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相关概念视频

Plastic Behavior01:21

Plastic Behavior

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A material's elastic behavior is characterized by the disappearance of stress once the load is removed, allowing the material to return to its original state. However, when stress surpasses the yield point, yielding commences, marking the onset of plastic deformation or permanent set. This change from elastic to plastic behavior is influenced by the peak stress value and the duration before the load is removed. An intriguing observation occurs when a specimen is loaded, unloaded, and...
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The Stereotype Content Model (SCM) was first proposed by Susan Fiske and her colleagues (Fiske, Cuddy, Glick & Xu, 2002; see also Fiske, 2012 and Fiske, 2017). The SCM specifies that when someone encounters a new group, they will stereotype them based on two metrics: warmth—or that group’s perceived intent, and how likely they are to provide help or inflict harm—and competence—or their ability to carry out that objective. Depending on the warmth-competence...
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Plastic Deformations01:14

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It is essential to understand how structural members behave under plastic deformation when the bending stress exceeds the material's yield strength. This state of deformation permanently alters the shape of the member, in contrast to the linear elastic behavior observed before yielding. The strain at any point in the member is expressed in terms of maximum strain. Notably, the neutral axis, which coincides with the centroid during elastic bending, shifts away from the centroid under plastic...
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Plastic deformation represents a fundamental concept in materials science, which explains the irreversible change in the shape of a material when it experiences stress beyond its elastic capability. This phenomenon is important in structural engineering, especially in designing and analyzing cantilever beams—structures that are securely fixed at one end and bear loads at the opposite end. When these beams are subjected to loads within their elastic range, they will return to their...
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Water-reducers, or plasticizers, are chemical admixtures used in concrete to improve strength and workability. These additives reduce the water-cement ratio without compromising workability, lower the cement content while maintaining the same workability, or increase workability to assist concrete placement in inaccessible areas.
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Plasticity is the property where an object loses its elasticity and undergoes irreversible deformation, even after the deformation forces are eliminated. If a material deforms irreversibly without increasing stress or load, then this is called ideal plasticity. For example, when a force is applied to an aluminum rod, it changes its shape, but it does not return to its original shape once the force is removed. Plastic deformation or ductility is thus a permanent deformation or change in the...
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解读越南的塑料回收:包装设计,消费者认知和基于模型的探索.

Vinh Son Lam1, T Hong Tinh Nguyen2, Bao Chau Tran2

  • 1HUTECH Institute of Applied Sciences, HUTECH University, Ho Chi Minh City, Vietnam.

Waste management & research : the journal of the International Solid Wastes and Public Cleansing Association, ISWA
|September 9, 2025
PubMed
概括

越南购物者在塑料食品包装 (PFP) 的回收符号上扎,将处置与可回收性混为一谈. 需要改进标签和预测模型来提高回收效率.

关键词:
食品包装 食品的包装机器学习是机器学习.塑料废弃物塑料废弃物可回收的可回收性回收的符号是回收的符号.

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科学领域:

  • 环境科学 环境科学
  • 消费者行为 消费者行为
  • 数据科学数据科学数据科学

背景情况:

  • 消费者对回收符号的理解对于有效的废物管理至关重要.
  • 塑料食品包装 (PFP) 的回收率经常受到消费者困惑的阻碍.

研究的目的:

  • 调查越南消费者对PFP回收符号的理解程度.
  • 识别影响准确符号解释的因素.
  • 评估PFP的可回收性,并探索回收效率的预测建模.

主要方法:

  • 现场调查和问卷被用来收集关于消费者知识的数据.
  • 使用了统计分析和机器学习模型 (XGBoost,随机森林).
  • 对PFP成分进行了分析,以确定可回收性.

主要成果:

  • 68.2%的购物者正确识别了回收符号,但87.2%的人将它们与废物处理符号混.
  • 年龄较大的购物者表现出更高的准确性;垃圾分离器表现更差.
  • 购物频率和回收的感知重要性是比人口统计学更强大的预测因素.
  • 分析的PFP的66.7%是可回收的,主要是聚乙烯二甲和聚烯.
  • XGBoost模型实现了最高的预测准确度 (MacroF1=77.6%).

结论:

  • 越南显然需要更清晰,标准化的PFP标签.
  • 消费者教育和有针对性的干预措施是必要的,以解决误解.
  • 预测建模和单一材料设计可以提高回收基础设施和效率.