Academic Journal of Science and Technology ISSN: 2771-3032 | Vol. 14, No. 1, 2025 265 Dynamic Analysis of Load Distribution Optimization in Low‐Speed Heavy‐Duty Multi‐Stage Planetary Gear System Jinghao Sun, Wei Wu, Kaiqi Yan, Xincheng Zhao School of Mechanical Engineering, Xi’an Shiyou University, Xi’an 710065, China Abstract: A three-stage planetary gear reducer was designed for low-speed, heavy-load operating conditions, and a dynamic model was established after optimizing the load distribution through floating planet carriers. This model was used to study the nonlinear motion factors in the gear system, with a particular focus on the internal excitation caused by time-varying meshing stiffness. A mathematical analysis model of the mechanism was developed using MATLAB, and the time-varying meshing stiffness curves were derived. The analysis shows that the system exhibits periodic motion with changes in stiffness. Additionally, the load distribution of the system was analyzed based on stiffness variation, and the research indicates that as the stiffness increases, the transmission system experiences greater vibrations and impacts, leading to a decline in load distribution performance. Finally, a kinematic simulation model of the planetary gear system was established using ADAMS. Simulation results demonstrated that load distribution optimization for this transmission system is essential and provided the basis for this conclusion. Keywords: Three-stage gear reducer; floating planet carrier; load distribution optimization; time-varying meshing stiffness, ADAMS. 1. Introduction With the continuous progress and development of China’s modern manufacturing industry, planetary gear transmissions have become an indispensable transmission form due to their high load capacity, compact structure, smooth transmission, and high efficiency. They are widely used in various mechanical fields, including the petroleum industry, lifting and transportation, construction machinery, aerospace, ships, high-speed trains, automobiles, and many industrial machines. A multi-stage planetary gear transmission system is a complex mechanical power transmission system that exhibits both rigidity and flexibility. From a dynamic perspective, the gear transmission system is a continuous elastic system, where the system generates dynamic responses under internal and external excitations during motion, enabling power transmission. The internal excitation is a time-varying excitation generated by the meshing interaction between the gear pairs within the system, which is the key distinguishing factor of gear transmission systems compared to other mechanical transmission systems. Singh studied a single- stage planetary system, considering the effects of the sun gear support stiffness and the planet wheel needle bearing stiffness. Transmission system models with 4, 5, and 6 planet gears were established, highlighting that as the number of planet gears increases, the control range of the planet wheel pinhole positional error becomes smaller, and the system's load- sharing characteristics improve[1].Zhang DH, based on reliability theory and modern mechanical optimization design methods, optimized the volume, overlap degree, and efficiency of the NGW planetary gear transmission as objective functions. He then used ProE software to create a parametric solid model for assembly[2].Li Sheng et al. used the Gill integration method to solve the dimensionless motion equations of a two-stage planetary gear system in a milling cutter gearbox. They analyzed the effects of factors such as damping and excitation frequency on the system's bifurcation and chaotic characteristics[3]. This paper focuses on the planetary gear reducer used in the sugar production process for the pressing stage. A dynamic model of the system is established to study its nonlinear dynamic characteristics. The system's dynamic performance demonstrates the superiority of the optimized planetary gear reducer. The research results provide a theoretical foundation for the load-sharing optimization design of gear trains. 2. Modeling of the Planetary Gear Transmission System 2.1. Gear Train Parameter Configuration The gearbox designed in this paper is applied to the sugar production process, with operating conditions in a low-speed, heavy-load environment. The motor power is 600 kW, the input speed ranges from 500 to 1200 r/min, and the gear ratio is approximately 150:1, with the expected output speed ranging from 0 to 10 r/min. After analysis, a multi-stage NGW planetary gear system was selected for the gearbox. The NGW system consists of a sun gear, a single set of planet gears, and a ring gear, using an internal meshing structure. This structure allows for a more compact gear arrangement while providing a wide range of transmission ratios, making it suitable for the required application. The motion schematic of the three-stage planetary gear reducer is shown, utilizing a three-stage 2K-H planetary gear system. 266 Figure 1. Schematic diagram of the motion of a three-stage planetary gear reduction gearbox Finally, after applying the gear design standards, the parameters of the three-stage planetary gear reducer are presented in Table 1. Table 1. Basic parameters of the planetary gear train Z am  L Number of gears nx First-stage sun gear 25 7 20 145 0.3387 First-stage planet gear 44 7 20 140 3 0.1872 First-stage ring gear 113 7 20 140 0.6820 Second-stage sun gear 18 14 20 200 0.3813 Second-stage planet gear 39 14 20 210 3 0.0701 Second-stage ring gear 96 14 20 210 0.5291 Third-stage sun gear 26 20 20 390 0.2641 Third-stage planet gear 28 20 20 400 3 0.2688 Third-stage ring gear 82 20 20 400 0.8017 2.2. Load-sharing Structure Optimization of the Planetary Gear System 2.2.1. The Principle of Load Sharing. Load power distribution refers to the process in which the n planet gears, uniformly distributed around the sun gear in a planetary gear system, share and transmit the load. From a theoretical perspective, the output power and load capacity of the transmission system are directly proportional to the number of planet gears. [4]When there is a change in the load distribution between the gear teeth, some components within the planetary gear system are allowed to float structurally, with the positions of the components optimized to restore a balanced load distribution. As illustrated, in a single-stage three-planet gear system, when the load is uniformly distributed among the planet gears, the load distribution generates a vector forming an equilateral triangle, which is the foundation of the load-sharing principle[5]. Figure 2. Load distribution diagram of the planetary transmission system This paper employs the design of floating components within the gear train, primarily to facilitate practical manufacturing and assembly processes. The strategy is focused on minimizing the system's sensitivity to manufacturing and assembly tolerances, thereby indirectly improving the load-sharing performance of the planetary gear system[6]. Considering the low-speed operating conditions of the gearbox in this study, a floating planet carrier mechanism is implemented for the load-sharing system[7]. The shaft is coupled to the planet carrier via a dual-tooth coupling, which minimizes the need for excessive structural support, thereby facilitating the floating motion of the components. Additionally, the relatively large mass of the planet carrier itself ensures a stable floating motion, thereby maintaining operational stability and reducing dynamic fluctuations within the system. Figure 3. Schematic diagram of the floating motion of the planet carrier The 3D model of the gear train after the planet carrier floating motion is shown in the figure 4 below. The sun gear is configured as a spline-shaft-gear component, with the sun gears connected via a coupling. 267 Figure 4. 3D model of the gear train 2.2.2. Load-Sharing Coefficient Calculation To quantify the uniformity of load distribution in a planetary gear system, the load-sharing coefficient is a critical parameter used to assess the degree of load distribution between individual gears or components[8]. The load-sharing coefficient is defined by the following formula:  mmax max H n m m i 1 F K 1 F n        (1) In the formula, max represents the maximum load per unit tooth width, m represents the average load per unit tooth width, and  m max F denotes the maximum meshing force between the external meshing pairs of the n gears. The load-sharing coefficients before and after the floating of the planet carrier, as calculated by the system of equations, are shown in the figure5. (a)Load-sharing coefficient without floating (b)Load-sharing coefficient with floating Figure 5. Diagram of load-sharing coefficient variation As illustrated in the diagram, the load-sharing coefficient of the transmission system with a floating planet carrier fluctuates around 1.23, whereas the original transmission system without a floating mechanism fluctuates around 1.79. A lower load-sharing coefficient signifies a more uniform distribution of the load among the planetary gears within the meshing pairs, thereby enhancing the load-sharing performance. The incorporation of a floating planet carrier significantly improves the load distribution uniformity in planetary gear systems, which is critical for reducing stress concentrations and extending the operational lifespan of the system. 3. Dynamic Analysis of the Gear Transmission System 3.1. Nonlinear Dynamics Analysis In the dynamic analysis of gear systems, studying gear stiffness and internal excitation during meshing in multi-stage planetary gear systems are key research focuses .For the planetary gear system in this study, the energy method is used for calculation[9].The potential energy generated during meshing consists of five components[10]: shear potential energy sU , Hertzian contact potential energy hU , bending potential energy bU , tooth base potential energy fU , and compressive potential energy aU . From the above potential energies, the shear stiffness sk , Hertzian contact stiffness hk ,bending stiffness bk ,substrate deformation stiffness fk ,and axial compressive stiffness akcan be calculated, as described by the following relationship:   2 2 s 2 d s b 0 x 2 2 b 2 b d b a 0 x 2 2 a 2 d a a 0 x 2 f f 2 h h F F k 2U 1.2F 2 dx 2GA F F k 2U F d x F h 2 dx 2EI F F k 2U F 2 dx 2EA F k 2U F k 2U                                 (2) In the formula, h is the distance from the centerline to the meshing point, d is the distance from the meshing point to the base circle, E is the Young's modulus, G is the shear modulus, xI is the second moment of area of the gear tooth section at the base circle, xA is the sectional area in the direction, aF and bF are the radial and tangential forces at the meshing point, respectively[11]. 268 Additionally, from the geometric relationship of the involute curve and the diagram, it can be observed that:       b 1 b 1 1 b 1 b b b 1 1 b 1 b h R cos sin x R cos sin cos d R cos sin cos                                    (3) In the formula,  represents the pressure angle, bR is the radius of the base circle, 1 is the angle between the meshing force and the tooth's centerline, and b is the half-arc angle of the base circle. Figure 6. Straight gear tooth model Using the above comprehensive equation, the different types of stiffness for an individual tooth pair can be determined.                   b 1 b 1 b 1 2 h 2 b 1 a b 2 b 1 s b 2 1 b b 3 b b 2 * f 1 f f 1 EL k 4 1 cos sin1 da k 2EL cos sin 1.2 1 cos cos1 da k EL cos sin 3 1 cos sin cos cos1 da k 2EL cos sin u cos L s1 k                                                                 2 * * * 2f 1 f u M P 1 Q tan s EL                                       (4) In the formula, E is the Young's modulus, is the Poisson's ratio, L is the tooth width, fu is the distance from the meshing point to the tooth root circle's vertex, fs is the arc length corresponding to the previous gear tooth on the tooth root circle, and *L *M *P *Q is the constant related to the ratio of the central angle of the corresponding gear to the pitch radius. Figure 7. Substrate deformation geometric relationship For gear systems with a contact ratio between 1 and 2, operating in a state of alternate single and double tooth meshing[12].the overall stiffness k of a single tooth pair can be expressed as: 2 h s1 s2 b1 b2 f1 f2 a1 a2 F 1 k 1 1 1 1 1 1 1 1 12U k k k k k k k k k           (5) In the formula, F represents the contact force between the gear teeth, with subscripts 1 and 2 referring to the driving gear and the driven gear, respectively[13]. Figure 8. Gear double-tooth meshing motion relationship The comprehensive stiffness of double-tooth meshing can be approximately analogized as the parallel connection of two springs, which is equivalent to the parallel connection of the stiffness of a single tooth pair[14].By summing the individual tooth stiffness expressions as outlined above, the comprehensive stiffness of double-tooth meshing can be expressed as: 2 z i 1 h,i b1,i b2,i s1,i s2,i a1,i a2,i 1 k 1 1 1 1 1 1 1 k k k k k k k          (6) 3.2. Calculation and Analysis of Time-varying Meshing Stiffness in Multi-stage Systems By substituting the parameters of each stage gear into the comprehensive equation (4), the necessary data for 269 calculating various types of meshing stiffness are obtained. Figure 9. Hertzian contact stiffness Figure 10. Variation curve of the sun gear base deformation stiffness Figure 11. Single tooth mesh overall stiffness variation curve Figure 12 Time-varying mesh stiffness variation curve 3.3. The impact of time-varying meshing stiffness on load distribution in the gear train. As shown in the figure, the time-varying meshing stiffness of the planetary gear system follows a simple harmonic motion function over time[15].indicating that the meshing stiffness consists of alternating components and an average component, as expressed by the following equation:  t n mk k k cos     (7) In the formula, nk is the average value of the time-varying meshing stiffness, mk is the stiffness amplitude,  is the excitation frequency, and is the initial phase. The ratio of mk to nk characterizes the temporal fluctuation of meshing stiffness. Thus, the meshing stiffness fluctuation coefficient is defined as: m k n k G k  (8) By changing the meshing stiffness fluctuation coefficient while keeping other parameters constant, different values were used for calculations. The resulting load distribution coefficient for the planetary gear transmission system with a floating structure is shown in the figure13. As the fluctuation coefficient increases, the load distribution coefficient also increases. However, when the fluctuation coefficient reaches about 0.5 to 1, the growth of the load distribution coefficient slows down. This suggests that as stiffness increases, vibration amplitude increases, leading to greater vibrations and shocks, which reduces load distribution performance. Figure 13. The relationship between load distribution coefficient and time-varying meshing stiffness 4. Kinematic Simulation Based on ADAMS After constructing the 3D model in SolidWorks, it is imported into ADAMS, leaving only the kinematic meshing mechanism, as shown in the figure below. A separate simulation is performed for each stage of the gear system. The 3D model in Parasolid format is loaded into ADAMS, and the material properties of the components are defined according 270 to the design specifications. Then, constraints between the various components are established, as outlined in the following table: Table 2. constraint conditions reference Constraint sun gear ground revolute pair planet gear ground revolute pair ring gear ground prismatic pair planet carrier ground revolute pair sun gear planet carrier prismatic pair Figure14. Planetary Gear Train Simulation Structural Diagram The contact force between gears is then defined, and the contact force is generally expressed by the following equation[12]:  max max N d K step 0 0,d ,C F , 0dt 0, 0           ,, (9) In the equation,  represents the actual contact distance between the two meshing gears,d is the penetration depth, maxC is the damping coefficient, and step is the step function. From this equation, it is evident that contact force is generated only when the two gears collide. Therefore, the contact between the meshing pairs of gears is modeled using "entity-to-entity" collision contacts. The stiffness coefficient is selected, with the force exponent set to 2.2, damping set to 10 N·s/mm, static friction coefficient set to 0.3, dynamic friction coefficient set to 0.1, and pe0000000000netration depth set to 0.1 mm. Subsequently, the driving force and load are defined. The input speed is set to 1200 rpm, and the output speed is set to 8 rpm. A rotational drive is applied to the input gear, and a load in the opposite direction is applied to the fixed-axis gear. Figure15. Set parameters Figure16. Sun gear and planetary gear Contact force amplitude-frequency curve Figure 17. Planetary gear and ring gear Contact force amplitude-frequency curve The simulation results indicate that the meshing force fluctuation between the sun gear and the planet gears is smaller than that between the planet gears and the internal gear. This difference is due to the centrifugal forces generated by the rotation of the planet gears, which are added to the force between the planet gears and the internal gear. Furthermore, as shown in the Figure16 and Figure17, both meshing pairs exhibit significant fluctuations, which implies considerable vibrations during the meshing process. These vibrations can have a substantial impact on the gear's lifespan, tooth surface strength, and other performance characteristics. Additionally, the simulation of each stage of the planetary gear system shows that each stage experiences significant impacts. Therefore, it is necessary to implement load distribution optimization in the design to reduce the effects of these vibrations and improve the overall performance of the system. 5. Conclusion (1) For planetary gear reducers in low-speed, heavy-load environments, a multi-stage planetary gear transmission system with a floating planet carrier configuration was established based on the original design. This system model facilitates smoother transmission, providing a theoretical foundation for the research and manufacturing of planetary gear transmission systems. (2) Through nonlinear dynamic analysis of the planetary gear system and its meshing stiffness, the meshing motion was studied to obtain various time-varying meshing stiffness curves, which realistically reflect the actual motion of the 271 meshing pairs. The floating structure type significantly influences the load sharing performance of the planetary gear system. From the system analysis results of load sharing based on the stiffness of the floating components, it can be concluded that when manufacturing errors exist in the planetary gear system, the load-sharing coefficient with floating components is smaller than that without floating components. The load-sharing performance of the planetary gear system changes most rapidly with the variation of the floating components, while the change with meshing stiffness is relatively slower. (3) The kinematic parameters obtained through the kinematic analysis of the gear system provide essential support for the optimization of structural parameters, enabling further optimization of the planetary gear reducer and improving design efficiency[17].This also lays the foundation for subsequent dynamic analysis as well as the analysis of gear friction and wear. References [1] Singh A. Load sharing behavior in epicyclic gears: Physical explanation and generalized formulation[J]. 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