القائمة
NumPy for matrix operations, FFT, linear algebra, and numerical computations in marine engineering
يُحدَّد Prompt الذي يراجع المصدر أولًا بشكل افتراضي. يمكنك التبديل إلى أمر مباشر أو تنزيل نسخة محلية.
اقرأ SKILL.md وأي ملفات مرافقة يعرضها SkillsMP قبل أن تقرر التثبيت.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
يتجاوز الأمر المباشر Prompt المخصّص للمراجعة. افحص المصدر قبل تشغيله.
npx skills add https://github.com/vamseeachanta/workspace-hub --skill numpy-numerical-analysisيبقى الأمر في سطر واحد. مرّر أفقيًا لمراجعته كاملًا قبل النسخ.
تفضّل نسخة محلية؟ نزّل الملفات المتاحة حاليًا لدى SkillsMP.
عرض SKILL.md
Write outbound email and external messages in Vamsee Achanta's voice — a subtle offer to help, never bold or rash claims. Load before drafting ANY email, LinkedIn/Collide reply, proposal note, or outreach sent under his name.
Save/publish analysis or computation results from ANY ecosystem repo to Hugging Face as a queryable, viewer-renderable dataset. Use when the user wants to "save results to hugging face", "publish dataset to HF", "hugging face data saving", "save analysis results", "hf dataset", "make results queryable", or "render via datasets-server API". Reshapes nested results into flat parquet tables, writes a dataset card with a viewer `configs:` block and provenance, applies license/public-vs-private routing, enforces a domain data-quality gate (faithful-to-source != correct), publishes to `aceengineer/<repo>-<projection>`, and verifies via the datasets-server API.
Clone, create, fork, configure, and manage GitHub repositories. Manage remotes, secrets, releases, and workflows. Works with gh CLI or falls back to git + GitHub REST API via curl.
استنادا إلى تصنيف SOC المهني
| name | numpy-numerical-analysis |
| version | 1.0.0 |
| description | NumPy for matrix operations, FFT, linear algebra, and numerical computations in marine engineering |
| type | reference |
| author | workspace-hub |
| category | data |
| tags | ["numpy","numerical-analysis","matrix-operations","fft","linear-algebra","engineering"] |
| platforms | ["python"] |
| capabilities | [] |
| requires | [] |
Use NumPy numerical analysis when you need:
Avoid when:
import numpy as np
import plotly.graph_objects as go
def simulate_6dof_vessel_motion(
mass_matrix: np.ndarray,
damping_matrix: np.ndarray,
stiffness_matrix: np.ndarray,
force_time_series: np.ndarray,
time: np.ndarray
*See sub-skills for full details.*
### Example 2: RAO Calculation from FFT
```python
def calculate_rao_from_time_series(
wave_elevation: np.ndarray,
vessel_response: np.ndarray,
dt: float
) -> tuple[np.ndarray, np.ndarray]:
"""
Calculate Response Amplitude Operator (RAO) from time series.
RAO(ω) = |Response(ω)| / |Wave(ω)|
*See sub-skills for full details.*
### Example 3: Mooring Stiffness Matrix
```python
def calculate_mooring_stiffness_matrix(
num_lines: int,
pretension: float,
fairlead_radius: float,
fairlead_depth: float,
line_azimuth: np.ndarray,
weight_per_length: float
) -> np.ndarray:
"""
*See sub-skills for full details.*
### Example 4: Statistical Analysis of Extremes
```python
def extreme_value_statistics(
data: np.ndarray,
method: =
) -> :
Convolve impulse response force time series.
Response() = ∫ h() * F() dτ
*See sub-skills full details.*
- **NumPy Documentation**: https://numpy.org/doc/
- **NumPy MATLAB Users**: https://numpy.org/doc/stable/user/numpy--matlab-users.html
- **Linear Algebra**: https://numpy.org/doc/stable/reference/routines.linalg.html
- **FFT Module**: https://numpy.org/doc/stable/reference/routines.fft.html
- **SciPy ()**: https://scipy.org/
---
**Use this skill numerical computations DigitalModel!**
- [ Array Creation Operations ()]()
- [ 6DOF Equations of Motion]()
- [ FFT Frequency Analysis]()
- [ Linear Algebra Operations]()
- [ Numerical Integration]()
- [ Use Vectorization ()]()