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一种用于先进节俭产品可靠设计的新型随机方法。

A novel stochastic approach for reliable design of advanced frugal products.

作者信息

Rao Balkrishna C

机构信息

Department of Engineering Design, Indian Institute of Technology Madras, Chennai, Tamil Nadu, 600036, India.

出版信息

Sci Rep. 2025 Jul 16;15(1):25724. doi: 10.1038/s41598-025-10204-w.

DOI:10.1038/s41598-025-10204-w
PMID:40670530
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12267395/
Abstract

Climate change and other crises are putting strict limits on our consumption of energy and resources. Therefore, these constrains need to be integrated into engineering, which is currently prone to wastage, for systematically infusing frugality into products for widespread sustainable development. This paper presents a novel approach in engineering that systematically aids designers in going frugal by explicitly accounting for uncertainties while creating the optimal frugal part/product in any sector. The stochastic frugal approach is a holistic design method that integrates various stages of product-development with deterministic and stochastic techniques. In doing so, design significantly influences pillars of engineering including manufacturing and supply chains. A new model of reliability has been presented that explicitly accounts for nominal- and over-loading conditions in design. Both the factor of frugality and monte carlo simulation technique have been employed in the exemplification of the stochastic frugal approach with a shaft. The example on shaft - simplicity notwithstanding - unfolds the intricacies and confirms the ability of the new design-approach to create advanced frugal products that are highly reliable. This approach can be applied to any part/product in any sector and is suitable for use with machine learning.

摘要

气候变化和其他危机正在对我们的能源和资源消耗施加严格限制。因此,需要将这些限制因素纳入目前容易产生浪费的工程领域,以便将节俭理念系统地融入产品中,实现广泛的可持续发展。本文提出了一种工程领域的新方法,通过在任何领域创建最优节俭部件/产品时明确考虑不确定性,系统地帮助设计师实现节俭。随机节俭方法是一种整体设计方法,它将产品开发的各个阶段与确定性和随机技术相结合。这样做时,设计会对包括制造和供应链在内的工程支柱产生重大影响。提出了一种新的可靠性模型,该模型在设计中明确考虑了标称和过载条件。在以轴为例说明随机节俭方法时,同时运用了节俭因素和蒙特卡洛模拟技术。轴的示例——尽管很简单——却揭示了其中的复杂性,并证实了这种新设计方法能够创造出高度可靠的先进节俭产品。这种方法可应用于任何领域的任何部件/产品,并且适用于机器学习。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c2d6/12267395/9d19ccfea7e6/41598_2025_10204_Fig11_HTML.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c2d6/12267395/a334452679d1/41598_2025_10204_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c2d6/12267395/4f7b6d636950/41598_2025_10204_Fig8_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c2d6/12267395/fe2940c46c65/41598_2025_10204_Fig9_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c2d6/12267395/894f8928bd5c/41598_2025_10204_Fig10_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c2d6/12267395/9d19ccfea7e6/41598_2025_10204_Fig11_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c2d6/12267395/a5ddd2c521d9/41598_2025_10204_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c2d6/12267395/708c8ea90b16/41598_2025_10204_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c2d6/12267395/5a35d40dd2b6/41598_2025_10204_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c2d6/12267395/1368a9a2918a/41598_2025_10204_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c2d6/12267395/7239b4d039c9/41598_2025_10204_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c2d6/12267395/be0c8c3d2db8/41598_2025_10204_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c2d6/12267395/a334452679d1/41598_2025_10204_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c2d6/12267395/4f7b6d636950/41598_2025_10204_Fig8_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c2d6/12267395/fe2940c46c65/41598_2025_10204_Fig9_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c2d6/12267395/894f8928bd5c/41598_2025_10204_Fig10_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c2d6/12267395/9d19ccfea7e6/41598_2025_10204_Fig11_HTML.jpg

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本文引用的文献

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PLoS One. 2025 Jun 24;20(6):e0325503. doi: 10.1371/journal.pone.0325503. eCollection 2025.
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Frugal manufacturing in smart factories for widespread sustainable development.智能工厂中的节俭制造以实现广泛的可持续发展。
R Soc Open Sci. 2021 Dec 1;8(12):210375. doi: 10.1098/rsos.210375. eCollection 2021 Dec.
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More floods, fires and cyclones - plan for domino effects on sustainability goals.
更多的洪水、火灾和飓风——应对对可持续发展目标产生的多米诺骨牌效应做好规划。
Nature. 2021 Apr;592(7854):347-349. doi: 10.1038/d41586-021-00927-x.
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Frugal Innovation for Point-of-Care Diagnostics Controlling Outbreaks and Epidemics.节约创新用于即时诊断以控制疫情和传染病。
ACS Biomater Sci Eng. 2020 May 11;6(5):2709-2725. doi: 10.1021/acsbiomaterials.9b01712. Epub 2020 Apr 13.
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On complex systems of adaptive frugal products.论适应性节俭产品的复杂系统。
R Soc Open Sci. 2020 Jul 8;7(7):192057. doi: 10.1098/rsos.192057. eCollection 2020 Jul.
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Climate and development: enhancing impact through stronger linkages in the implementation of the Paris Agreement and the Sustainable Development Goals (SDGs).气候与发展:通过在《巴黎协定》和可持续发展目标(SDGs)实施过程中加强联系来增强影响力。
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Revisiting classical design in engineering from a perspective of frugality.从节俭的角度重新审视工程学中的经典设计。
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Frugal innovation: doing more with less for more.节俭式创新:用更少的资源做更多的事,惠及更多人。
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