机械工程研究技能

结合专业分析、写作、数据与评审流程开展热流体研究。

九技能包将机械工程指导与热流体分析、开题、文献写作、数据分析、幻灯片、示意图、导师评审和作者修订连接起来。

适用场景

  • 核对热流体假设与验证方法
  • 准备研究计划和论文
  • 分析结果并展示研究

使用方法

提供研究问题、基本假设与证据,选择对应专项流程,并保留上游参考资料和脚本以完成专业检查及可编辑输出。

Skills

  • mechanical-engineering-research

    Apply source-aware mechanical-engineering judgment to research, analysis, coding, writing, teaching, research identity, and release work. Use for thermal-fluid systems, heat transfer, fluid mechanics, thermodynamics, HVAC, energy systems, turbomachinery, piping, multiphase flow, experiments, correlations, CFD, reduced-order models, AI/ML, uncertainty, engineering datasets, literature reviews, citations, manuscripts, reviewer revisions, Overleaf packages, figures, proposals, research software, reproducibility, public releases, engineering teaching materials, or a research-project logo and visual identity.

    hanhuark/mechanical-engineering-research-skill
  • research-data-analysis

    Design and analyze engineering experiments or simulations using baseline cases, hypothesis-driven DOE, traceable data processing, defensible plots, uncertainty, and validation. Use for CFD, laboratory data, ML workflows, parameter studies, or research code.

    hanhuark/mechanical-engineering-research-skill
  • research-mentor-review

    Provide constructive, evidence-based research mentoring feedback on student manuscripts, proposals, analyses, code, figures, and presentations. Use for advisor-style review that teaches the next improvement without impersonating an advisor or making unsupported scientific judgments.

    hanhuark/mechanical-engineering-research-skill
  • research-proposal-development

    Develop research proposals with solicitation alignment, reviewer-focused logic, evidence-bounded preliminary results, milestones, risks, and compelling figures. Use for federal, foundation, equipment, partnership, or internal research proposals.

    hanhuark/mechanical-engineering-research-skill
  • research-schematic-design

    Create publication-quality, editable scientific and engineering schematics with explicit physical meaning, exact labels, visual hierarchy, and provenance. Use for experimental facilities, thermal-fluid mechanisms, workflows, graphical abstracts, system architectures, or research diagrams.

    hanhuark/mechanical-engineering-research-skill
  • research-slide-design

    Design clean, graphics-first technical presentations and posters with logical slide progression, visual hierarchy, purposeful motion, and complementary speaker notes. Use for research talks, conference slides, seminars, defenses, posters, or figure-focused presentations.

    hanhuark/mechanical-engineering-research-skill
  • research-writing-literature

    Write and revise rigorous research narratives, literature reviews, manuscript sections, citations, and figure discussions. Use for technical introductions, methods, results, discussions, review articles, abstracts, or related-work sections.

    hanhuark/mechanical-engineering-research-skill
  • reviewer-author-loop

    Iterative manuscript improvement workflow where a reviewer agent critiques, an author agent revises, a verifier checks the revision, and the loop repeats until acceptance or a human-pause condition is reached. Use for virtual peer review, reviewer-author revision loops, rebuttal preparation, resubmission polishing, journal paper improvement, response-to-reviewers drafting, and deciding when additional data, experiments, theory, modeling, or author judgment is required before further revision.

    hanhuark/mechanical-engineering-research-skill
  • thermal-fluid-analysis

    Analyze thermal-fluid engineering systems, experiments, CFD, and correlations with explicit assumptions, validity limits, uncertainty, and mechanism-based interpretation. Use for heat transfer, fluid mechanics, phase change, HVAC, energy systems, turbomachinery, piping, or thermal management.

    hanhuark/mechanical-engineering-research-skill