Browse Topic: Splines

Items (477)
This study investigates the NVH characteristics of the spline coupling that connects the motor and reducer shafts in an electric drive unit, using flexible multibody dynamics simulations. Focusing on the source stage of the NVH analysis process, the excitation force magnitude and spline trajectory are examined under various spline design conditions. The study compares spline fit types (side fit vs. major fit), clearance vs. interference conditions, and variations in tooth number and module size. This study analyzes the overall behavior of spline excitation forces under various design conditions, complementing prior research focused mainly on specific causes or manufacturing improvements. Side fit splines exhibit lower first-order excitation forces compared to major fit splines, but significantly higher excitation forces at higher orders. This leads to increased spline trajectory amplitude and amplified whirling of the input shaft. Since the input gear is directly coupled to the input shaft, this whirling behavior increases the gear center-distance variation, which in turn amplifies the cumulative pitch error. In particular, clearance fit conditions result in greater higher-order excitation forces and gear eccentricity than interference fits. Major fit splines, on the other hand, show more stable trajectories and lower higher-order excitation forces, minimizing their impact on the overall system. The analysis of tooth number variation reveals that increasing the number of teeth reduces first-order excitation forces while increasing higher-order components, indicating that force distribution within the spline can be tuned. Tooth number adjustment does not affect the rest of the system, suggesting it is a practical strategy for achieving desired NVH characteristics. In conclusion, spline design parameters such as fit type and tooth number significantly influence the magnitude and directional behavior of excitation force, leading to system-level phenomena.
Kim, Dong-Jun, Hwang, Seung Gyu, Kim, Donghee, Kim, Seon Hyeong, Lee, SangHan, Grant, George, Halse, Christopher
Robotic ultrasound scanning technology is a research hotspot in the field of medical imaging, and can achieve standardized and high-precision data acquisition. However, large force tracking errors occur during scanning, especially in complex human tissues, which can severely degrade image quality and diagnostic accuracy. Therefore, we propose an adaptive speed-regulated impedance control strategy to address this challenge, which innovatively combines the spline real-time interpolation and impedance control for constant force tracking. Firstly, the discrete ultrasound scanning paths are fitted to generate a smooth and synchronized interpolation trajectory. Then, the speed of the reference trajectory is adjusted in real time based on the Taylor formula to reduce the force tracking error. Experimental verification was conducted, and the results showed that the force tracking error increases with the increase of trajectory speed. In addition, at high speeds (e.g., 10 mm/s), the mean/variance of the force tracking error of the proposed method (0.3067N/0.2784) is reduced by 31.1%/37.4% respectively compared with the mean/variance of the traditional impedance control (0.4452N/0.4448), fully demonstrating the effectiveness of the proposed control strategy.
Min, Kang, Zhang, Le, Shi, Yudong, Fang, Jin, Mo, Hangjie, Li, Xiaojian
In today’s fast changing and competitive automotive world, vehicle NVH plays an important role in customer’s perception of the brand. A silent cabin with lower noise levels is a desired attribute in a modern car. In such a scenario, abnormal noises arising because of manufacturing variations and tolerances of components can impact the brand image of any automotive company negatively. This paper presents an investigation into a noise issue arising drive shaft of an automotive vehicle while driving on rough roads at low speeds. Various technical measurements, including rotational backlash and dimensional assessments, were conducted, all of which were found within specification. However, axial play between the tripod and the mid-shaft spline was identified during disassembly. Further analysis revealed that material localization was the only change point in the drive shaft manufacturing process. The fit interference between the tripod spline and the mid-shaft spline was lower due to lower initial pressing load, which was identified as the root cause of the noise. A corrective measure was proposed by revising the tripod pressing load and adjusting the mid-shaft spline dimensions to reduce axial play and eliminate the noise. In conclusion, this paper emphasizes the role of tolerances in drive shaft system and root cause analysis of noise generating because of the same. The results demonstrate the criticality of pressing load on tripod spline for refined NVH and in turn, better customer perception.
Dhankhar, Dinesh Singh, Mishra, Ashish, Kirti, Viplav, Rana, Deepak, Bhardwaj, Ashish, Singh, Karanveer
As environmental concerns have taken the spotlight, electrified powertrains are rapidly being integrated into vehicles across various brands, boosting their market share. With the increasing adoption of electric vehicles, market demands are growing, and competition is intensifying. This trend has led to stricter standards for noise and vibration as well. To meet these requirements, it is necessary to not only address the inherent noise and vibration sources in electric powertrains, primarily from motors and gearboxes, but also to analyze the impact of the spline power transmission structure on system vibration and noise. Especially crucial is the consideration of manufacturing discrepancies, such as pitch errors in splines, which various studies have highlighted as contributors to noise and vibration in electric powertrains. This paper focuses on comparing and analyzing the influence of spline pitch errors on two layout configurations of motor and gearbox spline coupling structures. The first involves an integrated approach where the motor shaft and gearbox input shaft are combined and share a single shaft, while the input gear is attached using splines. The second approach features a separated configuration where the motor and gearbox exist as separate entities and are connected by splines. Through this analysis, the study investigated the impact of pitch errors occurring in the splines on dynamic behavior. To ensure early NVH performance in powertrain development, the study utilized both quasi-static software RomaxDT(is software B) and multibody dynamics software ADAMS(is software A). Although both layouts are susceptible to vibration caused by pitch errors in the splines, the mechanisms were found to be different. This research has established a process for understanding how the coupling of the motor shaft and gearbox input shaft affects system behavior and NVH performance. Additionally, it underscored the importance of managing spline pitch errors in the layout of motors and gearboxes.
Park, Sohee, Min, Gyeonghwi
As part of the development of its new powertrain consisting of two electric motors, a combustion engine and a gearbox, Renault SAS followed an original approach to achieve an assembly with an optimized, robust, and reliable link between the main electric motor and the gearbox. The running operation optimization as well as the high reliability is achieved by processing the following topics: filtration of vibrations and operating jolts; solving of tribological problems specific to splined connections, such as fretting corrosion and abrasive tooth wear; avoidance of potential seizure of elements with cyclic relative slippage under load; and eventually, control of wear and tear on the sealing and damping O-rings, which must accept oscillating translational movements at the same time as torque transfer. The aim of this article is to retrace the main steps taken to achieve the desired reliability and performance targets for this type of product. The most remarkable points of this approach are: the modelling and simulation of the behaviour of a misaligned splined connection, with respect to all degrees of freedom of the components being part of the portion of the kinematic chain; the strong links between theoretical and experimental approaches to describe the behaviour of various components such as roller bearings, O-rings, and wave washers; and the quality and richness of the digital model which allows to simulate a wide range of configurations and provide access to essential variables needed for assessing the correct design and operation of the electric motor/gearbox linkage.
Hay, Maxime, Dutfoy, Laurent, Ligier, Jean-louis, Merçay, Patrice
A new guidance optimization scheme for spacing waypoints on spline trajectories is proposed. This scheme, the bounded area minimization algorithm, examines sequences of 3 waypoints that sample a given spline trajectory at its constituent knot locations and moves the interior waypoint to a location on the spline trajectory that minimizes the bounded area, computed using Green’s theorem, between the trajectory and the straight-line paths (legs) that connect adjacent waypoints. For spline trajectories defined by more than 3 knots, the algorithm can be applied sequentially to cover the entire chain of knots. Five motion primitives were chosen to test the performance of the optimization scheme on piecewise cubic polynomial spline trajectories. Two of these motion primitives (sinusoid and exponential) as well as two real-world trajectories that have been flight-tested on an MD530F platform were then simulated in a full nonlinear rotorcraft flight dynamics simulator to quantify and compare the effects of optimized versus baseline waypoint spacing. The bounded area minimization algorithm was extremely effective at reducing cumulative cross track error when the waypoint spacing was large enough that the aircraft trajectories closely matched the straight-line waypoint legs used in the algorithm. A method of determining the smallest waypoint spacing at which the optimization algorithm is still beneficial was proposed based on varying the wavelength of the ADS-33 Slalom MTE. For densely sampled spline trajectories that do not have knot spacings large enough to realize the benefits of the optimization algorithm, knot removal can sometimes reduce the number of waypoints required to represent the trajectory while maintaining the cumulative cross track error. However, there is no guarantee that subsequent bounded area minimization results in better performance than the baseline waypoint spacing. Determination of waypoint spacing for densely sampled spline trajectories is a recommended area of future work. A practical benefit of the bounded area minimization algorithm is that it requires very little modification to in-service coupled waypoint guidance flight director and autopilot schemes on existing aircraft, which improves the likelihood of its adoption by reducing the effort required for formal qualification and certification.
Chu, Bryan, Berman, Spring, Keller, James
In the present amplifying automobile industry, the usage of modern manufacturing technology for splines has been enhanced extensively in conjunction with the conventional manufacturing process. Axial Forming process is specifically a cold bulk deforming technology for metals that is adequate for manufacturing of the High quality internal/external splines. The Aim of this paper is to study and optimize the process parameters of axial forming process to improve the Overall process performance. Axial Forming process characteristics like forming forces, surface quality, Spline Forming efficiency and Stress-Strain behavior are considered as prima facie to elaborate the process performance. Axial Forming Process is mathematically has to be modelled for Spline with Base Material- 42CrMo4 steel with feed speed in aforesaid encapsulated manufacturing process. The optimum value range of the process parameters helps in achieving the comprehensive optimum effect of small forming force, high product quality, and high forming efficiency and the process parameter selection method can be used reliably in similar studies.
Jaiswal, Shivam, S L S, Hamsi
As the main power form of new energy vehicles, e-axle systems are has been widely used in passenger vehicles and commercial vehicles. A passenger car equipped with an e-axle, in constant speed and low torque conditions, there is a noticeable rattle noise, through experimental investigation and comparative analysis, it is confirmed that the connection spline of motor and reducer is the main influencing factor. Then, Through the qualitative analysis of simulation, it is found that both spline clearance and misalignment have an amplification effect on the motor speed, thereby stimulating the gear pair of the reducer to produce rattle. The amplification effect of spline clearance is stronger than that of spline misalignment. Therefore, improving the stiffness and application amount of lubricating grease while controlling the spline sample to meet the design requirements can effectively solve the problem of rattle, improve the accuracy of spline alignment, and significantly reduce the probability of rattle. An engineering solution has been proposed for the problem of gear rattle in e-axle, effectively improving the NVH level of similar e-axle products.
Wang, Dong, Zhang, Wei, Yang, Zhengrui
The Tractors are inevitable in the world due to its remarkable contribution majorly in farming process and other applications. the farming equipment needs to perform multiple applications to enhance the productivity and increased horsepower demands all-wheel drive (Refer fig. 1) or four-wheel drive option in the tractor. So, it is becoming a mandatory feature. The main objective of this study is, improving the torsional fatigue life in front axle spindle shaft by modifying the spline design and optimizing induction hardening heat treatment process in such a way that the other part of the system will have a minor or no design change. It helps us to reduce the part count variability, lower manufacturing cost and development time. The spindle shaft with undercut design and profile modified design were subjected to tortional fatigue test with same loading conditions to understand the fatigue life cycle difference between two designs at the load of 700kgm as per DVP, the current spline design covered 2.51L, 2.05L cycles whereas modified spline design samples withstood 5.58L, 3.70L cycles. A remarkable improvement in fatigue life cycles were noticed. As a result, it is evident that the under-cut in spline design acts as a low strength member in the whole shaft which initiated crack and subsequently failed. On the other hand, modified spline end allows the carrying higher load and smooth load transfer which helps to withstand comparatively a greater number of cycles. This paper is having detailed information about the failure history, metallurgical failure analysis, manufacturing limitations, design modifications, heat treatment and validation.
Gunalan, Magendran
This paper addresses the uncertainty quantification of time-dependent problems excited by random processes represented by Karhunen Loeve (KL) expansion. The latter expresses a random process as a series of terms involving the dominant eigenvalues and eigenfunctions of the process covariance matrix weighted by samples of uncorrelated standard normal random variables. For many engineering appli bn vb nmcations, such as random vibrations, durability or fatigue, a long-time horizon is required for meaningful results. In this case however, a large number of KL terms is needed resulting in a very high computational effort for uncertainty propagation. This paper presents a new approach to generate time trajectories (sample functions) of a random process using KL expansion, if the time horizon (duration) is much larger than the process correlation length. Because the numerical cost of KL expansion increases drastically with the size of time horizon, we partition it into multiple subdomains of equal length (time), perform a KL expansion for only the first subdomain and then extend it to the remaining subdomains by imposing a correlation between the KLE coefficients of adjacent subdomains. Additionally, to ensure continuity at the junction between subdomains, a cubic spline interpolation is implemented. The proposed approach is demonstrated using two examples.
Mande, Onkar, Mourelatos, Zissimos, Papadimitriou, Dimitrios
In recent years, research on car-like robots has received more attention due to the rapid development of artificial intelligence from diverse disciplines. As essential parts, path planning and lateral path tracking control are the basis for car-like robots to complete automation tasks. Based on the two-degree-of-freedom vehicle dynamic model, this study profoundly analyzes the car-like robots’ path planning and lateral path tracking control. Three objectives: path length, path smoothness, and path safety, are defined and used to construct a multi-objective path planning model. By introducing an adaptive factor, redefining the selection of reference points, and using the cubic spline interpolation for path determination, an improved NGSA-III is proposed, which is mostly adapted in solving the multi-objective path planning problem. Furthermore, the chattering problem of sliding mode control is eliminated by introducing fuzzy control, and a sliding mode controller with fuzzy control is also applied for the lateral path tracking control of car-like robots. To verify the effectiveness of the proposed methods, simulation experiments are carried out for the planning and control layers, respectively. Comparing the improved NSGA-III with NSGA-III, HV decreased by 12.47%, SP increased by 1.17%, and the number of iterations decreased by 20.59% on average. The results show that the improved NSGA-III sacrifices part of the population diversity but has a more significant improvement in the convergence and accurate path predictions. Furthermore, the lateral path tracking controller effectively solved the chattering problem and reduced the lateral deviation by 29.35% and 52.53%, under the standard double-line-change working condition with road adhesion coefficients of 0.8 and 0.2. In addition, the proposed planning and control methods in this study can cooperate under medium and low speed conditions which is suitable for most application scenarios of car-like robots.
Zhu, Haotian, Pang, Chenghui, Zhou, liang
In electric-powertrains, noise and vibration can be generated by components such as gears and motors. Often a noise phenomenon known as rumble or droning noise can occur due to low shaft order excitation at the spline. In this study, we identified the excitation source for spline induced rumble noise and developed a novel analysis method. First, a detailed spline model, believed to be the key factor for rumble noise, has been developed and verified by comparison with Finite Element Method(FEM) analysis. In order to identify an excitation source, a typical electric-powertrain assembly model including the developed spline model was constructed and simulated. Results according to changes of key factors including spline pitch errors and shaft alignment errors were analyzed. Spline radial force has been identified as an excitation source of spline induced rumble noise. This was verified through comparison with the forced vibration analysis result and time domain analysis result. This paper presents two methods for simulating spline rumble, including the key contributing factors of spline pitch errors, shaft alignment errors and unbalanced mass. Time domain method is accurate but slow. So, a faster, lower fidelity quasi-static approach has been developed and verified using time domain analysis results. Finally, an analysis process for each development stage has been established utilizing the two simulation methods. In concept design stage, quasi-static analysis is appropriate to identify robust structure for rumble noise. In detailed design stage, manufacturing tolerances could be adjusted by reviewing various conditions for rumble noise through quasi-static analysis, and a direct response review through time domain analysis is also useful to check for problems.
CHOI, JAEHYUK, Ha, Tae-Won, Chung, Eui Cheol, Jeong, Hye Sung, JUNG, KUNSOO, Harris, Owen, Gale, Andy, Harvey, Tom, Kim, Sungho
This ARP applies to turbine engines that are to be used in helicopters. It provides the engine designer guide lines in achieving a satisfactory turbine engine drive shaft connection.
S-12 Powered Lift Propulsion Committee
E-25 General Standards for Aerospace and Propulsion Systems
High-performance vehicle wheel bearings experience high lateral loading during racetrack testing. Due to higher loads, the wheel bearings are more susceptible to structural and or preload failures. Structural failures can occur in the hub flange, spline and/or roll form. The increased loading and cycling requirements, drives the need to adjust historical evaluation methods. The wheel bearing design for a high-performance vehicle must find the optimum balance between strength, drag, packaging, and mass. The objective of this paper is to cover the methodology to evaluate wheel bearings using the predicted loads before the actual vehicle testing. Initially, the predicted load data consists of many data points and is not suitable for either CAE analysis and/or physical testing. This paper is planned to cover the approach to condense the large number of short duration steps into small number of large duration steps which can be used for CAE and bench test evaluations without changing the severity of the load cycle. This paper will cover the possible failure modes with high lateral load application and design approaches that possibly can mitigate the failures.
Mandhadi, Chaitanya Reddy, Sicilia, Vincent, Jones, Matthew
This paper takes a review of fretting phenomenon on splines of the engaging gears and corresponding splines on shaft of automotive transmission and how it leads to failure of other components in the gearbox. Fretting is a special wear process which occurs at the contact area of two mating metal surfaces when subject to minute relative oscillating motion under vibration. In automotive gearbox, which is subjected to torsional vibrations of the powertrain, the splines of engaging gears and corresponding shaft may experience fretting, especially when the subject gear pair is not engaged. The wear debris formed under fretting process when oxidizes becomes very hard and more abrasive than base metal. These oxidized wear particles when comes in mesh contact with nearby components like bearings, gears etc. may damage these parts during operation and eventually lead to failure. In this paper, a case study is presented wherein fretting has been identified as the root cause of failures of some child parts in a gearbox. A parametric study was carried out, evaluating design and operational parameters to identify the causes of fretting and their relative impact on gearbox durability, through rig testing. Corrective action and their correlation in addressing the failures of other child parts was further proved though rig testing.
Mohire, Sujit, Bhandari, Kiran Kamlakar, Tendulkar, Vishveshvar, Chatterjee, Soumik
E-25 General Standards for Aerospace and Propulsion Systems
This specification establishes the requirements for the following types of self-locking nuts: a Wrenching nuts: that is, hex, double hex, spline drive b Anchor nuts: that is, plate nuts, gang channel nuts, shank nuts The wrenching nuts and shank nuts are made of low alloy steels, and the nut elements of plate and gang channel nuts are made of carbon steels or low alloy steels and having MJ threads to ISO 5855/2. Nuts have 1100 MPa tensile strength class at room temperature. Maximum test temperature of parts at 235 °C.
E-25 General Standards for Aerospace and Propulsion Systems
E-25 General Standards for Aerospace and Propulsion Systems
The advancement in embedded systems and positional accuracy with base station GPS modules created opportunity to develop high performance autonomous ground vehicles. However, the development of vehicle model and making accurate state estimations play vital role in reducing the cross track error. The present research focus on developing Linear Quadratic Gaussian (LQG) with Kalman estimator for autonomous ground vehicle to track various routes, that are made with the series of waypoints. The model developed in the LQG controller is a kinematic bicycle model, which mimics 1/5th scale truck. Further, the cubic spline fit has been used to connect the waypoints and generate the continuous desired/target path. The testing and implementation has been done at APS labs, MTU on the mentioned vehicle to study the performance of controller. Python has been used for simulations, controller coding and interfacing the sensors with controller. From the results, it has been confirmed that, the vehicle is able to track the given path within the cross track error of ±0.2m.
Dudekula, Ahammad Basha, Naber, Jeffrey
This paper presents an optimal cooperative path planning method considering driver’s driving intention for shared control to address target path conflicts during the driver-automation interaction by using the convex optimization technique based on the natural cubic spline. The optimal path criteria (e.g. the optimal curvature, the optimal heading angle) are formulated as quadratic forms using the natural cubic spline, and the initial cooperative path profiles of the cooperative path in the Frenet-based coordinate system are induced by considering the driver’s lane-changing intention recognized by the Support Vector Machine (SVM) method. Then, the optimal cooperative path could be obtained by the convex optimization techniques. The noncooperative game theory is adopted to model the driver-automation interaction in this shared control framework, where the Nash equilibrium solution is derived by the model predictive control (MPC) approach. Finally, the proposed framework is tested with different driver’s driving intentions to avoid obstacles on a straight road and a curvy road. As a result, the planned path could continuously adapt to the driving intention and various road shapes, and the path conflicts between the human driver and the controller is also decreased by the proposed cooperative path planning method in the game-based shared control framework.
Li, Mingjun, Song, Xiao-lin, Cao, Dongpu, Cao, Haotian
E-25 General Standards for Aerospace and Propulsion Systems
A real-time obstacle-avoidance trajectory planner for on-road autonomous vehicle is proposed in this paper. A cubic B spline core is parametric to generate path with continuous curvature as well as taking the extreme curvature limited by steer system into account. By sampling the target sets via offsetting along the reference path, lots path sets are produced with same heading. As embedded with collision checker and path evaluator, a path selector could pick out the best one to planning speed profile for coupling trajectory to track. Finally, according to the change of path curvature, the speed profile scheduler addresses the conflict of curvature and deceleration. Referencing to the ISO3888-2:2011, a collision avoidance scenario was design to validate the planner. The test results of ten cycles test illustrate that the planner has high enough real-time performance as mean plan time less than 100ms with success rate about 100%.
Li, Yishan, Lu, Xiong, Zeng, Dequan, Xu, Puhang, Li, Zhuoren
This concept for measuring worn splines provides a direct wear depth dimension by utilizing the unworn involute surface as a contact point from which to measure the depth of wear on the spline tooth at the pitch diameter. Fig. 1 shows spline wear patterns and pitch diameter gaging points.
EG-1 Aerospace Propulsion Systems Support Equipment
A real-time path planning algorithm is developed to generate time-optimal trajectory for helicopter shipboard landing. The trajectory optimization problem is translated to the lower dimensional flat output space by exploiting the differential flatness property of the simplified helicopter model. Then, the flat outputs are parameterized using piecewise spline functions with adjustable coefficients, which are used to shape the trajectory and approximate the optimal solution. Further, by allowing the flexible selection of each spline segment's time-duration and enforcing additional path constraints, the time-optimality of the planned trajectory is largely preserved without violation of state and input bounds. Compared to pure temporal discretization methods, the proposed algorithm employs considerably less decision variables and significantly reduces the computational time by 75%, which only leads to a 0.5% growth in the optimal flight time as the trade-off. The improvement in computational efficiency enables the real-time recalculation of the time-optimal trajectories on-the-fly if there are unforeseen deviations from the planned flight path.
Zhao, Di, Mishra, Sandipan, Gandhi, Farhan
This standard covers the design, performance, and test requirements for high strength, thin wall, commercial sockets, universal sockets, and box wrenches used for the attachment and detachment of metric spline drive, high strength, and high temperature aircraft fasteners. Inclusion of dimensional data in this standard is not intended to imply that all of the products described herein are stock production sizes. Consumers are requested to consult with manufacturers concerning lists of stock production sizes. This standard is based on, but not limited to, the following external spline wrenching system:
EG-1B Hand Tools Committee
This study addresses the adequacy of sockets, wrenches, and torque adapters conforming to AS954 to wrench 12 point fasteners with wrenching configurations conforming to AS870C. Reported wrenching problems with smaller sizes are investigated through examining the combined tolerances on the fasteners and wrenches, conducting torque testing on typical high strength lock nuts. Possible solutions to correct these wrenching problems are presented.
EG-1B Hand Tools Committee
To fully define the following requirements for bolts with spline and hexagon heads of strength class up to but not including 1250 MPa: a Head dimensions (see 3.1) b Shank dimensions (see 3.2) c Geometric control (see 3.3) d Surface texture (see 3.4) This document is based on one class of thread after all processing, including coating or plating, has been completed as follows: tolerance class 4h6h. For particulars of thread, see AS1370. For thread runout and lead threads, see AS3062. To fully define the following requirements for nuts with spline, plain hexagon and castellated configurations of strength class up to and including 1100 MPa: a Nut dimensions (see 4.1) b Geometric control (see 4.2) c Surface texture (see 4.3) For particulars of threads, see AS1370. This document is based on the following classes of internal threads after all processing, including coating or plating, has been completed: Tolerance class 4H6H for sizes up to and including 5 mm Tolerance class 4H5H for size 6 mm and larger For particulars of thread, see AS1370.
E-25 General Standards for Aerospace and Propulsion Systems
This specification, in conjunction with the general requirements for steel heat treatment covered in AMS2759, establishes the requirements and procedures for three classes of gas, vacuum, liquid, and low pressure (LPC) carburizing and related heat treatment of parts fabricated from carburizing grade steels. Parts made from steels other than those specified in the detail specifications may be heat treated in accordance with the applicable requirements using processing temperatures, times, and other parameters recommended by the material producer unless otherwise specified by the purchaser. This specification does not cover pack carburizing.
AMS B Finishes Processes and Fluids Committee
A Steerable Curvature Approach for Efficient Executable Path Planning for on-Road Autonomous Vehicle2019-01-06754/2/2019
A rapid path-planning algorithm that generates drivable paths for an autonomous vehicle operating in structural road is proposed in this paper. Cubic B-spline curve is adopted to generating smooth path for continuous curvature and, more, parametric basic points of the spline is adjusted to controlling the curvature extremum for kinematic constraints on vehicle. Other than previous approaches such as inverse kinematics, model-based prediction postprocess approach or closed-loop forward simulation, using the kinematics model in each iteration of path for smoothing and controlling curvature leading to time consumption increasing, our method characterized the vehicle curvature constraint by the minimum length of segment line, which synchronously realized constraint and smooth for generating path. And Differ from the path of robot escaping from a maze, the intelligent vehicle traveling on road in structured environments needs to meet the traffic rules. Therefore, the path could be simplified and segmented to four basic parts: go straight, lane change/merge, turn and U-turn. By given reasonable start and terminal, all the basic segments could be generated via parameterized cubic B-spline curve and a complete executable path would be connected by the four parts. In order to increase the comfortable capability by reducing extreme points of curvature and control the curvature extremum by steerable, an improvement program is employed, which assorts secondary spiral and arc to replacing the B-spline curve in generating segment of turn and U-turn. The simulation and real vehicle experimental results illustrate that the method in this paper is fast in generating drivable smooth path.
Zeng, Dequan, Yu, Zhuoping, Xiong, Lu, Zhao, Junqiao, Zhang, Peizhi, Fu, Zhiqiang
“Fitting Data”: A Case Study on Effective Driver Distraction State Classification2019-01-08754/2/2019
The goal of this project was to investigate how to make driver distraction state classification more efficient by applying selected machine learning techniques to existing datasets. The data set used in this project included both overt driver behavior measures (e.g., lane keeping and headway measures) and indices of internal cognitive processes (e.g., driver situation awareness responses) collected under four distraction conditions, including no-distraction, visual-manual distraction only, cognitive distraction only, and dual distraction conditions. The baseline classification method that we employed was a support vector machine (SVM) to first identify driver states of visual-manual distraction and then to identify any cognitive-related distraction among the visual-manual distraction cases and other non-visual manual distraction cases. The new aspect of this research is optimization of the classification effort, which involved cardinality constraints on 16 overt driver behavior measures. A spline transformation was also implemented to achieve better classification performance. In addition to testing our optimization approach with the SVM, we also explored logistic regression. Results revealed the spline-transformed variables to produce a good “out-of-sample” performance for both the SVM and logistic regression. Beyond this, the cardinality constraints were important for selection of the most influential variables in driver state classification accuracy and preventing data overfitting. Regarding the objective of efficiency in distraction classification, with only two input variables our optimized approach achieved state classification accuracies similar to accuracies achieved with “brute-force” application of SVM with all 16 overt driver behavior measures as inputs. Interestingly, with splined- transformed variables, reducing the number of input variables to 2 only led to a marginal decrease in classification accuracy (75.38% to 74.16%). The optimization methods explored in this paper could be applied to other in-vehicle real-time data to reduce computational demands in using machine learning methods for driver state classification.
Zhang, Yu, Kaber, David, Uryasev, Stan, Zrazhevsky, Alexey
Customer Oriented Vehicle Dynamics Assessment for Autonomous Driving in Highway2019-01-10204/2/2019
Autonomous Driving is one of the main subjects of academic research and one important trend in the automotive industry. With the advent of self-driving vehicles, the interest around trajectory planning raises, in particular when a customer-oriented analysis is performed, since more and more the carmakers will have to pay attention to the handling comfort. With that in mind, an experimental approach is proposed to assess the main characteristics of human driving and gain knowledge to enhance quality of autonomous vehicles. Focusing on overtaking maneuvers in a highway environment, four comfort indicators are proposed aiming to capture the key aspects of the chosen paths of a heterogeneous cohort. The analysis of the distribution of these indicators (peak to peak lateral acceleration, RMS lateral acceleration, Smoothness and Jerk) allowed the definition of a human drive profile. These characteristics were then transferred to the simulation environment to create a pseudo-natural trajectory planning strategy, via polynomial fitting and spline optimization. This strategy differs from the standard approach of trajectory planning, where absolute minimums of cost functions are pursued. The polynomial and spline fitting techniques reached satisfactory results and are evaluated as valid procedures to imitate a natural human behavior in a simulation environment (also applicable to control the trajectory of AD systems) and raise a question about whether a human-like behavior can be subjectively perceived as better driving, despite not presenting optimized comfort indicators.
Carello, Massimiliana, Ferraris, Alessandro, Bucciarelli, Lorenzo, Data, Silvio, Gabiati, Giovanni
E-25 General Standards for Aerospace and Propulsion Systems
E-25 General Standards for Aerospace and Propulsion Systems
E-25 General Standards for Aerospace and Propulsion Systems
This SAE Aerospace Standard (AS) is intended for use by those involved in the design of aircraft, missile, or space systems, and their support equipment to define the various types of fastener torque.
E-25 General Standards for Aerospace and Propulsion Systems
To fully define the following requirements for bolts with spline and hexagon heads of strength class up to but not including 1250 MPa: a Head dimensions (see 3.1) b Shank dimensions (see 3.2) c Geometric control (see 3.3) d Surface texture (see 3.4) This document is based on one class of thread after all processing, including coating or plating, has been completed as follows: tolerance class 4h6h. For particulars of thread, see AS1370. For thread runout and lead threads, see AS3062. To fully define the following requirements for nuts with spline, plain hexagon and castellated configurations of strength class up to and including 1100 MPa: a Nut dimensions (see 4.1) b Geometric control (see 4.2) c Surface texture (see 4.3) For particulars of threads, see AS1370. This document is based on the following classes of internal threads after all processing, including coating or plating, has been completed: Tolerance class 4H6H for sizes up to and including 5 mm Tolerance class 4H5H for size 6 mm and larger For particulars of thread, see AS1370.
E-25 General Standards for Aerospace and Propulsion Systems
This specification establishes the requirements for self-locking wrenchable nuts with thread sizes 0.7500 thru 1.5000 inches. The nuts are made of corrosion and heat resistant precipitation hardenable iron base alloy of the type identified under the Unified Numbering System as UNS S66286 and of 160,000 psi axial tensile strength at room temperature, with maximum conditioning temperature of parts at 800 °F.
E-25 General Standards for Aerospace and Propulsion Systems
This standard specifies the areas to be used in calculating stress or load values to be used in externally and internally threaded fastener procurement specifications for bolts, screws, nuts, and studs and for the information of designers.
E-25 General Standards for Aerospace and Propulsion Systems
E-25 General Standards for Aerospace and Propulsion Systems
This specification, in conjunction with the general requirements for steel heat treatment covered in AMS2759, establishes the requirements and procedures for three classes of gas, vacuum, liquid, and low pressure (LPC) carburizing and related heat treatment of parts fabricated from carburizing grade steels. Parts made from steels other than those specified in the detail specifications may be heat treated in accordance with the applicable requirements using processing temperatures, times, and other parameters recommended by the material producer unless otherwise specified by the purchaser. This specification does not cover pack carburizing.
AMS B Finishes Processes and Fluids Committee
E-25 General Standards for Aerospace and Propulsion Systems
In the emerging commercial vehicle sector, it is very essential to give a product to customer, which is very reliable and less prone to the failures to make the product successful in the market. In order to make it possible, the product is to be validated to replicate the exact field conditions, where it is going to be operated. Lab testing plays a vital role in reproducing the field conditions in order to reduce the lead time in overall product life cycle development process. This paper deals with the design and fabrication of the steering column slip endurance test rig. This rig is capable of generating wear on the steering column splines coating which predominantly leads to failure of steering column. The data acquired from Proving Ground (PG) was analyzed and block cycles were generated with help of data analyzing tools. Those block cycles were run with the help of this rig it consists of Variable Frequency Drive (VFD) to change the velocity of steering column, and torque applied on component to reproduce field conditions.
G, Manthiramoorthy, Rajendran, Manoj Kumar, Siva Kumar, Natarajan, Subramanian, Deepak Anand, V, Srinivasa Chandra
E-25 General Standards for Aerospace and Propulsion Systems
E-25 General Standards for Aerospace and Propulsion Systems
E-25 General Standards for Aerospace and Propulsion Systems
Items per page:
1 – 50 of 477