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Management of Occupational Exposure to Engineered Nanoparticles Through a Chance-Constrained Nonlinear Programming Approach

机译:通过机会约束的非线性规划方法管理工程纳米粒子的职业接触

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摘要

Critical environmental and human health concerns are associated with the rapidly growing fields of nanotechnology and manufactured nanomaterials (MNMs). The main risk arises from occupational exposure via chronic inhalation of nanoparticles. This research presents a chance-constrained nonlinear programming (CCNLP) optimization approach, which is developed to maximize the nanaomaterial production and minimize the risks of workplace exposure to MNMs. The CCNLP method integrates nonlinear programming (NLP) and chance-constrained programming (CCP), and handles uncertainties associated with both the nanomaterial production and workplace exposure control. The CCNLP method was examined through a single-walled carbon nanotube (SWNT) manufacturing process. The study results provide optimal production strategies and alternatives. It reveal that a high control measure guarantees that environmental health and safety (EHS) standards regulations are met, while a lower control level leads to increased risk of violating EHS regulations. The CCNLP optimization approach is a decision support tool for the optimization of the increasing MNMS manufacturing with workplace safety constraints under uncertainties.
机译:至关重要的环境和人类健康问题与纳米技术和人造纳米材料(MNM)的快速增长领域相关。主要危险来自长期吸入纳米颗粒引起的职业接触。这项研究提出了一种机会受限的非线性规划(CCNLP)优化方法,该方法旨在最大程度地提高纳米材料的生产量,并将工作场所暴露于MNM的风险降至最低。 CCNLP方法集成了非线性规划(NLP)和机会受限规划(CCP),并处理了与纳米材料生产和工作场所暴露控制相关的不确定性。通过单壁碳纳米管(SWNT)的制造过程检查了CCNLP方法。研究结果提供了最佳的生产策略和替代方案。它表明,较高的控制措施可确保符合环境健康与安全(EHS)标准法规,而较低的控制水平则会导致违反EHS法规的风险增加。 CCNLP优化方法是一种决策支持工具,用于在不确定性条件下优化具有工作场所安全约束的不断增长的MNMS制造。

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