# Materials Science - References

## Academic Papers and Research

1. **Materials Genome Initiative Strategic Plan**
   - https://www.mgi.gov/
   - U.S. national initiative for accelerating materials discovery and deployment

2. **Computational Materials Science: From First Principles to Materials Properties**
   - https://www.nature.com/articles/s41524-019-0173-2
   - Overview of computational approaches in materials science

3. **Machine Learning for Molecular and Materials Science**
   - https://www.nature.com/articles/s41586-018-0337-2
   - Comprehensive review of ML applications in materials research

4. **The FAIR Guiding Principles for Scientific Data Management**
   - https://www.nature.com/articles/sdata201618
   - Foundational principles for materials data management

5. **High-Throughput Computational Materials Screening**
   - https://www.annualreviews.org/doi/10.1146/annurev-matsci-070218-010036
   - Review of computational screening methodologies

6. **Materials Informatics: A Journey Towards Material Design and Synthesis**
   - https://www.sciencedirect.com/science/article/pii/S0927025620301865
   - Overview of materials informatics approaches

## Industry Standards and Frameworks

### Materials Testing Standards

7. **ASTM International Standards**
   - https://www.astm.org/
   - Comprehensive materials testing and specification standards

8. **ISO Materials Standards**
   - https://www.iso.org/ics/77/x/
   - International standards for metallic and other materials

9. **SAE International Materials Standards**
   - https://www.sae.org/standards/
   - Automotive and aerospace materials specifications

10. **ASME Materials Standards**
    - https://www.asme.org/codes-standards
    - Pressure vessel and structural materials codes

11. **AMS (Aerospace Material Specifications)**
    - https://www.sae.org/standards/content/aerospace-material-specifications/
    - Aerospace-specific material specifications

### Quality and Process Standards

12. **ISO 9001:2015 - Quality Management Systems**
    - https://www.iso.org/standard/62085.html
    - General quality management framework

13. **AS9100 - Aerospace Quality Management**
    - https://www.sae.org/standards/content/as9100d/
    - Aerospace-specific quality requirements

14. **IATF 16949 - Automotive Quality Management**
    - https://www.iatfglobaloversight.org/
    - Automotive industry quality standard

15. **Nadcap (National Aerospace and Defense Contractors Accreditation Program)**
    - https://p-r-i.org/nadcap/
    - Special process accreditation for aerospace

16. **NIST Measurement Services**
    - https://www.nist.gov/calibrations
    - Standards and reference materials for calibration

## Best Practices and Methodologies

### Materials Selection Methodologies

17. **Cambridge Engineering Selector (CES) / Granta Selector**
    - https://www.ansys.com/products/materials/granta-selector
    - Systematic materials selection methodology

18. **Ashby Materials Selection Charts**
    - https://www.cambridge.org/core/books/materials-selection-in-mechanical-design/
    - Property-based material selection approach

19. **Value Analysis/Value Engineering (VA/VE)**
    - https://www.value-eng.org/
    - Cost-function optimization methodology

20. **Materials Data Management Consortium (MDMC)**
    - https://www.nist.gov/programs-projects/materials-data-curation-system
    - Best practices for materials data management

### Characterization Best Practices

21. **NIST XPS Database**
    - https://srdata.nist.gov/xps/
    - Reference database for XPS analysis

22. **ICDD (International Centre for Diffraction Data)**
    - https://www.icdd.com/
    - PDF database for X-ray diffraction analysis

23. **RRUFF Project**
    - https://rruff.info/
    - Database of mineral Raman spectra and XRD patterns

24. **NIST Structural Database**
    - https://www.nist.gov/srd
    - Standard reference data for materials

25. **IUCr (International Union of Crystallography)**
    - https://www.iucr.org/
    - Standards for crystallographic data

## Key Tools and Technologies

### Materials Databases

26. **Materials Project**
    - https://materialsproject.org/
    - Open-access database of computed material properties

27. **AFLOW (Automatic Flow for Materials Discovery)**
    - https://aflow.org/
    - High-throughput computational materials database

28. **OQMD (Open Quantum Materials Database)**
    - https://oqmd.org/
    - DFT-calculated thermodynamic properties of materials

29. **NOMAD (Novel Materials Discovery) Repository**
    - https://nomad-lab.eu/
    - Open-access repository for materials science data

30. **Citrination**
    - https://citrination.com/
    - AI-powered materials informatics platform

31. **MatWeb**
    - https://www.matweb.com/
    - Comprehensive materials property database

32. **ASM Alloy Center Database**
    - https://www.asminternational.org/
    - Metals and alloys property data

33. **NIMS Materials Database (MatNavi)**
    - https://mits.nims.go.jp/
    - Japanese materials database portal

### Computational Materials Science Tools

34. **VASP (Vienna Ab initio Simulation Package)**
    - https://www.vasp.at/
    - Widely used DFT code for materials simulation

35. **Quantum ESPRESSO**
    - https://www.quantum-espresso.org/
    - Open-source DFT and DFPT software

36. **LAMMPS (Large-scale Atomic/Molecular Massively Parallel Simulator)**
    - https://www.lammps.org/
    - Molecular dynamics simulation code

37. **ASE (Atomic Simulation Environment)**
    - https://wiki.fysik.dtu.dk/ase/
    - Python library for atomistic simulations

38. **pymatgen**
    - https://pymatgen.org/
    - Python Materials Genomics analysis library

39. **atomate**
    - https://atomate.org/
    - Automated workflows for computational materials science

40. **CALPHAD (Calculation of Phase Diagrams)**
    - https://www.calphad.org/
    - Thermodynamic calculation methodology

41. **Thermo-Calc**
    - https://thermocalc.com/
    - Commercial CALPHAD software

42. **FactSage**
    - https://www.factsage.com/
    - Integrated thermochemical databank system

### Finite Element and Continuum Modeling

43. **ANSYS Mechanical**
    - https://www.ansys.com/products/structures
    - Commercial FEA software for structural analysis

44. **Abaqus**
    - https://www.3ds.com/products-services/simulia/products/abaqus/
    - Advanced FEA software for materials modeling

45. **COMSOL Multiphysics**
    - https://www.comsol.com/
    - Multiphysics simulation platform

46. **LS-DYNA**
    - https://www.lstc.com/products/ls-dyna
    - Explicit dynamics and crash simulation

47. **MOOSE (Multiphysics Object-Oriented Simulation Environment)**
    - https://mooseframework.inl.gov/
    - Open-source multiphysics FEM framework

48. **OpenFOAM**
    - https://www.openfoam.com/
    - Open-source CFD toolbox (thermal and flow)

### Machine Learning for Materials

49. **Matminer**
    - https://hackingmaterials.lbl.gov/matminer/
    - Python library for data mining in materials science

50. **CGCNN (Crystal Graph Convolutional Neural Networks)**
    - https://github.com/txie-93/cgcnn
    - Graph neural networks for crystal property prediction

51. **MEGNet**
    - https://github.com/materialsvirtuallab/megnet
    - MatErials Graph Network for property prediction

52. **SchNet**
    - https://github.com/atomistic-machine-learning/schnetpack
    - Deep learning for atomistic simulations

53. **SISSO (Sure Independence Screening and Sparsifying Operator)**
    - https://github.com/rouyang2017/SISSO
    - Compressed-sensing method for descriptor identification

54. **JARVIS-ML**
    - https://jarvis.nist.gov/
    - NIST Joint Automated Repository for materials data and ML

### Process Simulation

55. **JMatPro**
    - https://www.sentesoftware.co.uk/jmatpro
    - Materials property simulation software

56. **DICTRA**
    - https://thermocalc.com/products/dictra/
    - Diffusion simulation in multicomponent alloys

57. **DEFORM**
    - https://www.deform.com/
    - Metal forming process simulation

58. **ProCAST**
    - https://www.esi-group.com/products/procast
    - Casting process simulation

59. **Simufact**
    - https://www.simufact.com/
    - Metal forming and additive manufacturing simulation

## Characterization Technique Resources

### Electron Microscopy

60. **EMCenter - Electron Microscopy Resources**
    - https://www.microscopy.org/
    - Microscopy Society of America resources

61. **EELS Atlas**
    - https://eels.info/
    - Database of electron energy loss spectra

62. **TEAM I Facility (Berkeley Lab)**
    - https://foundry.lbl.gov/team-microscopy-facility/
    - Advanced electron microscopy facility

63. **FEI/Thermo Fisher Scientific**
    - https://www.thermofisher.com/us/en/home/electron-microscopy.html
    - Electron microscopy instrumentation and resources

### Spectroscopy

64. **NIST Chemistry WebBook**
    - https://webbook.nist.gov/chemistry/
    - Reference spectra and thermodynamic data

65. **AIST Spectral Database (SDBS)**
    - https://sdbs.db.aist.go.jp/
    - Free spectral database (IR, Raman, NMR, MS)

66. **RRUFF Raman Database**
    - https://rruff.info/
    - Mineral Raman spectra database

67. **Bio-Rad KnowItAll**
    - https://www.bio-rad.com/en-us/product/knowitall-spectroscopy-software
    - Commercial spectral database and analysis

### X-ray Methods

68. **ICSD (Inorganic Crystal Structure Database)**
    - https://icsd.fiz-karlsruhe.de/
    - Crystal structure database

69. **COD (Crystallography Open Database)**
    - https://www.crystallography.net/
    - Open-access crystal structure database

70. **PDF-4+ Database (ICDD)**
    - https://www.icdd.com/pdf-4/
    - Powder diffraction file database

71. **GSAS/GSAS-II**
    - https://subversion.xray.aps.anl.gov/trac/GSAS-II
    - Rietveld refinement software

## Books and Learning Resources

### Foundational Textbooks

72. **"Materials Science and Engineering: An Introduction" by William D. Callister**
    - https://www.wiley.com/en-us/Materials+Science+and+Engineering%3A+An+Introduction
    - Standard undergraduate textbook

73. **"Introduction to Materials Science for Engineers" by James F. Shackelford**
    - https://www.pearson.com/en-us/subject-catalog/p/introduction-to-materials-science-for-engineers
    - Introductory engineering materials text

74. **"The Science and Engineering of Materials" by Donald R. Askeland**
    - https://www.cengage.com/c/the-science-and-engineering-of-materials-7e-askeland
    - Comprehensive materials science textbook

75. **"Physical Metallurgy" by Robert E. Reed-Hill**
    - Classic physical metallurgy textbook
    - Foundational metallurgical concepts

76. **"Phase Transformations in Metals and Alloys" by David Porter and Kenneth Easterling**
    - https://www.routledge.com/Phase-Transformations-in-Metals-and-Alloys
    - Essential text on phase transformations

### Advanced and Specialized Topics

77. **"Mechanical Metallurgy" by George E. Dieter**
    - https://www.mheducation.com/highered/product/mechanical-metallurgy-dieter
    - Mechanical behavior of metals

78. **"Introduction to Ceramics" by W. David Kingery**
    - Classic ceramics textbook
    - Foundational ceramic science

79. **"Polymer Science and Technology" by Joel R. Fried**
    - https://www.pearson.com/en-us/subject-catalog/p/polymer-science-and-technology
    - Comprehensive polymer science text

80. **"Composite Materials: Science and Engineering" by Krishan K. Chawla**
    - https://link.springer.com/book/10.1007/978-3-030-28983-6
    - Comprehensive composites textbook

81. **"Electronic Properties of Materials" by Rolf E. Hummel**
    - https://link.springer.com/book/10.1007/978-3-642-86538-1
    - Electronic materials fundamentals

82. **"Biomaterials Science: An Introduction to Materials in Medicine"**
    - https://www.elsevier.com/books/biomaterials-science/ratner/978-0-12-816137-1
    - Comprehensive biomaterials text

### Computational Materials Science

83. **"Computational Materials Science" by June Gunn Lee**
    - https://www.routledge.com/Computational-Materials-Science-An-Introduction
    - Introduction to computational methods

84. **"Electronic Structure: Basic Theory and Practical Methods" by Richard M. Martin**
    - https://www.cambridge.org/core/books/electronic-structure
    - DFT theory and applications

85. **"Atomistic Computer Simulations" by Veronika Brajuskovic**
    - https://onlinelibrary.wiley.com/doi/book/10.1002/9783527699458
    - Practical guide to atomistic simulations

86. **"Materials Informatics: Methods, Tools and Applications"**
    - https://onlinelibrary.wiley.com/doi/book/10.1002/9783527802265
    - Overview of materials informatics

87. **"Machine Learning in Materials Science" by Rampi Ramprasad**
    - Review articles and tutorials on ML for materials

### Characterization Techniques

88. **"Elements of X-Ray Diffraction" by B.D. Cullity**
    - https://www.pearson.com/en-us/subject-catalog/p/elements-of-x-ray-diffraction
    - Classic XRD textbook

89. **"Transmission Electron Microscopy" by David B. Williams and C. Barry Carter**
    - https://link.springer.com/book/10.1007/978-0-387-76501-3
    - Comprehensive TEM textbook

90. **"Scanning Electron Microscopy and X-Ray Microanalysis" by Goldstein et al.**
    - https://link.springer.com/book/10.1007/978-1-4939-6676-9
    - Comprehensive SEM/EDS textbook

91. **"Surface Analysis by Auger and X-Ray Photoelectron Spectroscopy"**
    - https://www.impopen.com/surface-analysis
    - XPS and AES techniques

92. **"Thermal Analysis of Polymers" by Joseph D. Menczel**
    - https://onlinelibrary.wiley.com/doi/book/10.1002/9780470423837
    - Thermal analysis methods

## Community Resources and Organizations

### Professional Organizations

93. **Materials Research Society (MRS)**
    - https://www.mrs.org/
    - Premier materials research organization

94. **The Minerals, Metals & Materials Society (TMS)**
    - https://www.tms.org/
    - Professional organization for materials professionals

95. **ASM International**
    - https://www.asminternational.org/
    - Materials information society

96. **American Ceramic Society (ACerS)**
    - https://ceramics.org/
    - Ceramic and glass science organization

97. **Society of Plastics Engineers (SPE)**
    - https://www.4spe.org/
    - Plastics and polymer engineering

98. **NACE International (now AMPP)**
    - https://www.ampp.org/
    - Corrosion engineering association

99. **American Physical Society (APS)**
    - https://www.aps.org/
    - Physics society with materials divisions

100. **American Chemical Society (ACS)**
     - https://www.acs.org/
     - Chemistry society with materials divisions

### Major Conferences

101. **MRS Spring/Fall Meetings**
     - https://www.mrs.org/meetings-events
     - Premier materials research conferences

102. **TMS Annual Meeting**
     - https://www.tms.org/AnnualMeeting
     - Comprehensive materials conference

103. **MS&T (Materials Science & Technology)**
     - https://www.matscitech.org/
     - Joint ACerS/AIST/ASM/TMS conference

104. **ICME (International Conference on Materials Engineering)**
     - Various organizations host ICME-focused events
     - Integrated computational materials engineering

105. **Gordon Research Conferences - Materials Science Topics**
     - https://www.grc.org/
     - Focused research conferences

### Journals and Publications

106. **Nature Materials**
     - https://www.nature.com/nmat/
     - High-impact materials journal

107. **Acta Materialia**
     - https://www.sciencedirect.com/journal/acta-materialia
     - Premier materials science journal

108. **Journal of Materials Science**
     - https://www.springer.com/journal/10853
     - Comprehensive materials journal

109. **Computational Materials Science**
     - https://www.sciencedirect.com/journal/computational-materials-science
     - Computational methods focus

110. **npj Computational Materials**
     - https://www.nature.com/npjcompumats/
     - Open-access computational materials

111. **Materials Today**
     - https://www.materialstoday.com/
     - Materials science news and reviews

112. **JOM (Journal of The Minerals, Metals & Materials Society)**
     - https://www.springer.com/journal/11837
     - TMS member journal

## Additional Resources

### National Laboratories and Facilities

113. **Argonne National Laboratory - Materials Science Division**
     - https://www.anl.gov/msd
     - DOE materials research facility

114. **Oak Ridge National Laboratory - Materials Science and Technology Division**
     - https://www.ornl.gov/division/mstd
     - DOE materials research facility

115. **Lawrence Berkeley National Laboratory - Materials Sciences Division**
     - https://www.lbl.gov/research/materials-sciences/
     - DOE materials research facility

116. **National Institute of Standards and Technology (NIST) - Materials Science**
     - https://www.nist.gov/mml/materials-science-and-engineering-division
     - Standards and measurement science

117. **Sandia National Laboratories - Materials Science**
     - https://www.sandia.gov/research/materials_science/
     - Applied materials research

### Synchrotron and Neutron Facilities

118. **Advanced Photon Source (APS)**
     - https://www.aps.anl.gov/
     - Synchrotron X-ray facility

119. **National Synchrotron Light Source II (NSLS-II)**
     - https://www.bnl.gov/nsls2/
     - Synchrotron X-ray facility

120. **SLAC National Accelerator Laboratory**
     - https://www6.slac.stanford.edu/
     - X-ray free-electron laser

121. **NIST Center for Neutron Research**
     - https://www.nist.gov/ncnr
     - Neutron scattering facility

122. **Spallation Neutron Source (SNS)**
     - https://neutrons.ornl.gov/sns
     - Neutron scattering facility

### Industry Consortia and Initiatives

123. **ICME (Integrated Computational Materials Engineering)**
     - https://www.tms.org/icmig
     - Materials-by-design initiative

124. **CHiMaD (Center for Hierarchical Materials Design)**
     - https://chimad.northwestern.edu/
     - Materials design research center

125. **PRISMS Center**
     - http://www.prisms-center.org/
     - Computational materials science center

126. **Materials Data Facility**
     - https://materialsdatafacility.org/
     - Data publication and discovery platform

127. **OPTIMADE (Open Databases Integration for Materials Design)**
     - https://www.optimade.org/
     - Materials database interoperability

### Additive Manufacturing Resources

128. **America Makes**
     - https://www.americamakes.us/
     - National additive manufacturing institute

129. **ASTM Additive Manufacturing Standards**
     - https://www.astm.org/COMMIT/AM_Standards.htm
     - AM-specific standards

130. **NASA MSFC Additive Manufacturing**
     - https://www.nasa.gov/centers/marshall/michoud/additive_manufacturing.html
     - Aerospace AM applications

### Sustainability and Circular Economy

131. **Materials Recycling Research Center**
     - Various university-based centers
     - Recycling technology research

132. **Critical Materials Institute**
     - https://www.ameslab.gov/cmi
     - Critical materials research

133. **REMADE Institute**
     - https://remadeinstitute.org/
     - Sustainable manufacturing research

134. **Ellen MacArthur Foundation - Materials**
     - https://ellenmacarthurfoundation.org/
     - Circular economy resources

### Online Learning and Tutorials

135. **MIT OpenCourseWare - Materials Science**
     - https://ocw.mit.edu/courses/materials-science-and-engineering/
     - Free university course materials

136. **edX Materials Science Courses**
     - https://www.edx.org/learn/materials-science
     - Online courses from leading universities

137. **Coursera Materials Science Courses**
     - https://www.coursera.org/courses?query=materials%20science
     - Online learning platform

138. **NPTEL Materials Science Courses**
     - https://nptel.ac.in/
     - Indian engineering courses

139. **Materials Science YouTube Channels**
     - Various educational channels covering materials topics
     - Video tutorials and lectures

140. **ASM International Education Resources**
     - https://www.asminternational.org/learning
     - Professional development courses
