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相关概念视频

Manufacture of Concrete Masonry Units01:27

Manufacture of Concrete Masonry Units

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The process of manufacturing concrete masonry units begins by mixing stiff concrete composed of Portland cement, aggregates, and water. This mixture is then poured into metal molds. To ensure the concrete settles uniformly and to avoid separation of its components, the mixture in the molds is subjected to vibration. Shortly after, the still-wet blocks are removed from the molds and placed on racks.
These wet blocks are then transported for curing, which can occur in one of two environments: a...
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Steel Manufacturing01:26

Steel Manufacturing

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Steel manufacturing is a multi-stage process that begins by smelting iron ore into cast iron in a blast furnace. This initial stage involves layering iron ore with coke, a type of fuel, and crushed limestone within the furnace. The coke is ignited with a high volume of air, leading to the creation of carbon monoxide, which acts to reduce the iron ore to pure iron.
During this smelting process, limestone plays a crucial role by forming slag. Slag captures impurities within the molten iron, such...
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Wood Products01:21

Wood Products

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Wood products encompass a broad range of materials crafted from wood strands, veneers, lumber, and even waste wood-like shreds, designed for both structural and nonstructural purposes. Various specialized wood products have been developed to enhance strength, durability, and versatility in building applications.
Glue-laminated wood, often referred to as glulam, combines multiple smaller pieces of dimensional lumber using adhesives to form a single, larger piece. Cross-laminated timber consists...
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Net production efficiency (NPE) is the efficiency at which organisms assimilate energy into biomass for the next trophic level. Due to low metabolic rates and less energy spent on thermoregulatory processes, the NPE of ectotherms (cold-blooded animals) is 10 times higher than endotherms (warm-blooded animals).
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Machines: Problem Solving II01:30

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Machines are complex structures consisting of movable, pin-connected multi-force members that work together to transmit forces. Consider a lifting tong carrying a 100 kg load. It comprises movable sections DAF and CBG linked together with member AB.
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Distributed Loads: Problem Solving01:21

Distributed Loads: Problem Solving

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Beams are structural elements commonly employed in engineering applications requiring different load-carrying capacities. The first step in analyzing a beam under a distributed load is to simplify the problem by dividing the load into smaller regions, which allows one to consider each region separately and calculate the magnitude of the equivalent resultant load acting on each portion of the beam. The magnitude of the equivalent resultant load for each region can be determined by calculating...
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Operation of the Collaborative Composite Manufacturing CCM System
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使用LLM驱动工具在制造业的知识共享:用户研究和模型基准测试.

Samuel Kernan Freire1, Chaofan Wang1, Mina Foosherian2

  • 1Faculty of Industrial Design Engineering, Delft University of Technology, Delft, Netherlands.

Frontiers in artificial intelligence
|April 11, 2024
PubMed
概括

本研究介绍了一个大型语言模型 (LLM) 系统,以改善工厂的知识共享. 虽然LLM提高了信息获取,但人类专家仍然是复杂学习的首选,GPT-4领先于绩效.

关键词:
大型语言模型基准测试 (benchmarking) 是一种比较的方法.工厂 工厂 工厂 工厂 工厂工业环境 工业环境工业 5.0 工业 5.0 工业信息检索 信息检索分享知识,分享知识.自然语言接口接口.

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科学领域:

  • 制造业 制造技术 制造技术
  • 人工智能的人工智能
  • 知识管理知识管理

背景情况:

  • 制造业务越来越需要知识密集型,迫使操作员培训和支持.
  • 有效的知识共享对于工厂效率和操作员发展至关重要.

研究的目的:

  • 开发和评估基于大型语言模型 (LLM) 的系统,用于在工厂中检索和共享知识.
  • 评估系统对运营商效率和信息获取的影响.
  • 为了对各种LLM进行基准测试,以确定它们在制造业知识管理中的适用性.

主要方法:

  • 开发基于LLM的系统,以访问工厂文档和专家知识.
  • 在工厂环境中进行的用户研究,以评估系统采用和感知到的好处.
  • 商业和开源大型语言模型 (LLM) 的基准测试.

主要成果:

  • 该LLM系统在更快的信息检索和问题解决方面展示了好处.
  • 运营商表示,他们更喜欢在可用时向人类专家学习.
  • 在经过测试的LLM中,GPT-4表现优越,开源模型提供了竞争力的替代方案.

结论:

  • 基于LLM的系统为提高制造业知识管理提供了一个有希望的方法.
  • 将人工智能支持与人类专业知识相平衡,是有效操作员培训的关键.
  • 进一步研究优化LLM在工业环境中的应用是有必要的.