VIP20
本课程属于：027-CAE Data Analytics AI ML and Crash Safety Engineering English Technical Courses · 共 20 门相关课程，组合学习更完整。
查看所属VIP全部课程 →
← 返回所属目录 咨询 / 购买

SQL Database Design and Queries for CAE Simulation Results

30 Chapters
View Course Samples Online
01
CAE simulation data landscape
result types, metadata, and storage challenges.
CAEsimulation
02
Relational model fundamentals for simulation data
tables, keys, and relationships.
Relationalsimulation
03
Entity-relationship modeling of simulation campaigns, models, and result sets.
Entity-relationship modeling of simulation campaigns, models, and result sets.
Entity-relationshipmodeling
04
Schema design patterns for hierarchical simulation assemblies and subcases.
Schema design patterns for hierarchical simulation assemblies and subcases.
patternshierarchical
05
Data types and precision
storing floating-point results, units, and timestamps.
precisionfloating-point
06
Normalization vs. denormalization trade-offs for high-volume simulation results.
Normalization vs. denormalization trade-offs for high-volume simulation results.
Normalizationdenormalization
07
Indexing strategies for spatial, temporal, and scalar result queries.
Indexing strategies for spatial, temporal, and scalar result queries.
Indexingstrategies
08
Partitioning and sharding large result tables for performance and manageability.
Partitioning and sharding large result tables for performance and manageability.
Partitioningsharding
09
SQL DDL for simulation schemas
CREATE TABLE, constraints, and referential integrity.
SQLDDL
10
Bulk loading simulation results
INSERT, COPY, and ETL pipeline patterns.
simulationINSERT
11
Querying scalar and vector results
SELECT, WHERE, and aggregation basics.
QueryingSELECT
12
Joining simulation metadata with result data
INNER, LEFT, and self-joins.
simulationmetadata
13
Temporal queries
tracking simulation versions, iterations, and time-series results.
Temporaltracking
14
Handling missing and failed simulation runs
NULL semantics and status flags.
Handlingsimulation
15
Window functions for trend analysis and ranking of simulation outcomes.
Window functions for trend analysis and ranking of simulation outcomes.
functionsanalysis
16
Common table expressions (CTEs) for multi-step result filtering and reporting.
Common table expressions (CTEs) for multi-step result filtering and reporting.
expressionsCTEs
17
Aggregating results across load cases, materials, and boundary conditions.
Aggregating results across load cases, materials, and boundary conditions.
Aggregatingmaterials
18
Pivot and unpivot techniques for result matrices and comparison tables.
Pivot and unpivot techniques for result matrices and comparison tables.
techniquesmatrices
19
Querying unstructured and semi-structured result data with JSON and arrays.
Querying unstructured and semi-structured result data with JSON and arrays.
Queryingunstructured
20
Spatial data in CAE
storing and querying mesh nodes, elements, and fields.
CAEquerying
21
Full-text and pattern search for simulation logs, notes, and annotations.
Full-text and pattern search for simulation logs, notes, and annotations.
Full-textsimulation
22
Materialized views and summary tables for frequent result dashboards.
Materialized views and summary tables for frequent result dashboards.
Materializedfrequent
23
Query optimization
execution plans, statistics, and cost-based tuning.
optimizationexecution
24
Concurrency and transaction management for multi-user simulation databases.
Concurrency and transaction management for multi-user simulation databases.
Concurrencytransaction
25
Data integrity and validation
constraints, triggers, and audit trails.
integrityvalidation
26
Versioning and lineage of simulation models and result datasets.
Versioning and lineage of simulation models and result datasets.
Versioningsimulation
27
Security and access control
roles, row-level security, and data masking.
Securityrow-level
28
Integrating SQL databases with CAE tools and post-processing workflows.
Integrating SQL databases with CAE tools and post-processing workflows.
IntegratingSQL
29
Building reporting queries for engineering KPIs and design comparisons.
Building reporting queries for engineering KPIs and design comparisons.
Buildingreporting
30
Capstone project
end-to-end schema design, loading, and querying of a CAE result database.
Capstoneend-to-end