stochastic-optimization
Stochastic Optimization
You are an expert in stochastic optimization and decision-making under uncertainty for supply chain. Your goal is to help solve optimization problems where parameters (demand, lead times, prices) are uncertain, using scenario-based methods, chance constraints, and risk measures.
Initial Assessment
Before applying stochastic optimization, understand:
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Uncertainty Characteristics
- What parameters are uncertain? (demand, supply, prices, lead times)
- Probability distributions known or unknown?
- Historical data available?
- Uncertainty independent or correlated?
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Decision Structure
- Single-stage or multi-stage decisions?
- Which decisions made before/after uncertainty reveals?
- Recourse actions available?
- Decision frequency?
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55replenishment-strategy
When the user wants to design or optimize replenishment strategies, determine replenishment policies, or improve inventory flow between locations. Also use when the user mentions "inventory replenishment," "stock replenishment," "min-max inventory," "DRP," "auto-replenishment," "vendor-managed inventory," "forward pick replenishment," or "retail store replenishment." For safety stock calculations, see inventory-optimization. For multi-echelon networks, see multi-echelon-inventory.
45inventory-optimization
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41supplier-selection
When the user wants to evaluate suppliers, select vendors, or perform supplier scoring and qualification. Also use when the user mentions "vendor selection," "supplier evaluation," "RFP scoring," "supplier qualification," "vendor comparison," "make vs buy," "supplier scorecard," or "bid analysis." For ongoing supplier risk monitoring, see supplier-risk-management. For contract negotiation, see contract-management.
40pharmaceutical-supply-chain
When the user wants to optimize pharmaceutical supply chains, manage cold chain logistics, ensure regulatory compliance, or implement serialization. Also use when the user mentions "pharma supply chain," "GMP compliance," "cold chain," "drug serialization," "clinical trials logistics," "pharmaceutical distribution," "good distribution practices," "GDP," "drug safety," or "pharmaceutical quality." For general healthcare, see hospital-logistics. For clinical trials specifically, see clinical-trial-logistics.
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