II.
LibraryProcess overview
Reference · livelib-process:mathematics--sensitivity-analysis-optimization
sensitivity-analysis-optimization overview
Perform sensitivity analysis on optimization solutions to understand parameter impacts, identify binding constraints, and assess solution robustness.
Attributes
displayName
sensitivity-analysis-optimization
description
Perform sensitivity analysis on optimization solutions to understand parameter impacts,
identify binding constraints, and assess solution robustness.
libraryPath
library/specializations/domains/science/mathematics/sensitivity-analysis-optimization.js
specialization
mathematics
references
- - Bertsimas & Tsitsiklis, Introduction to Linear Optimization - Nocedal & Wright, Numerical Optimization - Gal & Greenberg, Advances in Sensitivity Analysis and Parametric Programming
example
const result = await orchestrate('specializations/domains/science/mathematics/sensitivity-analysis-optimization', {
optimizationProblem: { type: 'LP', objective: 'max 3x + 5y', constraints: ['x + y <= 4', '2x + y <= 6'] },
solution: { x: 2, y: 2, optimalValue: 16 },
parametersOfInterest: ['resource_limits', 'objective_coefficients']
});
usesAgents
- optimization-expert
Outgoing edges
lib_applies_to_domain1
- domain:mathematics·DomainMathematics
lib_belongs_to_specialization2
- specialization:computational-mathematics·SpecializationComputational Mathematics
- specialization:mathematics·SpecializationMathematics
lib_implements_workflow1
- workflow:experiment-design·WorkflowExperiment Design
lib_involves_role2
- role:research-engineer·RoleResearch Engineer
- role:computational-scientist·RoleComputational Scientist
lib_requires_skill_area3
- skill-area:statistical-analysis·SkillAreaStatistical Analysis
- skill-area:mathematical-reasoning·SkillAreaMathematical Reasoning
- skill-area:data-analysis·SkillAreaData Analysis
uses_agent1
- lib-agent:mathematics--optimization-expert·LibraryAgentoptimization-expert
Incoming edges
None.