Series
this series is 、metallic materials of fundamentals and becomemetallic bond and Crystal Structurefrom、Alloydesign、Strengthening Mechanisms、functionitymetallic materialsto、Python practiceal apro chi studyIntroductionko sis。CalculationMaterials Science of pointfrommetallic materials understand 、materialdesign of construction 。
learning of
metallic bond and
Crystal Structure] -->B[Chapter2
Alloydesign and
Phase Diagram] B -->C[Chapter3
Strengthening Mechanisms] C -->D[Chapter4
functionitymetallic materials] D -->E[Chapter5
Dataanalyzepractice] style A fill:#f093fb,stroke:#f5576c,stroke-width:2px,color:#fff style B fill:#f093fb,stroke:#f5576c,stroke-width:2px,color:#fff style C fill:#f093fb,stroke:#f5576c,stroke-width:2px,color:#fff style D fill:#f093fb,stroke:#f5576c,stroke-width:2px,color:#fff style E fill:#f093fb,stroke:#f5576c,stroke-width:2px,color:#fff
Series
metallic bond of 、FCC/BCC/HCPCrystal Structure、 rate、coordination number、burabe 、 surface and Tableshow study、Python structureVisualization and ityCalculation perform。
Solid Solution( ・ )、Intermetallic Compound、Eutectic・ reaction、Phase Transformation、two systemPhase Diagram of 、Scheil-Gulliver equation、CALPHAD of fundamentals learn。
Solid Solution Strengthening、Precipitation Strengthening(Orowan Mechanism)、Work Hardening(Dislocation Densityincrease)、Grain Refinement(Hall-PetchRelation)、transformationstrengthening、 strengthening of theory and practiceCalculation learn。
(BCStheory、high )、 Alloy(Martensitetransformation)、 Alloy、 material、 itymaterial、formation material of principle and application learn。
pymatgen/ASEbyCrystal Structureoperation、pycalphadbyPhase DiagramCalculation、materialDatabe sAPI 、mechanicallearningbymaterial ityPrediction、 wa kfro practice 。
Learning Objectives
of Series dothing 、or less of skiru and knowledge learn :
- ✅ metallic bond of moderu understand 、 degree・ degree Calculationcan
- ✅ FCC、BCC、HCP of Crystal Structure 、 rate・coordination number can
- ✅ mira Index surface and Table 、surface Calculationcan
- ✅ two systemPhase Diagram 、EquilibriumComposition・fraction Calculationcan
- ✅ Hume-Rothery Rules usingSolid Solutionformation Predictioncan
- ✅ Hall-Petchequation、Orowanequation Strength al Predictioncan
- ✅ multiple of Strengthening Mechanisms of Phase use design can
- ✅ BCStheory Temperature of Dependence understandcan
- ✅ effect of enerugi explaincan
- ✅ pymatgen and pycalphad Phase Diagram and structureData can
recommendedlearningpata n
pata n1: learning - theory and practice of barans(5-7 )
- 1day: Chapter1(metallic bond and Crystal Structure)
- 2day: Chapter2(Alloydesign and Phase Diagram)
- 3day: Chapter3(Strengthening Mechanisms)
- 4day: Chapter4(functionitymetallic materials)
- 5day: Chapter5(Pythonpractice)+
pata n2: learning - metallic materialsmasta (3 )
- 1day: Chapter1-2(Crystal Structure and Alloydesign)
- 2day: Chapter3-4(Strengthening Mechanisms and functionitymaterial)
- 3day: Chapter5(practiceanalyze)+ eachExercises
pata n3: practice - CalculationMaterials Scienceskirulearn(1 )
- Chapter1-4: Code Example of execute(theory is Degree)
- Chapter5: 、actualmaterialData Calculation
- necessary theory Confirmation
knowledge
| necessaryLevel | explain | |
|---|---|---|
| Materials Sciencefundamentals | IntroductionLevel | izationstudy 、Atomstructure、 Table of understand |
| study | study1-2 Level | study、thermodynamics、 study、 study of fundamentals |
| numberstudy | study1 Level | 、line number、 equation of fundamentals |
| Python | numpy、matplotlib、pandas、pymatgen、ASE of Basicoperation |
usedoPythonraiburari
of Series usedomainraiburari:
- numpy: valueCalculation and operation
- matplotlib: 2DGraph・FigureTablecreation
- scipy: studyCalculation(optimize、value 、statistics)
- pandas: Datatreatment and analyze
- pymatgen: Crystal Structureoperation、Phase Diagram、materialDatabe s
- ASE: AtomSimulation (Crystal Structure、enerugi Calculation)
- pycalphad: CALPHADPhase DiagramCalculation
- scikit-learn: mechanicallearning( 、classification、 )
- seaborn: statisticsalDataVisualization
FAQ - exist
Q1: Experimental Data evenlearning ?
is 、 is。this series is theoryCalculation and Simulation point 。 materialDatabe s(Materials Project、AFLOW) of Data use 、experiment understand obtain 。
Q2: Alloydesign and Strengthening Mechanisms of Relation is ?
Alloydesign(Chapter2) Composition and structure design 、Strengthening Mechanisms(Chapter3) mechanicalalStrength caninfluence ization 。 dothing 、 Characteristics domaterialdesign 。
Q3: Materials Informatics(MI) to of application is ?
Chapter5 studypymatgen and pycalphad is 、MI materialdescriptor 、Databe sconstruction、mechanicallearningmoderucreation of is。structure-Composition-Characteristics of Relation mechanicallearning Predictiondo of skiruis。
Q4: Phase DiagramCalculation(pycalphad) of learn is is?
Chapter2 and Chapter5 、Basical Python and numpy of knowledge learning 。pycalphad is also 、Alloy of useis。
Q5: seramiks and rima also use ?
this series is ization 、Crystal Structure(Chapter1)、Phase Transformation(Chapter2)、Strengthening Mechanisms(Chapter3) of fundamentalsconcept is material also is。however、seramiks is ion ・ 、 rima is high of theory necessaryis。
Q6: ChapteroneprincipleCalculation and of Relation is ?
this seriesinChapteroneprincipleCalculation is 、pymatgen and ASE is ChapteroneprincipleCalculation(VASP、Quantum ESPRESSO) and of possibleis。this series fundamentals after、ChapteroneprincipleCalculation of Idealalis。
Q7: Dislocationtheory of Detailed is study?
Chapter3 DislocationbyStrengthening Mechanisms(Work Hardening) 、Dislocation of Detailed study(Burgers Vector、 Dislocation、Dislocation、Frank-Read ) is 「 Introduction」Series studything 。
Q8: useAlloy(Steel、Aluminum Alloy、Titanium Alloy) of design is ?
this series is principle point 。 useAlloy of Specifical design is 「Alloydesignpractice」Series 。however、this series studyprinciple(Solid Solution Strengthening、Precipitation Strengthening、Phase Diagram) is useAlloydesign of is。
Q9: Dataanalyze(Chapter5) studyalsois?
Chapter5 is Chapter1-4 of theory as。 、Crystal Structure(Chapter1) and Phase Diagram(Chapter2) of understand 、Chapter5 of practiceko do is understand 。theory practicefrom thing also possibleis 、after theory thing 。
Q10: mechanicallearningbymaterial is study?
Chapter5 mechanicallearning of fundamentals( 、classification) 、 al material (beizuoptimize、 learning、descriptordesign) is 「Materials Informaticspractice」Series studything 。this series is of and becomematerialdescriptor of understand provide 。
learning of int
- ske ru: AtomLevel(Å)→ Microstructure(μm)→ makroCharacteristics of structure
- ization of: 「 」in 「Yield Stress800 MPa」、「 」in 「Volume Fraction15%」
- structure-CharacteristicsPhase: Crystal Structure and structure ity influencedo consider
- ko doexecute and Parameter: of Code Example execute 、Parameter understand
- Databe s use: Materials Project、AFLOW of Data
- theory and experiment of: theoryCalculationresult of experimentvalue and Ratiocomparisondo
of step
of Series after、or less of learning :
- seramiksmaterialIntroduction- ion・ 、 、 izationstudy
- rima materialIntroduction- high izationstudy、reoroji 、 ization
- materialIntroduction- strengthening、 surface、 rule
- Introduction- Dislocation、 、Phase Boundary、Point Defect
- Alloydesignpractice- Steel、Aluminum Alloy、Titanium Alloy of usedesign
- Phase DiagramCalculationpractice- pycalphad and ThermoCalcby systemPhase DiagramCalculation
- ChapteroneprincipleCalculationIntroduction- density numbertheory、VASP、Quantum ESPRESSO
- Materials Informaticspractice- descriptordesign、mechanicallearningmoderingu、beizuoptimize