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Deep Learning Conceptual Design of Sit-to-Stand Parallel Motion Six-Bar Mechanisms 坐立平行运动六杆机构的深度学习概念设计
IF 2.9 3区 工程技术 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-07-19 DOI: 10.1115/1.4066036
Z. Lyu, A. Purwar
The Sit-to-Stand (STS) motion is a crucial activity in the daily lives of individuals, and its impairment can significantly impact independence and mobility, particularly among disabled individuals. Addressing this challenge necessitates the design of mobility assist devices that can simultaneously satisfy multiple conflicting constraints. The effective design of such devices often involves the generation of numerous conceptual mechanism designs. This paper introduces an innovative single degree-of-freedom (DOF) mechanism synthesis process for developing a highly customizable Sit-to-Stand (STS) mechanical device by integrating rigid body kinematics with machine learning. Unlike traditional mechanism synthesis approaches that primarily focus on limited functional requirements, such as path or motion generation, our proposed design pipeline efficiently generates a large number of one-DOF mechanism geometries and their corresponding motion paths, known as coupler curves. Leveraging a generative Deep Neural Network (DNN), we establish a probabilistic distribution of coupler curves and their mapping to mechanism parameters. Additionally, we introduce novel metrics for quantitatively evaluating and prioritizing design concepts. The methodology yields a diverse set of viable conceptual design solutions that adhere to the specified constraints. We showcase various single-degree-of-freedom six-bar linkage mechanisms designed for STS motion, presenting them in a ranked order based on established criteria. While the primary focus is on the integration of STS motion into a versatile mobility assist device, the proposed approach holds broad applicability for addressing design challenges in various applications.
从坐到站(STS)运动是个人日常生活中的一项重要活动,其障碍会严重影响个人的独立性和行动能力,尤其是对残疾人而言。要应对这一挑战,就必须设计出能同时满足多种相互冲突的约束条件的移动辅助装置。要有效设计此类装置,往往需要生成大量概念性机构设计。本文介绍了一种创新的单自由度(DOF)机构合成流程,通过将刚体运动学与机器学习相结合,开发出高度可定制的 "从坐到站"(STS)机械装置。与主要关注有限功能要求(如路径或运动生成)的传统机构合成方法不同,我们提出的设计流水线可高效生成大量一自由度机构几何形状及其相应的运动路径(称为耦合曲线)。利用生成式深度神经网络(DNN),我们建立了耦合器曲线的概率分布及其与机构参数的映射关系。此外,我们还引入了新的指标,用于对设计概念进行定量评估和优先排序。该方法产生了一系列符合特定约束条件的可行概念设计解决方案。我们展示了为 STS 运动设计的各种单自由度六杆连杆机构,并根据既定标准对它们进行了排序。虽然主要重点是将 STS 运动集成到多功能移动辅助设备中,但所提出的方法具有广泛的适用性,可用于解决各种应用中的设计难题。
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引用次数: 0
Structural–parametric synthesis of single-loop 6R and 7R mechanisms using factorization of motion polynomials and its application in grippers 利用运动多项式因式分解合成单回路 6R 和 7R 机构的结构参数及其在机械手中的应用
IF 3.3 3区 工程技术 Q1 Engineering Pub Date : 2024-06-12 DOI: 10.1115/1.4065724
Meng Li, Kai Liu, Jingfang Liu, Hu Ding
In this study, the so-called quasi-spiral motion pattern of a particular 3R (revolute) chain, which could track a quasi-spiral curve, is discovered for application in envelope gripping. Naturally, a novel perspective on the synthesis of 1-DOF (degree of freedom) single-loop 6R and 7R mechanisms is presented to implement the quasi-spiral motion pattern. In these processes, the method of factorization of the motion polynomial is used to synthesize a series of single-loop mechanisms with the motion to generate quasi-spiral curves. By employing the proposed method, numerous innovative 6R and 7R mechanisms have been developed to construct dual layers of grippers based on specific network regulations. Taking a novel 6R mechanism as an example, the forward solution of the mechanism is determined, and the relationship between different rotation angles is obtained. Then, displaying the changes in each angle during the grasping process. Finally, the novel 6R and 7R mechanisms are employed as a unit to determine the networking method and assemble new types of grippers. Grippers formed by the aforementioned 1-DOF mechanisms exhibit the characteristics of envelope grasping.
在本研究中,我们发现了可跟踪准螺旋曲线的特定 3R(外旋)链的所谓准螺旋运动模式,并将其应用于包络抓取中。当然,为了实现准螺旋运动模式,还提出了合成 1-DOF (自由度)单环 6R 和 7R 机构的新视角。在这些过程中,使用运动多项式因式分解的方法来合成一系列具有产生准螺旋曲线运动的单环机构。通过采用所提出的方法,开发出了许多创新的 6R 和 7R 机构,从而根据特定的网络规则构建了双层机械手。以新型 6R 机构为例,确定了该机构的正向解,并获得了不同旋转角度之间的关系。然后,显示抓取过程中各个角度的变化。最后,将新型 6R 和 7R 机构作为一个单元,确定联网方法并组装新型机械手。由上述 1-DOF 机构组成的机械手具有包络抓取的特点。
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引用次数: 0
General Adaptable Design and Evaluation Using Markov Processes 利用马尔可夫过程进行通用适应性设计和评估
IF 3.3 3区 工程技术 Q1 Engineering Pub Date : 2024-06-12 DOI: 10.1115/1.4065723
Zhilin Sun, Kaifeng Wang, Peihua Gu
Facing the challenges posed by increasingly complex, dynamic, and unpredictable requirements, the design process is grappling with the critical issue of ensuring sustained product satisfaction amid changing demands. This paper introduces an approach for evaluating design adaptability, considering potential future requirements. Entropy serves as a crucial indicator to quantify design effort and the Markov process is employed to simulate potential requirement changes. The information contents of design requirements and design solutions are defined based on information entropy theory, and the design adaptability of a design candidate is evaluated by calculating the extra design effort for satisfying the design requirements, which is the difference in information content between the design candidate and design requirements. Moreover, a simulation method for requirement evolution is proposed, which integrates information entropy theory and the Markov process to accommodate potential future requirements. The general design adaptability of design solutions is then calculated based on conditional entropy, taking into account the evolving design requirements. Finally, the effectiveness of the proposed approach is validated through a case study involving the design and evaluation of a hybrid additive manufacturing (HAM) device.
面对日益复杂、动态和不可预测的需求所带来的挑战,设计过程正在努力解决在不断变化的需求中确保持续的产品满意度这一关键问题。本文介绍了一种考虑未来潜在需求的设计适应性评估方法。熵是量化设计工作的关键指标,马尔可夫过程被用来模拟潜在的需求变化。本文基于信息熵理论定义了设计要求和设计方案的信息含量,并通过计算满足设计要求所需的额外设计工作量(即候选设计与设计要求之间的信息含量差)来评估候选设计的设计适应性。此外,还提出了一种需求演化的模拟方法,该方法综合了信息熵理论和马尔可夫过程,以适应未来潜在的需求。然后,根据条件熵计算出设计方案的一般设计适应性,并将不断变化的设计要求考虑在内。最后,通过一个涉及混合增材制造(HAM)设备设计和评估的案例研究,验证了所提方法的有效性。
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引用次数: 0
Inspirational Stimuli to Support Creative Ideation for the Design of AI-powered Products 激发灵感,支持人工智能产品设计的创意构思
IF 3.3 3区 工程技术 Q1 Engineering Pub Date : 2024-06-10 DOI: 10.1115/1.4065696
Xiaoneng Jin, Hua Dong, Mark Evans, Anqi Yao
Artificial Intelligence (AI) has the potential to revolutionize product design, and designers need to know how to best leverage its capabilities. Based on the concept–knowledge (C-K) theory, a set of inspirational stimuli (IS) for the design of AI-powered products (ISfAI) has been developed to contribute to the conceptual design stage. We extracted 40 ISs from 1,755 granted AI patents using a five-step process and validated their feasibility through a controlled experiment using three design aids: brainstorming, ISfAI Sheet, and ISfAI Cards. Results suggest that the ISfAI Cards can serve as a creative tool to enabling practitioners to generate a greater range of high-quality AI-powered ideas, particularly in terms of Novelty, Creativity, Elaboration and Flexibility. This study has practical implications for developing AI-powered products and services.
人工智能(AI)具有彻底改变产品设计的潜力,而设计师需要知道如何最好地利用其能力。基于概念-知识(C-K)理论,我们开发了一套用于人工智能产品设计的灵感刺激(IS)(ISfAI),以促进概念设计阶段的工作。我们采用五步流程从 1,755 项已授权的人工智能专利中提取了 40 个 IS,并通过使用三种设计辅助工具(头脑风暴、ISfAI 表和 ISfAI 卡)进行对照实验来验证其可行性。结果表明,ISfAI卡片可以作为一种创造性工具,使从业人员能够产生更多高质量的人工智能创意,尤其是在新颖性、创造性、阐述性和灵活性方面。这项研究对开发人工智能产品和服务具有实际意义。
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引用次数: 0
A Cognitive Approach for Modeling Customer Demand Dynamics for Optimal Product Release Strategies 为优化产品发布策略建立客户需求动态模型的认知方法
IF 3.3 3区 工程技术 Q1 Engineering Pub Date : 2024-05-08 DOI: 10.1115/1.4065486
Ian Walter, Philip E. Paré, Jitesh H. Panchal
As agile processes are increasingly adopted for product design and as consumer preferences are rapidly evolving with increasing information available from digital media, there is a need for a demand model that can accommodate the dynamics of product development. However, existing models of demand estimation, such as the discrete-choice models, do not capture the dynamics of product development and decision-making processes and thus are unable to effectively capture the effect of product updates and the release of information. To address this gap, we present a dynamic demand model and demonstrate how it can be used to determine the optimal time to release product updates. The demand model is based on decision field theory (DFT), which enables the modeling of the dynamic behavior of human decision makers. The contributions of this paper are as follows. First, we formulate a computational model for demand modeling built on DFT and demonstrate the viability of using the model to determine product release strategies. Second, we provide analytical approximations of the demand model and compare the accuracy of the approximated demand against the demand predicted by the dynamics model. Third, we show an example of a game played by competitors trying to optimize demand for their products by choosing the optimal update time relative to each other. Finally, we demonstrate the feasibility of parameter estimation using only the demand data.
随着产品设计越来越多地采用敏捷流程,以及消费者的偏好随着数字媒体提供的信息越来越多而迅速变化,我们需要一种能够适应产品开发动态的需求模型。然而,现有的需求估计模型,如离散选择模型,并不能捕捉到产品开发和决策过程的动态变化,因此无法有效地捕捉到产品更新和信息发布的影响。为了弥补这一不足,我们提出了一个动态需求模型,并演示了如何利用该模型确定发布产品更新的最佳时间。该需求模型基于决策场理论(DFT),可以对人类决策者的动态行为进行建模。本文的贡献如下。首先,我们建立了一个基于 DFT 的需求建模计算模型,并证明了使用该模型确定产品发布策略的可行性。其次,我们提供了需求模型的分析近似值,并比较了近似需求与动态模型预测需求的准确性。第三,我们举例说明了竞争对手之间的博弈,竞争对手试图通过选择最佳更新时间来优化产品需求。最后,我们展示了仅使用需求数据进行参数估计的可行性。
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引用次数: 0
Discrete structural design synthesis: a hierarchical-inspired deep reinforcement learning approach considering topological and parametric actions 离散结构设计合成:考虑拓扑和参数作用的分层启发式深度强化学习方法
IF 3.3 3区 工程技术 Q1 Engineering Pub Date : 2024-05-08 DOI: 10.1115/1.4065488
Maximilian E. Ororbia, G. Warn
Structural design synthesis considering discrete elements can be formulated as a sequential decision process solved using deep reinforcement learning (DRL), shown in prior work to naturally accommodate discrete actions and efficiently provide adept solutions to a variety of problems. By modeling structural design synthesis as a Markov decision process (MDP), the states correspond to specific structural designs, the actions correspond to specific design alterations, and the rewards are related to the improvement in the altered design's performance with respect to the design objective and specified constraints. Here, the MDP action definition is extended by integrating parametric design grammars that further enable the design agent to not only alter a given structural design's topology, but also its element parameters. In considering topological and parametric actions, both the dimensionality of the state and action space and the diversity of the action types available to the agent in each state significantly increase, making the overall MDP learning task more challenging. Hence, this paper also addresses discrete design synthesis problems with large state and action spaces by significantly extending the framework. A hierarchical-inspired deep neural network architecture is developed to equip the agent to learn the type of action, topological or parametric, to apply, thus reducing the complexity of possible action choices in a given state. This extended framework is applied to the design synthesis of planar structures considering both discrete elements and cross-sectional areas, and it is observed to adeptly learn policies that synthesize high performing design solutions.
考虑到离散元素的结构设计合成可以表述为使用深度强化学习(DRL)求解的顺序决策过程,先前的工作表明,DRL 能够自然地适应离散行动,并高效地为各种问题提供专业的解决方案。通过将结构设计合成建模为马尔可夫决策过程(MDP),状态对应于特定的结构设计,行动对应于特定的设计变更,而奖励则与设计目标和特定约束条件下设计变更后的性能改进相关。在这里,通过整合参数化设计语法对 MDP 动作定义进行了扩展,使设计代理不仅能改变给定结构设计的拓扑结构,还能改变其元素参数。在考虑拓扑和参数行动时,状态和行动空间的维度以及代理在每个状态下可用的行动类型的多样性都会显著增加,从而使整个 MDP 学习任务更具挑战性。因此,本文还通过大幅扩展框架来解决具有大型状态和行动空间的离散设计合成问题。本文开发了一种受分层启发的深度神经网络架构,让代理学习要应用的行动类型(拓扑或参数),从而降低了给定状态下可能的行动选择的复杂性。我们将这一扩展框架应用于同时考虑离散元素和横截面积的平面结构的设计合成,并观察到它能够熟练地学习合成高性能设计方案的策略。
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引用次数: 0
DesignFusion: Integrating Generative Models for Conceptual Design Enrichment 设计融合:整合生成模型,丰富概念设计
IF 3.3 3区 工程技术 Q1 Engineering Pub Date : 2024-05-08 DOI: 10.1115/1.4065487
Liuqing Chen, Qianzhi Jing, Yixin Tsang, Qianyi Wang, Lingyun Sun, Jianxi Luo
Conceptual design is a pivotal phase of product design and development, encompassing user requirement exploration and informed solution generation. Recent generative models with their powerful content generation capabilities have been applied to conceptual design to support designers' ideation. However, the lack of transparency in their generation process and the shallow nature of their generated solutions constrain their performance in complex conceptual design tasks. In this study, we first introduce a conceptual design generation approach that combines generative models with classic design theory. This approach decomposes the conceptual design task based on design process and design attributes, and uses the Who, What, Where, When, Why, How (5W1H) method, Function-Behavior-Structure (FBS) model, and Kansei Engineering to guide generative models to generate conceptual design solutions through multi-step reasoning. Then we present an interactive system using a mind-map layout to visualize multi-step reasoning, called DesignFusion. This empowers designers to track the generation process and control inputs/outputs at each reasoning step. Two user studies show that our approach significantly enhances the quality of generated design solutions and enriches designer experience in human-AI co-creation.
概念设计是产品设计和开发的一个关键阶段,包括用户需求探索和知情解决方案生成。最近,生成模型凭借其强大的内容生成能力被应用于概念设计,为设计师的构思提供支持。然而,生成模型的生成过程缺乏透明度,生成的解决方案也比较肤浅,这些都制约了它们在复杂的概念设计任务中的表现。在本研究中,我们首先介绍了一种将生成模型与经典设计理论相结合的概念设计生成方法。该方法基于设计过程和设计属性对概念设计任务进行分解,并使用 "谁、什么、哪里、何时、为什么、如何"(5W1H)方法、"功能-行为-结构"(FBS)模型和 "康成工程学"(Kansei Engineering)指导生成模型通过多步推理生成概念设计解决方案。然后,我们介绍了一个使用思维导图布局来可视化多步骤推理的互动系统,名为 DesignFusion。这使设计人员能够跟踪生成过程,并控制每个推理步骤的输入/输出。两项用户研究表明,我们的方法大大提高了生成的设计方案的质量,并丰富了设计师在人机共创中的体验。
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引用次数: 0
Implications of Context Effects in Consumer Utility Models for Optimal Product Design and Differentiation 消费者效用模型中的情境效应对优化产品设计和差异化的影响
IF 3.3 3区 工程技术 Q1 Engineering Pub Date : 2024-05-07 DOI: 10.1115/1.4065478
Waleed Gowharji, Jeremy J. Michalek, Kate Whitefoot
Consumer choice models used in optimal product design typically ignore potential context effects by assuming the utility of each product is independent of the attributes of other products in the choice set. We characterize implications of context effects for profit-optimal designs by deriving the first-order conditions of the design problem under alternative utility formulations, and we propose a utility function that incorporates context effects and has well-defined optimal design solutions for all products in the choice set. We then conduct a discrete choice survey experiment of automobile options and find statistically significant context-effect parameters and superior out-of-sample prediction when context-effect parameters are used in both logit and mixed logit models. These results suggest that context effects can be important in engineering design contexts and have the potential to affect optimal design differentiation.
最优产品设计中使用的消费者选择模型通常会忽略潜在的情境效应,假定每个产品的效用与选择集中其他产品的属性无关。我们通过推导替代效用表述下设计问题的一阶条件,描述了情境效应对利润最优设计的影响,并提出了一个包含情境效应的效用函数,该函数对选择集中的所有产品都有定义明确的最优设计方案。然后,我们对汽车选项进行了离散选择调查实验,发现情境效应参数具有显著的统计意义,而且当情境效应参数用于对数和混合对数模型时,样本外预测效果更佳。这些结果表明,情境效应在工程设计情境中可能非常重要,并有可能影响最佳设计差异化。
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引用次数: 0
A Synthesis Approach of XYZ Compliant Parallel Mechanisms towards Motion Decoupling with Isotropic Property and Simplified Manufacturing XYZ 顺应并联机构的合成方法,实现具有各向同性的运动解耦和简化制造
IF 3.3 3区 工程技术 Q1 Engineering Pub Date : 2024-05-03 DOI: 10.1115/1.4065460
Chuyang Leng, Guangbo Hao, Xiaoze Ren, Changsheng Wang, Yanming Li, Yuanzhao Zhang, Haiyang Li
Decoupled compliant parallel mechanisms with isotropic legs possess many excellent performances, including ease of actuation, control, manufacture and mathematical analysis, as well as effective error compensation. Despite the advent of numerous isotropic compliant parallel mechanisms, their synthesis process predominantly relies on the empirical knowledge of engineers, with an absence of dedicated synthesis methodologies. This paper proposes the Constraint Algebra Method, a novel synthesis method capable of autonomously exploring feasible constraint space for the synthesis. This method involves algebraic formulation of the constraints for the compliant modules, followed by solving constraint equations to find the feasible constraints and orientations, thereby facilitating the synthesis with intended performance characteristics. The multiplicity of solutions to the constraint equations enables the generation of diverse designs, including innovative configurations that are challenging to obtain via other methods and experience. Furthermore, by employing the constraint equations to define the positional space, the optimal configuration can be selected for simplified manufacture. A design case has been monolithically prototyped and experimentally tested. The proposed methodology holds promise for potential extension to the synthesis of other types of compliant mechanisms.
具有各向同性支腿的解耦顺从并联机构具有许多优异性能,包括易于驱动、控制、制造和数学分析,以及有效的误差补偿。尽管各向同性顺从并联机构层出不穷,但其合成过程主要依赖工程师的经验知识,缺乏专门的合成方法。本文提出了 "约束代数法"(Constraint Algebra Method),这是一种新颖的合成方法,能够自主探索可行的合成约束空间。该方法包括对兼容模块的约束条件进行代数表述,然后求解约束方程,以找到可行的约束条件和方向,从而促进具有预期性能特征的合成。约束方程的多种解法可以生成多样化的设计,包括通过其他方法和经验难以获得的创新配置。此外,通过使用约束方程来定义位置空间,可以选择最佳配置来简化制造。一个设计案例已经完成了整体原型制作和实验测试。所提出的方法有望扩展到其他类型的顺应机构的合成。
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引用次数: 0
Topology design of compliant mechanism design with multiple component modeling connected by various joints 通过各种关节连接多个组件模型的顺应式机构设计拓扑结构设计
IF 3.3 3区 工程技术 Q1 Engineering Pub Date : 2024-05-03 DOI: 10.1115/1.4065459
Jun Hwan Kim, Gilho Yoon
This study presents a novel framework for the optimal design of compliant mechanisms, specifically addressing the structural drawbacks of conventional single-point or de-facto hinges. The hinges often lead to structural instability and stress concentration while deriving maximum motion. To overcome these issues, we introduce a new method that can design stable and elastic domains connected by either revolute or prismatic joints. The new method, called Sequential Analysis based on Reaction Force (SARF), can successfully eliminate weak hinge points while optimizing joint locations. The efficiency of developed methodology is validated through several numerical examples, yielding compliant mechanisms with suppressed hinges.
本研究提出了一种新颖的顺变机构优化设计框架,特别解决了传统单点铰链或事实铰链的结构缺陷。铰链往往会导致结构不稳定和应力集中,同时产生最大运动。为了克服这些问题,我们引入了一种新方法,该方法可以设计出由旋齿或棱柱关节连接的稳定弹性域。这种新方法被称为基于反作用力的序列分析法(SARF),可以在优化关节位置的同时成功消除薄弱的铰链点。通过几个数值示例验证了所开发方法的效率,这些示例产生了具有受抑制铰链的顺从机构。
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引用次数: 0
期刊
Journal of Mechanical Design
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