This Special Section presents the latest developments on intelligent modeling, neural networks, deep learning, and adaptive estimation, and their applications in industrial applications. Through a rigorous peer-review process, eleven articles have been accepted, which are summarized below.

中文翻译：

---

客座社论：智能制造的工业人工智能

本专题介绍了智能建模、神经网络、深度学习和自适应估计的最新发展及其在工业应用中的应用。通过严格的同行评审过程，11 篇文章已被接受，总结如下。