In modern industrial applications, RV reducers have gained significant importance due to their high precision and efficiency, particularly in robotics and precision machinery. These reducers consist of a two-stage system combining an involute cylindrical gear reducer and a cycloidal pin wheel reducer. The cycloidal gear, a critical component, often features multiple assembly holes such as circular and trapezoidal openings, which create low-stiffness regions. During gear grinding processes, these areas are prone to deformation, leading to reduced dimensional accuracy and potential issues like grinding cracks. This study focuses on analyzing the deformation behavior of cycloidal gears during gear profile grinding using finite element methods to predict and mitigate such effects.
Gear grinding is a precision machining technique used to achieve high surface quality and dimensional accuracy in gear manufacturing. However, the process involves complex interactions between the grinding wheel and the workpiece, resulting in forces that can cause elastic and plastic deformation. In cycloidal gears, the presence of low-stiffness zones exacerbates this problem, potentially leading to grinding cracks if not properly controlled. This research employs a single-grit grinding force model to simulate the forces applied during gear profile grinding, enabling a detailed investigation into deformation patterns under varying operational parameters.
The grinding force in gear grinding can be decomposed into three orthogonal components: the normal force \( F_n \) acting radially, the tangential force \( F_t \) acting along the wheel’s direction of rotation, and the axial force \( F_a \) acting parallel to the wheel axis. For simplicity, the axial force \( F_a \) is often neglected due to its relatively small magnitude. The overall grinding process can be modeled as the cumulative effect of individual abrasive grits, each undergoing stages of sliding, plowing, and cutting. The mathematical model for the normal and tangential grinding forces per single grit is given by:
$$F_n = K \frac{v_w}{v_s} a_p b + K_1 b \frac{v_w}{v_s} \sqrt{\frac{a_p}{d_s}} + K_2 b \left( \frac{v_w}{v_s} \right) \left( \frac{\alpha_0}{15.2 M} \right)^{b_0} (a_p)^{c_0} \sqrt{d_s a_p}$$
$$F_t = K_3 \frac{v_w}{v_s} a_p b + K_4 + K_5 \frac{v_w}{d_s v_s} \sqrt{d_s a_p} b + K_5 b \left( \frac{v_w}{v_s} \right) \left( \frac{\alpha_0}{15.2 M} \right)^{b_0} (a_p)^{c_0} \sqrt{d_s a_p}$$
where \( v_s \) is the grinding speed, \( v_w \) is the feed rate, \( a_p \) is the grinding depth, \( d_s \) is the wheel diameter, \( b \) is the grinding width, \( M \) is the grit size, and \( K, K_1, K_2, K_3, K_4, K_5, \alpha_0, b_0, c_0 \) are constants determined experimentally. This model accounts for the material removal mechanisms and is essential for predicting forces in gear grinding simulations.

To analyze the deformation in cycloidal gears during gear profile grinding, a three-dimensional finite element model was developed. The cycloidal gear profile is defined by the parametric equations derived from the gear geometry. For a cycloidal gear, the tooth profile coordinates \( (X_a, Y_a) \) are given by:
$$X_a = R_z – r_z S^{-1/2} \cos((1 – i_H) \phi) – (A – K_1 r_z S^{-1/2}) \cos(i_H \phi)$$
$$Y_a = R_z – r_z S^{-1/2} \sin((1 – i_H) \phi) – (A – K_1 r_z S^{-1/2}) \sin(i_H \phi)$$
where \( S = 1 + K_1^2 – 2 K_1 \cos \phi \), \( R_z \) is the pitch circle radius of the pinion, \( r_z \) is the pinion radius, \( \phi \) is the engagement phase angle, \( K_1 \) is the shortening coefficient, \( A \) is the eccentricity, and \( i_H = Z_p / Z_c \) is the transmission ratio between the cycloidal gear and the pinion, with \( Z_p \) and \( Z_c \) being the number of teeth on the cycloidal gear and pinion, respectively. The basic parameters for the cycloidal gear used in this study are summarized in Table 1.
| Parameter | Value |
|---|---|
| Number of teeth on cycloidal gear \( Z_p \) | 40 |
| Pitch circle radius of pinion \( R_z \) (mm) | 82 |
| Eccentricity \( A \) (mm) | 1.5 |
| Pinion radius \( r_z \) (mm) | 3.5 |
| Number of teeth on pinion \( Z_c \) | 39 |
| Phase angle range \( \phi \) (°) | 0 to 360 |
The finite element model was constructed using ABAQUS software, taking advantage of the gear’s symmetry to reduce computational cost. One-third of the cycloidal gear, focusing on the trapezoidal hole region, was modeled. The gear material is 25CrMo4 steel, with an elastic modulus \( E = 212 \) GPa and a Poisson’s ratio \( \nu = 0.3 \). The mesh was generated using C3D10 tetrahedral elements, with refinement in the grinding contact area to capture deformation accurately. Boundary conditions included symmetric constraints on the cut faces, fixed supports on the central hole (simulating the shaft connection), and restraints on the trapezoidal holes (mating with pins). The base of the gear was constrained in the axial direction to represent fixture support.
In gear profile grinding, the grinding wheel is dressed to match the tooth groove profile of the cycloidal gear. The simulation applied the single-grit grinding forces \( F_n \) and \( F_t \) to equivalent nodes in the grinding arc, representing the contact zone between the wheel and the gear. The grinding parameters varied included grinding speed \( v_s \), grinding depth \( a_p \), and axial feed rate \( v_w \), as detailed in Table 2. These parameters were selected to cover typical industrial ranges for gear grinding operations.
| Grinding Speed \( v_s \) (m/s) | Grinding Depth \( a_p \) (μm) | Axial Feed Rate \( v_w \) (mm/min) |
|---|---|---|
| 50 | 20 | 1500 |
| 55 | 30 | 3500 |
| 60 | 40 | 5500 |
| 65 | 50 | 7500 |
The deformation during the gear grinding process was analyzed at five distinct positions along the tooth groove: initial engagement, 1/4 groove, 1/2 groove, 3/4 groove, and exit. The results revealed a consistent deformation pattern, where deformation initially decreases and then increases as the grinding wheel progresses through the groove. This behavior is attributed to variations in structural stiffness along the groove path. At the initial engagement, the stiffness is lowest, resulting in the maximum deformation of 2.29 μm. As the wheel advances to the 1/2 groove position, stiffness increases, leading to a minimum deformation of 2.01 μm. Upon approaching the exit, stiffness decreases again, causing deformation to rise to 2.25 μm. This parabolic deformation profile highlights the critical influence of localized stiffness on gear grinding accuracy and the risk of grinding cracks in low-stiffness regions.
The effect of grinding speed on deformation was investigated by varying \( v_s \) from 50 to 65 m/s while keeping other parameters constant (\( a_p = 20 \) μm, \( v_w = 1500 \) mm/min). The deformation decreased gradually with increasing grinding speed, as summarized in Table 3. For instance, at \( v_s = 50 \) m/s, the deformation was 1.12 μm, whereas at \( v_s = 65 \) m/s, it reduced to 1.04 μm. This reduction occurs because higher grinding speeds decrease the undeformed chip thickness, thereby lowering the grinding forces and minimizing elastic deformation. This trend is crucial for optimizing gear profile grinding processes to prevent excessive deformation and potential grinding cracks.
| Grinding Speed \( v_s \) (m/s) | Normal Force \( F_n \) (N) | Tangential Force \( F_t \) (N) | Deformation (μm) |
|---|---|---|---|
| 50 | 4.28 | 2.22 | 1.12 |
| 55 | 3.89 | 2.01 | 1.10 |
| 60 | 3.56 | 1.85 | 1.07 |
| 65 | 3.29 | 1.71 | 1.04 |
Grinding depth \( a_p \) was varied from 20 to 50 μm to assess its impact on deformation, with \( v_s = 50 \) m/s and \( v_w = 1500 \) mm/min. The results, presented in Table 4, show a linear increase in deformation with grinding depth. At \( a_p = 20 \) μm, deformation was 1.12 μm, rising to 2.29 μm at \( a_p = 50 \) μm. This is due to the increased contact area and chip thickness at higher depths, which amplify grinding forces and exacerbate deformation. In gear grinding, controlling grinding depth is vital to avoid overloading and grinding cracks, especially in sensitive regions like trapezoidal holes.
| Grinding Depth \( a_p \) (μm) | Normal Force \( F_n \) (N) | Tangential Force \( F_t \) (N) | Deformation (μm) |
|---|---|---|---|
| 20 | 4.28 | 2.22 | 1.12 |
| 30 | 5.25 | 2.72 | 1.55 |
| 40 | 6.08 | 3.15 | 1.93 |
| 50 | 6.81 | 3.53 | 2.29 |
The axial feed rate \( v_w \) was varied from 1500 to 7500 mm/min to examine its influence, with \( v_s = 50 \) m/s and \( a_p = 20 \) μm. As shown in Table 5, deformation increased with feed rate, from 1.12 μm at 1500 mm/min to 2.20 μm at 7500 mm/min. Higher feed rates increase the material removal rate and cutting forces, leading to greater deformation. This underscores the importance of balancing productivity with precision in gear profile grinding to mitigate deformation and avoid defects like grinding cracks.
| Axial Feed Rate \( v_w \) (mm/min) | Normal Force \( F_n \) (N) | Tangential Force \( F_t \) (N) | Deformation (μm) |
|---|---|---|---|
| 1500 | 4.28 | 2.22 | 1.12 |
| 3500 | 9.98 | 5.17 | 1.61 |
| 5500 | 15.68 | 8.11 | 1.94 |
| 7500 | 21.45 | 11.07 | 2.20 |
Further analysis was conducted to relate the grinding parameters to the deformation using regression models. The deformation \( \delta \) can be expressed as a function of grinding speed, depth, and feed rate. Based on the simulation data, a simplified empirical equation was derived:
$$\delta = C_1 \frac{1}{v_s} + C_2 a_p + C_3 v_w$$
where \( C_1, C_2, C_3 \) are coefficients determined from the finite element results. This equation highlights the inverse relationship with grinding speed and direct relationships with grinding depth and feed rate. Such models are valuable for predicting deformation in industrial gear grinding applications and optimizing parameters to minimize errors.
The risk of grinding cracks in cycloidal gears during gear profile grinding is closely linked to the deformation behavior. Excessive deformation can induce tensile stresses on the gear surface, leading to micro-cracks that propagate under cyclic loading. The finite element analysis shows that deformation is most pronounced in low-stiffness regions, such as near trapezoidal holes, where stress concentrations are high. By controlling grinding parameters, particularly grinding depth and feed rate, the likelihood of grinding cracks can be reduced. For instance, lower grinding depths and moderate feed rates help maintain forces within safe limits, preserving gear integrity.
In addition to parametric studies, the effect of wheel characteristics on deformation was considered. The grinding wheel used in this study had a diameter \( d_s = 150 \) mm, width \( b = 42 \) mm, and CBN abrasive with grit size \( M = 60 \). The grit size influences the number of active cutting edges and the force distribution. Finer grits may reduce individual grit forces but increase the number of engagement points, potentially affecting deformation. Future work could explore the interplay between wheel specifications and deformation in gear grinding.
The finite element approach adopted here provides a robust framework for simulating gear grinding processes. However, real-world factors such as thermal effects and wheel wear were not included in this model. Thermal expansion due to grinding heat can exacerbate deformation and induce grinding cracks, suggesting the need for coupled thermo-mechanical analyses in subsequent studies. Moreover, wheel wear alters the grinding geometry and forces over time, impacting long-term deformation trends.
To enhance the practicality of this research, the deformation results were compared with tolerance standards for precision gears. The maximum deformation of 2.29 μm observed in this study falls within acceptable limits for many industrial applications, but for high-precision RV reducers, even minor deviations can affect performance. Thus, process optimization using the insights from this analysis is essential. For example, implementing adaptive control systems that adjust grinding parameters in real-time based on deformation feedback could improve accuracy.
In conclusion, this study demonstrates the deformation behavior of cycloidal gears during gear profile grinding through finite element analysis. The deformation follows a parabolic trend along the tooth groove, with maximum values at the entry and exit points due to stiffness variations. Grinding speed inversely affects deformation, while grinding depth and axial feed rate have direct proportional effects. The findings emphasize the importance of parameter selection in minimizing deformation and preventing grinding cracks. Future research should incorporate thermal and dynamic effects to provide a comprehensive understanding of gear grinding processes. This work contributes to the advancement of precision manufacturing in RV reducers and similar systems, ensuring reliable performance through optimized gear grinding techniques.
