig.15 presents time history of computed longitudinal wave force on the ship under this condition.
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Fig. 12 Heave response of S175 container ship. β = 150°, Fn = 0.15, λ/L = 0.9. |
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Fig. 13 Rolling response of S175 container ship. β = 150°, Fn = 0.15, λ/L = 0.9. |
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Fig. 14 Pitch response of S175 container ship. β = 150°, Fn = 0.15, λ/L = 0.9. |
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Fig. 15 Longitudinal wave force of S175 container ship. β = 150°, Fn = 0.15, λ/L = 0.9. |
Figs.16-18 present time histories of computed heave, roll and pitch motions of S175 container ship sailing in oblique bow waves (β = 150°) with Fn = 0.25, λ/L = 1.0. Fig.19 presents time history of computed longitudinal wave force on the ship under this condition.
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Fig. 16 Heave response of S175 container ship. β = 150°, Fn = 0.25, λ/L = 1.0. |
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Fig. 17 Rolling response of S175 container ship. β = 150°, Fn = 0.25, λ/L = 1.0. |
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Fig. 18 Pitch response of S175 container ship. β = 150°, Fn = 0.25, λ/L = 1.0. |
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Fig. 19 Longitudinal wave force of S175 container ship. β = 150°, Fn = 0.25, λ/L = 1.0. |
Figs.20 and 21 show the comparison between the calculated and experimental data of wave added resistance of S175 container ship sailing in oblique bow waves (β = 150°) with Fn = 0.15 and 0.25.
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Fig. 20 Wave added resistance of S175 container ship. β = 150°, Fn = 0.15. |
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Fig. 21 Wave added resistance of S175 container ship. β = 150°, Fn = 0.25. |
It can be seen that the wave added resistance in oblique waves calculated by this method are still in good agreement with the experimental values, and the accuracy meets the requirements. In the whole calculation range of λ/L, the wave added resistance first increases and then decreases, and the peak values appear at λ/L = 0.9 and 1.0 respectively. The abscissas of the peak values are smaller than that in head waves, because the encounter wavelength λE in oblique waves is larger than the wavelength λ, the calculation formula is λE = λ/cos(180°-β).
4.3 Motion Responses and Wave Added Resistance in Quartering WavesFinally, the motion responses and wave added resistance of S175 container ship advancing in quartering waves (β = 30°) with Fn = 0.15 and 0.25 are calculated. As in the case of oblique bow waves, the motions of the hull are calculated by solving the coupled motion equations of the three degrees of freedom (heave, roll and pitch), then the wave added resistance of the hull is obtained.
Figs.22-24 present time histories of computed heave, roll and pitch motions of S175 container ship sailing in quartering waves (β = 30°) with Fn = 0.15, λ/L = 0.7. Fig.25 presents time history of computed longitudinal wave force on the ship under this condition.
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Fig. 22 Heave response of S175 container ship. β = 30°, Fn = 0.15, λ/L = 0.7. |
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Fig. 23 Rolling response of S175 container ship. β = 30°, Fn = 0.15, λ/L = 0.7. |
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Fig. 24 Pitch response of S175 container ship. β = 30°, Fn = 0.15, λ/L = 0.7. |
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Fig. 25 Longitudinal wave force of S175 container ship. β = 30°, Fn = 0.15, λ/L = 0.7. |
Figs.26-28 present time histories of computed heave, roll and pitch motions of S175 container ship sailing in quartering waves (β = 30°) with Fn = 0.25, λ/L = 0.7. Fig.29 presents time history of computed longitudinal wave force on the ship under this condition.
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Fig. 26 Heave response of S175 container ship. β = 30°, Fn = 0.15, λ/L = 0.7. |
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Fig. 27 Rolling response of S175 container ship. β = 30°, Fn = 0.15, λ/L = 0.7. |
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Fig. 28 Pitch response of S175 container ship. β = 30°, Fn = 0.25, λ/L = 0.7. |
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Fig. 29 Longitudinal wave force of S175 container ship. β = 30°, Fn = 0.25, λ/L = 0.7. |
Figs.30 and 31 show the comparison between the calculated and experimental data of wave added resistance of S175 container ship sailing in quartering waves (β = 30°) with Fn = 0.15 and 0.25. In the whole calculation range, the calculated values first increase and then decrease, which are in good agreement with the experimental data. Compared with the cases of β = 180° and β = 150°, the wave added resistance with β = 30° is greatly reduced, and the differences between the extreme value zone and other zone are small. The calculation results show that the wave added resistance has little influence on the ship's navigation in quartering waves, and the ship's stability and maneuvering safety have become the important issues to be considered.
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Fig. 30 Wave added resistance of S175 container ship. β = 30°, Fn = 0.15. |
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Fig. 31 Wave added resistance of S175 container ship. β = 30°, Fn = 0.25. |
By comparing the calculated results with the experimental data under three wave directions, it is shown that the method proposed in this paper is feasible to calculate the motion responses and wave added resistance of ships in head and oblique waves, and the calculation accuracy meets the requirements of engineering application. With β = 180° and β = 150°, the peak values of wave added resistance are prominent, and the calculation error at the peak values are relatively large. This is because this method is based on the potential flow theory without considering the viscosity of the fluid. When the ship moves violently, the computed values of the motion responses are too large, and the calculated radiation resistance will also be too large. Therefore, the calculated values of the wave added resistance are greater than the experimental data. When β = 30°, the motion responses of the ship are small, so the wave added resistance of the ship are greatly reduced, and the curves of the force becomes relatively flat. In order to reduce the error, the introduction of viscosity correction coefficients can be considered, and the research will be carried out in future work.
When β = 180°, the peak values of the calculation results with Fn = 0.15 and 0.25 appear at λ/L = 1.0 and 1.1 respectively. When β = 150°, the corresponding extreme points appear at λ/L = 0.9 and 1.0 respectively. When β = 30°, both of the two extreme points appear at λ/L = 0.7. It can be found that as the wave direction angle decreases, the λ/L corresponding to extreme point of wave added resistance shifts to the left. This is because when the ship is sailing in oblique waves, with the decrease of the wave direction angle, the encounter wavelength of the hull gradually increases. Comparing the magnitudes of wave added resistance under different wave direction angles, it can be seen that the wave added resistance in head waves is the largest under the same conditions. With the decrease of the wave direction angle, the wave added resistance slightly decreases in bow waves and greatly decreases in quartering waves. When β = 30°, it can be seen from the time history curves of ship motion responses that although the magnitudes of the ship's motion responses are significantly smaller, there are two peaks in a rolling cycle, which means the rolling motions become more complex. Therefore, the coupling characteristics of the ship's motion responses are more obvious in quartering waves, and the complex motion responses are detrimental to the stability and safety of the ship.
5 ConclusionsBased on the potential flow theory and panel method, this paper proposes a method to calculate the ship motion responses and the wave added resistance, and then calculates the wave added resistance of S175 container ship sailing in head waves, bow waves and quartering waves. The comparison between the calculated results and the experimental data shows that the calculated wave added resistance of each wave direction angle are in good agreement with the experimental value. Because the potential flow theory ignores the viscosity of the fluid, the calculation errors will be relatively large in the interval of intense motion, but the overall calculation accuracy meets the requirements of engineering application.
In this paper, the wave added resistance of S175 container ship are calculated and analyzed under three wave directions. The results show that the wave added resistance is the largest in head waves under the same conditions. As the wave direction angle decreases, the wave added resistance gradually decreases. When the ship is sailing in quartering waves, the wave added resistance is greatly reduced, but the ship's lateral and longitudinal coupled motions are more complex, which will bring adverse effects on the stability of the ship and the comfort of the personnel on board.
This paper proposes a fast method to calculate the motion responses and wave added resistance of ship in any wave direction, which can provide strong technical support for the development of high-performance new ship forms, optimization of ship hull lines, comprehensive performance evaluation of ships and practical navigation guidance.
AcknowledgementsThe authors wish to acknowledge financial support from the National Natural Science Foundation of China (Nos. 51709246, 52171280, 51609220, U1806229).
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