技术研究 Technology Research

让材料智能更懂真实世界 Understand Materials in a Way That Is Closer to Real R&D

将工艺、组织、磁性与性能之间的复杂关系纳入模型视野 Bring the complex relationship among process, microstructure, magnetism, and performance into the model's field of view.

技术理念Principles

当技术设想照进现实When Technical Vision Meets Real-World R&D

从理想晶体、建模路径到验证闭环,重新定义磁性材料研发的技术边界From ideal crystals and modeling routes to validation loops, redefine the technical boundary of magnetic-material R&D.

从理想晶体走向真实研发From Ideal Crystals to Real R&D

把工艺、组织、磁性与性能之间的关系纳入模型视野,让研究对象更接近研发现场真正面对的问题。Bring the relationship among process, microstructure, magnetism, and performance into the model so the research object is closer to the problems real R&D teams actually face.

从单一路径走向联合驱动From Single Route to Joint Driving Forces

将物理规律、化学机理与科学数据放在同一框架中建模,让模型既有约束,也具备泛化能力。Model physical laws, chemical mechanisms, and scientific data in one unified framework so the model stays constrained while remaining generalizable.

从可预测走向可验证From Predictable to Verifiable

不只追求更快得到结果,更关注结果是否能够支持实验验证、工艺推演与真实制造落地。The goal is not only to get results faster, but to make sure those results can support experimental validation, process reasoning, and real manufacturing deployment.

模型能力Model Capability

把模型想象力带入磁性材料研发Bring Model Imagination into Magnetic Materials R&D

不只停留在理想晶体与单一状态预测,而是将磁矩、非共线、多自由度与缺陷工程纳入更完整的磁性体系表达Move beyond ideal-crystal and single-state prediction by bringing magnetic moments, noncollinearity, multi-degree modeling, and defect engineering into a more complete magnetic-system expression.

非共线磁性自由度支持Noncollinear Magnetic Degree Support

支持原子位置+磁矩多自由度建模,覆盖更完整的磁性相互作用表达。Support multi-degree modeling of atomic positions and magnetic moments, covering a more complete expression of magnetic interactions.

系列方法与预测能力Method Family and Prediction Capability

形成系列软件与方法体系,并可同时预测能量、原子力与磁性扭矩。Build a family of methods and software that can jointly predict energy, atomic force, and magnetic torque.

体系覆盖与工程突破System Coverage and Engineering Breakthroughs

面向 47 种元素与 6000+ 磁性材料体系建模,实现缺陷工程计算模拟。Model 47 elements and 6000+ magnetic material systems and enable defect-engineering simulation.

模型优势Model Advantages

精度与效率并行Accuracy and Efficiency in Parallel

相比传统方法与通用模型,磁性模型在磁性支持、能量精度与研发效率上更有绝对优势Compared with traditional methods and general-purpose models, the magnetic model shows stronger advantages in magnetic support, energy precision, and R&D efficiency.

研发周期R&D Cycle
5–10 年3 个月
实验次数Experiments
200 次30 次
研发成本R&D Cost
500 万80 万
预测准确率Prediction Accuracy
70%95%
能量精度Energy 磁矩精度Moment 原子力精度Force 磁性支持Support
能量精度Energy 0.1 meV
磁矩精度Moment 10⁻⁷ μB
原子力精度Force ~10 meV/Å
磁性支持Support 全支持 ✓Full ✓
联合驱动Joint Driving Forces

双核引擎,走向同一个答案Dual Engines, Moving Toward One Answer

把原子构型、非共线磁性构型、物理约束、数据分布与研发目标放进同一个建模框架Bring atomic configurations, noncollinear magnetic configurations, physical constraints, data distributions, and R&D goals into one unified modeling framework.

物理规律
数据学习
研发任务
  • 联合学习原子构型与磁性构型
  • 同时预测能量、原子力与磁性扭矩
  • 结合主动学习持续提升模型有效性
  • 面向温度、压力等真实条件开展模拟
跨尺度建模Cross-Scale Modeling

当模型跨过原子尺度,开始面对真实结构问题When Models Move Beyond Atomic Scale to Face Real Structural Problems

真正影响材料表现的,不只是原子尺度上的理想晶体,还包括微米到毫米范围内的缺陷、晶界、组织与工艺相关结构What shapes real material behavior is not only the ideal crystal at the atomic scale, but also defects, grain boundaries, microstructure, and process-related structures across the range from micrometers to millimeters.

皮米 纳米 微米 毫米

原子尺度Atomic Scale

成分、构型、能量、磁矩演化Composition, configuration, energy, and magnetic-moment evolution.

缺陷与晶界Defects & Grain Boundaries

局域扰动、界面结构、局部磁性行为Local perturbations, interface structures, and local magnetic behavior.

组织与介观连接Microstructure & Mesoscale Bridge

析出相、晶粒尺寸、组织演化与结构耦合Precipitates, grain size, microstructure evolution, and structure coupling.

性能与工艺输出Performance & Process Output

更接近真实研发中的性能表现与工艺窗口Performance behavior and process windows closer to real-world R&D.

研究成果与知识产权Outputs & IP

研究成果与知识产权Research Outputs and Intellectual Property

以公开可展示的研究成果与知识产权信息建立可信度,后续内容可继续扩展。Build credibility through public-facing research-output and intellectual-property information, with room for future expansion.

60+
论文Papers
10+
发明专利 / 软著Patents / Software Copyrights
占位符Placeholder
后续补充To Be Added
FAQFAQ

常见技术问题Common Technical Questions

保持官网式问答逻辑,回答用户最关心的适用范围、验证方式和部署方式。A website-style Q&A section focused on applicability, validation, and deployment.

当前重点覆盖磁性材料,并向铁镍、催化、氧化铀等相关体系延展。The current focus is magnetic materials, with extension toward iron-nickel, catalysis, uranium oxide, and related systems.
因为平台不仅看原子结构,还进一步考虑磁矩、自旋耦合以及更接近真实研发条件的因素。Because the platform goes beyond atomic structure and also considers magnetic moments, spin coupling, and conditions closer to real-world R&D.
可通过测试大纲、性能评估、实验回查或项目试点方式逐步验证。Results can be validated progressively through test plans, performance evaluation, experimental back-checking, or pilot projects.
支持 SaaS 与私有化部署,也支持围绕特定算力环境进行深度定制。Yes. It supports both SaaS and private deployment, and can also be deeply customized for specific compute environments.
可以,平台既支持研究任务,也支持项目交付、报告输出与合作部署。Yes. The platform supports research tasks as well as project delivery, report output, and deployment in collaborative enterprise settings.

让技术优势真正转化为研发效率Turn Technical Advantage into R&D Efficiency