Anderson acceleration

[DeekshaMohanty]

📝 Description

Type: 🚀 feature

-Added Anderson acceleration convergence scheme to convergence.py
-Added convergence_test.ipynb, the notebook I've been using to run simulations

Also, link issues affected by this pull request by using the keywords: close, closes, closed, fix, fixes, fixed, resolve, resolves or resolved.

📌 Resources

Examples, notebooks, and links to useful references.

🚦 Testing

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• My changes can't be tested (explain why)

☑️ Checklist

• I requested two reviewers for this pull request
• I updated the documentation according to my changes
• I built the documentation by applying the build_docs label

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