催化剂设计指导 (Catalyst Design)
何时使用 | When to use
- 用户要"催化剂怎么设计 / 选什么组分 / 怎么优化性能 / 合成路线建议 / 催化剂配方 / 电催化剂设计 / 合成条件怎么选"
- Users asking "how to design a catalyst / which composition to pick / how to optimize performance / synthesis-route advice / catalyst formulation / electrocatalyst design / how to choose synthesis conditions"
- 典型输入:设计目标(反应类型 + 材料体系/性能诉求),可选:catalyst-search 的文献检索结果
- Typical input: design goal (reaction type + material system / performance need); optional: catalyst-search literature results
- 覆盖反应:HER / OER / ORR / PEMWE / 全解水 / 光催化 / 塑料升级回收等
- Covers: HER / OER / ORR / PEMWE / overall water splitting / photocatalysis / plastic upcycling, etc.
何时不使用 | When NOT to use
- 纯文献检索任务 → 用
catalyst-search(本技能不重复检索)- Pure literature search → use
catalyst-search(this skill does not re-search)
- Pure literature search → use
- 非催化领域的材料设计(如电池正极、半导体器件)→ 不适用
- Non-catalysis material design (e.g., battery cathodes, semiconductor devices) → not applicable
- 仅需查一个具体 DOI / 论文全文 → 用 WebSearch/WebFetch 即可
- Just looking up a specific DOI / full text → use WebSearch/WebFetch directly
前置条件 | Prerequisites
- 本技能自带知识库(
references/)与模板(templates/),无需外部依赖即可运行- Ships with its own knowledge base (
references/) and templates (templates/); runs with no external dependencies
- Ships with its own knowledge base (
- 可选:
WebSearch/WebFetch可用时,可补查特定规律的出处(非必需)- Optional: when
WebSearch/WebFetchare available, may trace a specific rule's origin (not required)
- Optional: when
输入接口 | Input interface
- 必填 | Required:设计目标(含反应类型 + 材料体系或性能诉求)
- Design goal (reaction type + material system or performance need)
- 可选 | Optional:
catalyst-search的结构化文献输出(即literature_matrix.md格式的文献矩阵表 + 支撑结论 + 验证建议)- The structured literature output of
catalyst-search(theliterature_matrix.mdtable + supporting conclusions + validation suggestions) - 提供了文献 → 结合文献中的具体体系与指标,给出针对性建议并标注文献支撑
- With literature → give targeted advice using its specific systems/metrics and cite the support
- 未提供文献 → 基于内置设计方法论(见
references/design_methodology.md)给出通用建议- Without literature → give general advice from the built-in methodology (see
references/design_methodology.md)
- Without literature → give general advice from the built-in methodology (see
- The structured literature output of
设计方法论体系(分层 · 多来源 · 可追溯 · 可演进) | Methodology system (layered · multi-source · traceable · evolvable)
方法论持续融合多来源证据,按四层体系组织,并可随新增文献动态更新。 The methodology continuously fuses multi-source evidence, organized in four layers, and evolves dynamically with new literature.
- 完整分层知识库 | Full layered knowledge base:
references/design_methodology.md(每条带来源标签+置信度+更新日期 / each entry carries source tag + confidence + update date)- 动态更新机制 | Dynamic update mechanism:
references/methodology_update_protocol.md- 可追溯条目台账 | Traceability registry:
references/methodology_registry.md(编号→出处/DOI 逐级溯源 / trace by ID → source/DOI)
四层体系(Layered Framework)
- L1 基础理论层 | L1 Theory:为什么这样设计——构效关系、d 带中心/Sabatier、反应机理分型(AEM/LOM;Volmer-Heyrovsky)、活性-稳定性权衡、缺陷即活性、双功能协同
- Why design this way — structure-property relations, d-band center/Sabatier, mechanism typing (AEM/LOM; Volmer-Heyrovsky), activity-stability trade-off, defects-as-activity, bifunctional synergy
- L2 方法工具层 | L2 Methods & Tools:用什么手段——合成方法库(SEA/低熔点掺杂/配体锚定/单源热解/Joule heating/模板/晶界工程…)、表征与计算工具(XRD/STEM/XPS/EXAFS/DFT/ML)、结构设计手段(尺寸/有序化/核壳/载体/单双原子)
- What means to use — synthesis library (SEA/low-melting doping/ligand anchoring/single-source pyrolysis/Joule heating/templating/grain-boundary engineering…), characterization & computation (XRD/STEM/XPS/EXAFS/DFT/ML), structural design (size/ordering/core-shell/support/single-dual atoms)
- L3 技术参数层 | L3 Parameters:具体参数窗口——退火温度(450–1150 °C)、降温速率(慢冷≤2 °C/min)、气氛、粒径、掺杂量、组分配比、后处理
- Concrete parameter windows — annealing temp (450–1150 °C), cooling rate (slow ≤2 °C/min), atmosphere, particle size, doping level, composition ratio, post-treatment
- L4 实践验证层 | L4 Validation:如何证明有效——RDE→MEA 分级评测、标准(TCASMES 400-2024/T/CRES 0030-2025)、各体系性能基准、有序度/稳定性/放大验证
- How to prove it works — RDE→MEA tiered evaluation, standards (TCASMES 400-2024/T/CRES 0030-2025), per-system benchmarks, ordering/stability/scale-up validation
来源标签(可追溯性)| Source tags (traceability)
[CS] catalyst-search 检索文献(含 DOI) | [AI] 用户经 AI/skill 获取 | [EXT] 外部渠道(会议/专利/标准/内部数据) | [EXP] 经验推测(待验证)。置信度 ★★★★。
★★★.[CS] catalyst-search retrieval (with DOI) | [AI] user-acquired via AI/skill | [EXT] external channel (conference/patent/standard/internal data) | [EXP] empirical guess (to verify). Confidence ★
生成建议时须带出所引条目的来源标签,区分"文献已证实"与"经验推测"。 When generating advice, surface the source tag of each cited entry; distinguish "literature-confirmed" from "empirical guess".
工作流 | Workflow
- 解析输入 | Parse input:提取设计目标(反应类型 / 体系 / 性能);收集并区分多来源证据——catalyst-search 文献矩阵
[CS]、用户经 AI/skill 提供的资料[AI]、外部渠道[EXT]。输入不完整(缺反应类型或材料体系)时,先向用户澄清,不臆测。- Extract design goal; collect and tag multi-source evidence — catalyst-search matrix
[CS], user-provided[AI], external[EXT]. If input is incomplete (missing reaction type or material system), ask the user to clarify first; do not guess.
- Extract design goal; collect and tag multi-source evidence — catalyst-search matrix
- 匹配规律(按四层)| Match rules (by layer):目标映射到 L1 理论(选机理方向)→ L2 方法工具(选合成/表征手段)→ L3 参数(定参数窗口)→ L4 验证(定评测路径)。
- Map goal to L1 theory (mechanism direction) → L2 methods (synthesis/characterization) → L3 parameters (windows) → L4 validation (evaluation path).
- 生成建议 | Generate advice:输出组分选择 + 结构设计 + 合成策略 + 条件优化 + 验证建议;每条引用注明来源标签(及 DOI)与置信度,区分"文献已证实"与"经验推测"。
- Output composition + structure + synthesis + conditions + validation; each citation notes source tag (and DOI) and confidence; distinguish confirmed vs guessed.
- 动态回填(演进)| Dynamic backfill (evolve):若本次用到用户新提供的文献/结论产生了新规律,按
references/methodology_update_protocol.md校验后回填design_methodology.md与methodology_registry.md(含来源、DOI、置信、状态)。证据不足(仅 [EXP])的方向,主动建议调用 catalyst-search 补检以升级为 [CS]。- If new user literature yields new rules, validate per
methodology_update_protocol.mdthen backfill both files (source, DOI, confidence, status). For under-evidenced (only [EXP]) directions, proactively suggest catalyst-search re-check to upgrade to [CS].
- If new user literature yields new rules, validate per
- 输出 | Output:按
templates/design_proposal.md输出设计建议书;引用文献采用 GB/T 7714(格式见 catalyst-search 的templates/citation_gb7714.md,本技能自带同名模板亦可)。- Output the design proposal per
templates/design_proposal.md; cite in GB/T 7714 (see catalyst-search'stemplates/citation_gb7714.md, or this skill's own copy).
- Output the design proposal per
输出接口 | Output interface
- 设计建议书(组分 / 结构 / 合成 / 条件 / 验证),格式见
templates/design_proposal.md- Design proposal (composition / structure / synthesis / conditions / validation); format in
templates/design_proposal.md
- Design proposal (composition / structure / synthesis / conditions / validation); format in
- 若引用文献,给出 GB/T 7714 引用,并标明"文献支撑"或"经验推测"
- If citing literature, give GB/T 7714 citation and label "literature-supported" or "empirical guess"
与其他能力分工 | Division of labor
- 文献检索由
catalyst-search负责;本技能不重复检索,仅消费其输出或基于内置知识给建议- Literature search is catalyst-search's job; this skill does not re-search, only consumes output or uses built-in knowledge
- 如需补查特定设计规律的出处,可用 WebSearch/WebFetch(可选,非必需)
- To trace a specific rule's origin, WebSearch/WebFetch may be used (optional)
注意事项 | Notes
- 建议须有据(内置方法论或所提供文献),不凭空断言
- Advice must be grounded (built-in methodology or supplied literature); no ungrounded claims
- 明确区分"文献已证实"与"经验推测"
- Clearly distinguish "literature-confirmed" from "empirical guess"
- 设计建议须附带可执行的验证路径(表征/测试),便于用户复核
- Advice must include an actionable validation path (characterization/testing) for user verification
- 安全与权限 | Safety & permissions:本技能仅读取自带
references/、templates/;不执行系统命令、不写入用户文件、不发起除可选 WebSearch/WebFetch 外的网络请求;不收集或外传用户数据。- This skill only reads its own
references/andtemplates/; runs no system commands, writes no user files, makes no network requests beyond optional WebSearch/WebFetch; collects or exfiltrates no user data.
- This skill only reads its own
示例 | Example
- 输入:设计一个酸性 OER 催化剂,要求 η₁₀ < 200 mV、稳定 > 500 h
- 输出:
- 组分:Ru@IrOₓ 核壳(Ru 核活性高、IrOₓ 壳抗溶)
[CS]★★★ - 结构:核壳界面电荷重分布,优化 Ru 的含氧中间体吸附
[CS]★★★ - 合成:Adams Fusion 制 IrOₓ 壳 + 还原沉积 Ru 核
[CS]★★ - 条件:退火 400–500 °C(过高致 Ru 溶入壳、过低有序度不足)
[EXP]★ - 验证:RDE 测 η₁₀/Tafel;ICP-MS 监测 Ru/Ir 溶解;30k 圈 ADT
[CS]★★★ - Input: design an acidic OER catalyst with η₁₀ < 200 mV, stability > 500 h
- Output: composition Ru@IrOₓ core-shell / structure interfacial charge redistribution / synthesis Adams Fusion + reductive Ru deposition / conditions anneal 400–500 °C / validation RDE + ICP-MS + ADT; each tagged [CS]/[EXP] with confidence.
- 组分:Ru@IrOₓ 核壳(Ru 核活性高、IrOₓ 壳抗溶)
项目主页 | Project home
- GitHub:https://github.com/ANDYPENG09/catalyst-design-skill (源码、更新与 Issue 反馈 | source, updates & issues)
- 配套技能 | Companion:https://github.com/ANDYPENG09/catalyst-search-skill (催化文献检索 | catalysis literature search)