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重磅:2024年关于生成式Ai大模型在土木工程行业应用的30个预测

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发表于 2026-6-23 15:39:03 | 显示全部楼层 |阅读模式
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

Ai人工智能飞速发展的今天,全球人工智能技术和产业爆发,硅谷两万家人工智能创业公司占领着全球人工智能领域的创新高地。
     在工程领域有哪些应用和发展。一键式生成效果图,自动生成CAD平面图,生成BIM模型(族),百倍加速的Ai渲染替代了传统算力渲染图,工程项目规划与设计领域的各岗位已全面被人工智能入侵。项目成本大模型,材料与结构科学大模型,绿色建造与碳中和大模型等等行业大模型即将如春笋般拔地而起。国际工程软件公司欧特克已发布Ai平台,一系列Ai软件(Ai设计,Ai建模,Ai建造大脑)即将推向市场。



2024年关于生成式Ai大模型在土木工程行业应用的30个预测
  • 大模型无数不在,成为企业数字化标配,企业拥有多种私有本地化的大模型。
  • 开源大模型会爆发,最终企业大模型像网站,公众号,App一样普及。
  • 小模型涌现,运行在各行业领域,应用在每一个公司,工厂,生产线,智能体。
  • 企业级模型崛起,向产业化,垂直化,行业领域方向发展。
  • Agent(智能体)激发大模型潜能,成为超级生产力工具。
  • 多模态最终成为大模型发展的标配,更强的图文影音通用模型诞生。
  • 行业预训练大模型在工程行业悄然应用。每个企业有5-15个大模型。
  • 规划,建筑,结构,弱电,暖通等专业设计大模型会分专业分批次逐渐的完善应用
  • Ai建筑设计生成,会加快设计,减少时间和成本,基础性设计岗位会大量失业
  • 设计图纸通过发送给第三方成本大模型,直接给出精准的所有工程量成本。
  • 建筑设计和建筑成本能同步产生,项目成本概算能零延迟的得出结果。
  • 工程企业的优秀大模型应用率,成为项目招标的参考检验指标。
  • 大模型形态有预训练,自训练,代训练,最终是企业本地化部署
  • BIM建模直接被Ai大模型替代生成,效率百倍生成图代替物理算力渲染。
  • 工程设计的大模型,会出现很多细分专业的设计大模型,比如:超高超大结构,装饰/道路/地铁设计。
  • 设计出图大模型会早于审图大模型很多,全专业聚合的设计大模型平台,可能需要更久的成熟期。
  • 工程项目投资,规划,设计,招投标,施工,成本,质检验收全部Ai大模型
  • 工程成本大模型,由少数的大公司训练完成后,工程企业私有化部署再使用。
  • 比影像、逻辑模型简单百倍的数理工程模型,能更加简单快速的普及应用。
  • 行业知识类,标准法规文字类知识模型,标书,验收资料模型是最先最容易普及的。
  • 建筑图纸大模型,能让建筑图纸验收存档,实现竣工验收存档图纸内容可检索。
  • 大型项目会形成一个项目大模型,项目建造全过程数据会在大模型下进行检索与存档。
  • 多模态项目大模型,包含项目建造全周期的多模态数据,进行Ai自检与验收后,最终进行移交与存档。
  • 小参数的模型更适合在行业和企业内的孤岛数据训练,项目全周期大模型,参数量低,数据量少,训练成本低。
  • 近两年会诞生一些,行业内的预训练模型,知识模型公司,进行预训练与数据服务。
  • 早期在工程企业应用的大模型,可能只是临时性的,大模型应用成熟,稳定可靠还需要两三年。
  • 工程施工企业的各种大模型,并不适合每个企业自建大模型。1个100分远大于100个1分。
  • 施工企业自用大模型,在2024年大约有100-500家企业会尝试性的在项目上进行大模型应用。
  • 大模型的技术应用的迭代升级太频繁,很多施工企业2024年还会在观望阶段。数据与训练成本会逐渐降低。
  • 工程企业的大模型,需要一个行业的公共数据集联盟。进行更细致的数据清洗过滤,然后共用共享。





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