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Interconnected digital twins and the future of digital manufacturing: Insights from a Delphi study 互联的数字双胞胎与数字制造的未来:德尔福研究的启示
IF 10.5 1区 管理学 Q1 BUSINESS Pub Date : 2023-06-04 DOI: 10.1111/jpim.12685
Marc van Dyck, Dirk Lüttgens, Frank T. Piller, Sebastian Brenk

Digital twins (DTs) are virtual representations of real-world entities like production assets, processes, or products. They are updated at a defined fidelity and frequency along the entire life cycle from development and engineering over the production or implementation of a product or process until its usage stage. Interconnected digital twins (IDTs) are DTs shared and connected across organizations with the objective to create holistic simulation and decision models of an entire physical system. In this paper, we investigate how IDTs shape future digital manufacturing scenarios and impact innovation management. We present the results of a real-time Delphi study, analyzing quantitative and qualitative estimates on a set of 24 projections, forecasting the future of digital manufacturing with a projection horizon towards 2030. Using this data and 22 additional use cases of IDTs in manufacturing companies, we present a baseline scenario where our Delphi panel reached a consensus, representing a likely future of digital manufacturing in 2030. By analyzing projections where our expert panels' evaluations vary widely, we identify key design decisions that may impact innovation management along the dimensions of variation, choice, and control in digital manufacturing. We explain how IDTs will impact external knowledge inflows, the emergence and governance of industrial data spaces, and the potential of data-driven and AI-enabled applications for prediction and regulation to drive better decision-making and continuous innovation.

数字双胞胎(DT)是生产资产、流程或产品等现实世界实体的虚拟表示。它们在整个生命周期中以定义的保真度和频率进行更新,从开发和工程到产品或工艺的生产或实施,直到其使用阶段。互联数字双胞胎(IDT)是跨组织共享和连接的DT,目的是创建整个物理系统的整体模拟和决策模型。在本文中,我们研究了IDT如何塑造未来的数字制造场景并影响创新管理。我们展示了实时德尔菲研究的结果,分析了24个预测的定量和定性估计,预测了数字制造业的未来,预测范围为2030年。利用这些数据和制造公司IDT的22个额外用例,我们提出了一个基线场景,在该场景中,我们的Delphi小组达成了共识,代表了2030年数字制造的可能未来。通过分析我们的专家小组评估差异很大的预测,我们确定了可能影响数字化制造中变化、选择和控制维度创新管理的关键设计决策。我们解释了IDT将如何影响外部知识流入、工业数据空间的出现和治理,以及数据驱动和人工智能应用于预测和监管的潜力,以推动更好的决策和持续创新。
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引用次数: 3
Growing with smart products: Why customization capabilities matter for manufacturing firms 与智能产品一起成长:为什么定制能力对制造企业很重要
IF 10.5 1区 管理学 Q1 BUSINESS Pub Date : 2023-05-29 DOI: 10.1111/jpim.12680
Colin Schulz, Sebastian Kortmann, Frank T. Piller, Patrick Pollok

Manufacturing firms that engage in digital transformation develop increasingly smarter versions of their tangible products to reinvigorate growth in shrinking markets. However, they often struggle with translating their investments in digitalization capabilities into actual returns in the form of sales growth. The associated technological advantages often remain unexploited, and digital product innovations frequently fail. Building on the resource-based view of the firm and the demand-side perspective, we theorize that there is a need for complementary capabilities that integrate heterogeneous customer demands, thus, allowing firms to capture more value from smart products. We empirically investigate the mediating role of smart customization capability on the relationship between digitalization capabilities and sales growth. Moreover, we argue that this relationship is further strengthened by integrating information and data across sales and service channels (i.e., channel integration). We test and find support for our hypotheses based on a dataset comprising survey and archival data of 136 smart product manufacturers in Austria, Germany, Switzerland, and the United States. In doing so, we enhance the theoretical understanding of resource and capability configurations needed for digital transformation in general and smart product success in particular. We further update the traditional concept of mass customization by showing how customization with smart products helps manufacturing firms provide personalized solutions at scale.

参与数字化转型的制造公司开发出越来越智能的有形产品,以在不断萎缩的市场中重振增长。然而,他们经常难以将对数字化能力的投资转化为销售额增长形式的实际回报。相关的技术优势往往未被利用,数字产品创新经常失败。基于企业基于资源的观点和需求侧的观点,我们认为需要整合异质客户需求的互补能力,从而使企业能够从智能产品中获得更多价值。我们实证研究了智能定制能力对数字化能力与销售增长之间关系的中介作用。此外,我们认为,通过整合销售和服务渠道的信息和数据(即渠道整合),这种关系得到了进一步加强。我们基于一个数据集测试并找到对我们假设的支持,该数据集包括奥地利、德国、瑞士和美国136家智能产品制造商的调查和档案数据。通过这样做,我们增强了对数字化转型,特别是智能产品成功所需的资源和能力配置的理论理解。我们进一步更新了大规模定制的传统概念,展示了智能产品的定制如何帮助制造企业大规模提供个性化解决方案。
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引用次数: 0
How do grand challenges determine, drive and influence the innovation efforts of for-profit firms? A multidimensional analysis 重大挑战如何决定、推动和影响营利性企业的创新努力?多维分析
IF 10.5 1区 管理学 Q1 BUSINESS Pub Date : 2023-05-28 DOI: 10.1111/jpim.12677
Vijay Pereira, Yama Temouri, Geoffrey Wood, Umesh Bamel, Pawan Budhwar

While raising concerns, the recent proliferation of grand challenges has sparked interest in the role played by innovation in causing them, and in how the attempts made to fix them may cause even greater challenges that present themselves down the line. This article provides an analysis of the bibliographic metadata, published between 2002 and 2020, focusing explicitly on the private-for-profit sector. By identifying common themes from 66 documents, a framework highlighting the shared concerns and research trajectories was derived. Our results are illustrated and discussed along 11 research themes. We contribute theoretically by identifying the innovation efforts of for-profit firms that directly relate to grand challenges, through two cases of carbon capture and storage and deep-sea mining. We conclude that a more holistic understanding of innovation and its many possible consequences needs to be developed. We highlight the limitations of perspectives that do not always take full account of the potential divergence of interests between stakeholders, and, how fuller input by a greater cross-section of stakeholders may help identify any negative effects of innovations at an earlier stage. Informed by recent extensions of social innovation theory, we explore the potential for synthesis around a pragmatic understanding of institutions, stakeholders, and the nature and quality of ties that bind them.

在引起关注的同时,最近大挑战的激增也引发了人们对创新在造成这些挑战中所起作用的兴趣,以及对为解决这些挑战所做的尝试可能会如何造成更大挑战的兴趣。本文对 2002 年至 2020 年间出版的书目元数据进行了分析,并明确以私营营利部门为重点。通过识别 66 篇文献中的共同主题,得出了一个突出共同关注点和研究轨迹的框架。我们的成果按照 11 个研究主题进行了说明和讨论。我们通过碳捕集与封存和深海采矿这两个案例,确定了与重大挑战直接相关的营利性企业的创新努力,从而在理论上做出了贡献。我们的结论是,需要对创新及其可能产生的多种后果形成更全面的认识。我们强调了一些观点的局限性,这些观点并不总是充分考虑到利益相关者之间潜在的利益分歧,而更多利益相关者的充分参与将有助于在早期阶段识别创新的负面影响。在社会创新理论近期扩展的启发下,我们探讨了围绕对机构、利益相关者以及将他们联系在一起的纽带的性质和质量的务实理解进行综合的可能性。
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引用次数: 0
Grand challenges and platform ecosystems: Scaling solutions for wicked ecological and societal problems 重大挑战与平台生态系统:邪恶生态和社会问题的规模化解决方案
IF 10.5 1区 管理学 Q1 BUSINESS Pub Date : 2023-05-25 DOI: 10.1111/jpim.12682
Paavo Ritala

The persistence of grand societal and environmental challenges demands attention from innovation management scholars and practitioners to find effective resolutions. Grand challenges are complex, uncertain, and evaluative and cannot be resolved by individual actors or organizations. Therefore, conventional forms of organizing do not suffice in the face of wicked problems like climate change or global inequality, which require continuous and varied attention and inputs. In this catalyst article, I argue that platform ecosystems—communities and groups of actors in different markets orchestrated through a digital platform and driven by combinations of economic and prosocial incentives—are an organizing form that can help effectively scale solutions for grand societal and environmental problems. This potential is based on three organizational elements of platform ecosystems: (1) coordination structures for orchestrating complementary inputs, (2) instigation and maintenance of collective action, and (3) generativity potential. I illustrate these arguments with practical examples of two platforms with the potential to resolve specific grand challenges: Patient Innovation, which orchestrates a community of innovators seeking to help treatment of chronic and rare diseases, and Excess Materials Exchange, which provides matching solutions to address the challenges associated with industrial material waste. The article concludes with an agenda for future research and practice on platform ecosystems and grand challenges.

重大社会和环境挑战的持续存在要求创新管理学者和实践者关注如何找到有效的解决办法。重大挑战具有复杂性、不确定性和评估性,单个行动者或组织无法解决。因此,面对气候变化或全球不平等等邪恶问题,传统的组织形式是不够的,这些问题需要持续不断的关注和投入。在这篇催化剂文章中,我认为平台生态系统--通过数字平台协调不同市场中的社区和行动者群体,并由经济和亲社会激励措施共同驱动--是一种组织形式,可帮助有效推广解决重大社会和环境问题的方案。这种潜力基于平台生态系统的三个组织要素:(1) 用于协调互补投入的协调结构,(2) 鼓励和维护集体行动,以及 (3) 生成潜力。我将以两个有可能解决具体重大挑战的平台为例,说明这些论点:患者创新"(Patient Innovation)和 "过剩材料交换"(Excess Materials Exchange)平台,前者是一个由寻求帮助治疗慢性病和罕见病的创新者组成的社区,后者则为解决与工业材料浪费相关的挑战提供匹配的解决方案。文章最后提出了关于平台生态系统和重大挑战的未来研究和实践议程。
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引用次数: 0
Collective turnover and firm innovation: Knowledge-sharing system as a contingency 集体更替与企业创新:作为偶然事件的知识共享系统
IF 10.5 1区 管理学 Q1 BUSINESS Pub Date : 2023-05-24 DOI: 10.1111/jpim.12684
Young Jin Ko, Jin Nam Choi

Is high employee turnover harmful to innovation? To answer this question, we draw on the knowledge-based view of innovation. Specifically, we theorize that the collective turnover of a firm engenders complex changes in knowledge insourcing needed for generating innovation, which may lead to the attenuating negative effect of turnover on innovation. This study also aims to investigate a contingency that modifies the detrimental effect of collective turnover on innovation. Specifically, we identify knowledge-sharing system (KSS) as a positive knowledge-related contingency that engenders a U-shaped curvilinear relationship between collective turnover and firm innovation. In addition, replenishing human capital by hiring new employees improves knowledge insourcing quality and diversity, thereby constituting the mechanism through which collective turnover affects firm innovation. An analysis of large-scale firm-level data collected from 2259 Korean firms over a 6-year period supports most hypotheses and confirms the positive effect of high turnover on firm innovation through replacement hiring and under favorable firm contingencies, such as a high KSS. This study provides a balanced perspective by revealing the costs and benefits of collective turnover and explains when and how turnover can facilitate firm innovation.

员工流动率高对创新有害吗?为了回答这个问题,我们借鉴了基于知识的创新观。具体而言,我们认为,企业的集体营业额会导致产生创新所需的知识内包发生复杂变化,这可能会减弱营业额对创新的负面影响。本研究还旨在调查一种偶然性,该偶然性改变了集体更替对创新的不利影响。具体而言,我们将知识共享系统(KSS)确定为一种积极的知识相关偶然性,它在集体更替和企业创新之间产生了U型曲线关系。此外,通过雇佣新员工补充人力资本可以提高知识内包质量和多样性,从而构成集体流动影响企业创新的机制。对2259家韩国企业在6年内收集的大规模企业级数据的分析支持了大多数假设,并证实了高营业额对企业创新的积极影响,即在有利的企业意外情况下,如高KSS。本研究通过揭示集体流动的成本和收益提供了一个平衡的视角,并解释了流动何时以及如何促进企业创新。
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引用次数: 1
Global eco-innovation and its local impact in emerging economies: Boundary conditions of environmental regulations and pollution intensity 全球生态创新及其对新兴经济体的地方影响:环境法规和污染强度的边界条件
IF 10.5 1区 管理学 Q1 BUSINESS Pub Date : 2023-05-24 DOI: 10.1111/jpim.12675
Chengang Wang, Yingqi Wei, Lichao Wu

This paper examines the eco-innovation effects of foreign direct investment (FDI) by its economic agents, multinational enterprises (MNEs), in the context of emerging economies. It particularly focuses on environmental regulations and industrial pollution intensity as the key moderating mechanisms. We develop hypotheses by combining economic rationality of natural-resource-based view and institutional rationality of institution-based view. Our theoretical discussions highlight the importance of the intersection between the two theories in explaining the eco-innovation effects of foreign ownership and FDI spillovers, and in particular in allowing a nuanced consideration around the under-explored boundary conditions of FDI effects in the eco-innovation domain. Using the propensity score matching method to match domestically owned enterprises (DOEs) with foreign MNE-invested enterprises (FIEs) in China during the period of 2001–2013, we find clear evidence that FIEs outperform their domestic counterparts of similar characteristics in conducting eco-innovation. This superior performance is particularly pronounced in cities with higher levels of environmental regulation and industries with higher levels of pollution. Furthermore, we assess the local impact of MNEs on eco-innovation of DOEs and find evidence that the presence of FDI, in particular, that within cities, leads to increased eco-innovation in DOEs. FIEs' eco-innovation spillover effects within a city are conditional on environmental regulation and pollution intensity. Thus, in China, MNEs are found to act as agents of change who not only conduct eco-innovation in the host country but also stimulate the eco-innovation of DOEs.

本文考察了新兴经济体背景下外国直接投资的经济主体跨国企业的生态创新效应。它特别关注环境法规和工业污染强度作为关键的调节机制。我们将基于自然资源的观点的经济合理性和基于制度的观点的制度合理性相结合,提出了假设。我们的理论讨论强调了这两种理论之间的交叉在解释外国所有权和外国直接投资溢出的生态创新效应方面的重要性,特别是在允许对生态创新领域中未充分探索的外国直接投资效应的边界条件进行细致入微的考虑方面。使用倾向得分匹配方法对2001-2003年期间在中国的内资企业(DOE)和外商跨国公司投资企业(FIE)进行匹配,我们发现明确的证据表明,外商投资企业在进行生态创新方面优于具有类似特征的国内同行。这种优越的表现在环境监管水平较高的城市和污染水平较高的行业尤为明显。此外,我们评估了跨国公司对指定经营实体生态创新的地方影响,并发现有证据表明,外国直接投资的存在,特别是城市内的外国直接投资,导致指定经营实体的生态创新增加。外商投资企业在城市内的生态创新溢出效应取决于环境监管和污染强度。因此,在中国,跨国公司被发现是变革的推动者,他们不仅在东道国进行生态创新,而且刺激了指定经营实体的生态创新。
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引用次数: 0
Addressing the grand challenges of poverty with data-driven creative service offerings 以数据驱动的创新服务产品应对贫困的巨大挑战
IF 10.5 1区 管理学 Q1 BUSINESS Pub Date : 2023-05-23 DOI: 10.1111/jpim.12679
Shahriar Akter, Md Afnan Hossain, Umme Hani, Demetris Vrontis, Alkis Thrassou, Ahmad Arslan

Big data-driven innovation gains momentum in the developing world by tackling grand challenges and making a pronounced and lasting impact. However, research has still not answered the key question regarding the dimensions of big poverty data analytics (BPDA) capabilities for creative service offerings nor their effects on economic and social outcomes. This study fills this gap by conducting a two-phase Delphi study and two rounds of surveys focusing on a globally leading microcredit institute in a developing country. The study conceptualizes management (analytics climate, cross-functional integration), platform (technology and data), and talent (pattern spotting and market ambidexterity) capabilities as the dimensions of BPDA capability. It further investigates creative service offerings (meaningfulness and novelty) as the mediator between BPDA—new service performance (economic outcome from the firm's end) as well as BPDA—quality of life (social outcome from consumer's end). Our research advances, first, the microfoundational view of dynamic capability (DC) theory in the emerging data-driven innovation paradigm by specifically identifying the complementary and co-specialization attributes of six microfoundations (i.e., analytics climate, cross-functional integration, data, technology, pattern spotting, and ambidexterity). In addition to DC, our study extends social innovation literature by establishing the connection between the instrument (BPDA capability) and outcome view (quality of life) of social innovation to tackle grand challenges in the developing world. Finally, our study extends creativity theory by introducing creative service offerings as a mediator and highlighting its role in the novel and meaningful solutions to social problems. Overall, this study is a pioneer in conceptualizing and empirically validating a research model that uncovers the potentially complex nuances between BPDA capability-creative offerings and innovation outcomes to tackle the grand challenge of poverty. Its findings are scholarly significant and executive worthy and constitute a major advancement in extant studies regarding how creative services are developed using BPDA and their impact on the firm's profitability and consumer well-being.

大数据驱动的创新通过应对重大挑战并产生明显而持久的影响,在发展中世界获得了动力。然而,有关创造性服务产品的贫困大数据分析(BPDA)能力及其对经济和社会成果的影响的关键问题,研究仍未给出答案。本研究通过对发展中国家一家全球领先的小额信贷机构进行两阶段德尔菲研究和两轮调查,填补了这一空白。研究将管理(分析氛围、跨职能整合)、平台(技术和数据)和人才(模式发现和市场灵活性)能力概念化为 BPDA 能力的各个维度。研究还进一步探讨了创意服务产品(有意义性和新颖性)作为 BPDA-新服务绩效(企业端的经济成果)以及 BPDA-生活质量(消费者端的社会成果)之间的中介。我们的研究首先在新兴的数据驱动创新范式中推进了动态能力(DC)理论的微观基础观点,具体确定了六个微观基础(即分析氛围、跨职能整合、数据、技术、模式发现和灵活性)的互补性和共同专业化属性。除了 DC 之外,我们的研究还通过建立社会创新的工具(BPDA 能力)与成果观点(生活质量)之间的联系,扩展了社会创新文献,以应对发展中世界的重大挑战。最后,我们的研究通过引入创意服务作为中介,并强调其在新颖而有意义地解决社会问题方面的作用,扩展了创意理论。总之,本研究在概念化和实证验证研究模型方面开创了先河,揭示了 BPDA 能力--创意产品和创新成果之间潜在的复杂细微差别,以应对贫困的巨大挑战。其研究结果具有重要的学术意义和执行价值,是现有研究中关于如何利用 BPDA 开发创意服务及其对公司盈利能力和消费者福祉的影响的重大进展。
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引用次数: 0
Capturing product/service improvement ideas from social media based on lead user theory 基于领先用户理论从社交媒体中获取产品/服务改进理念
IF 10.5 1区 管理学 Q1 BUSINESS Pub Date : 2023-05-19 DOI: 10.1111/jpim.12676
Chang Yin, Cuiqing Jiang, Hemant K. Jain, Yao Liu, Bo Chen

Capturing valuable product/service improvement ideas is helpful for the development of new features. However, the existing methods for capturing such improvement ideas have the disadvantages of high cost, long time lag, information overload, and difficulty in getting a response. We propose an innovative framework based on lead user theory for capturing product/service improvement ideas from user-generated content on social media (henceforth called “chatter”). To identify the chatter containing improvement ideas, we design a machine-learning-based imbalanced classification model. Additionally, we use text summarization technology to get a rough sense of improvement ideas from the selected chatter. We validate the proposed framework by a case study in the automotive industry. The results demonstrate that the ideas extracted by our framework are breakthrough innovative, useful, feasible, and adoptable.

获取有价值的产品/服务改进想法有助于开发新功能。然而,现有的捕捉这种改进想法的方法具有成本高、时间滞后、信息过载和难以得到响应的缺点。我们提出了一个基于领先用户理论的创新框架,用于从社交媒体上用户生成的内容(以下称为“聊天”)中捕捉产品/服务改进想法。为了识别包含改进思想的颤振,我们设计了一个基于机器学习的不平衡分类模型。此外,我们使用文本摘要技术从所选的聊天中大致了解改进想法。我们通过汽车行业的案例研究验证了所提出的框架。结果表明,该框架所提取的思想具有突破性、创新性、实用性、可行性和可采纳性。
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引用次数: 0
Tackling grand societal challenges: Understanding when and how reverse engineering fosters frugal product innovation in an emerging market 应对重大社会挑战:了解逆向工程何时以及如何促进新兴市场的节俭型产品创新
IF 10.5 1区 管理学 Q1 BUSINESS Pub Date : 2023-05-19 DOI: 10.1111/jpim.12678
Samuel Adomako, Michael Asiedu Gyensare, Joseph Amankwah-Amoah, Pervaiz Akhtar, Nazim Hussain

Societies are confronted with grand challenges that require the efforts and coordination of diverse stakeholders. In this context, the role of for-profit organizations has become vital in addressing such challenges. Drawing on the strategy tripod perspective, this study investigated the influence of reverse engineering on frugal product-innovation performance (PIP) through the mediating effect of frugal innovation (i.e., cost innovation, and affordable value innovation). In addition, we examined the moderating impact of the industry environment (i.e., technological turbulence) and institutional context (i.e., legal inefficiency) on this relationship. We tested our hypotheses using time-lagged data from 243 small to medium-sized enterprises (SMEs) in an emerging economy—Ghana. Results from our analyses show that several of our hypotheses are supported which offers important implications for the indirect impact of reverse engineering on frugal product-innovation performance in the context of resource-constrained emerging markets. These findings extend the grand challenges, strategy, and innovation literature.

社会面临着巨大的挑战,需要不同利益攸关方的努力和协调。在此背景下,营利性组织在应对这些挑战中的作用变得至关重要。本研究从战略三脚架的角度出发,通过节俭创新(即成本创新和可负担的价值创新)的中介效应,研究了逆向工程对节俭型产品创新绩效(PIP)的影响。此外,我们还考察了行业环境(即技术动荡)和制度环境(即法律效率低下)对这一关系的调节作用。我们使用来自加纳一个新兴经济体 243 家中小企业的时滞数据检验了我们的假设。分析结果表明,我们的几项假设都得到了支持,这为在资源有限的新兴市场背景下逆向工程对节俭型产品创新绩效的间接影响提供了重要启示。这些发现扩展了重大挑战、战略和创新文献。
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引用次数: 0
Transitioning additive manufacturing from rapid prototyping to high-volume production: A case study of complex final products 增材制造从快速原型到大批量生产的转变:复杂最终产品的案例研究
IF 10.5 1区 管理学 Q1 BUSINESS Pub Date : 2023-05-15 DOI: 10.1111/jpim.12673
Samuel Roscoe, Paul D. Cousins, Robert Handfield

This paper seeks answers to the question: what are the key factors that enable the scaling of additive manufacturing (AM) from rapid prototyping to high-volume production? Using a longitudinal case study, we collected primary and secondary data to trace the AM scaling journey of AeroCo, a highly innovative aerospace firm. Based on the case findings, we position AM as a whole system technology because it can print components for a wide range of subsystems in a complex final product. Scaling AM requires a significant realignment of existing, and often deeply entrenched, new technology, and product development processes. To achieve this alignment, AeroCo formed institutional alliances with the UK government and universities to establish university technology centers, which facilitated early stage ideation and “catapult” centers, which enabled high-volume testing in factory-like facilities. The case reveals how multiple functions needed to integrate, including research and development, product design, and future programs, to ensure that design changes cascaded from one subsystem to another, and that new technologies were linked to a future product to create a final product pull. These findings inform a managerial framework for additive manufacturing scaling that is generalizable to other digital technologies used in the design and production of complex final products, including artificial intelligence, machine learning, smart factories, and cyber physical production systems. Our framework contributes to innovation thought and practice by explaining how new product development processes and organizational structures change under the effect of digital technologies.

本文寻求这个问题的答案:使增材制造(AM)从快速原型到大批量生产的关键因素是什么?通过纵向案例研究,我们收集了主要和次要数据,以追踪AeroCo的AM扩展历程,AeroCo是一家高度创新的航空航天公司。根据案例发现,我们将AM定位为一种整体系统技术,因为它可以在复杂的最终产品中打印各种子系统的组件。扩展AM需要对现有的、通常根深蒂固的新技术和产品开发流程进行重大调整。为了实现这一结盟,AeroCo与英国政府和大学结成了机构联盟,建立了大学技术中心,这有助于早期构思和“弹射”中心,从而能够在工厂般的设施中进行大规模测试。该案例揭示了需要如何集成多个功能,包括研发、产品设计和未来计划,以确保设计更改从一个子系统级联到另一个子系统,并确保新技术与未来产品相关联,从而产生最终的产品吸引力。这些发现为增材制造规模化的管理框架提供了信息,该框架可推广到复杂最终产品设计和生产中使用的其他数字技术,包括人工智能、机器学习、智能工厂和网络物理生产系统。我们的框架通过解释新产品开发流程和组织结构如何在数字技术的影响下发生变化,有助于创新思维和实践。
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引用次数: 3
期刊
Journal of Product Innovation Management
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