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Deterministic models

Eight chapters where every datum is known: you decide under certainty, and the value lies in interrogating the solution (how much is one more unit of a resource worth? where does the plan break?).

  • Production and inventory


    Multi-period LP with inventory: the solver discovers pre-building, the duals say how much an hour of capacity is worth. QP variant with smoothing.

    LP / QP

  • Supply chain and CO₂


    Minimum-cost flow, convex congestion and the cost-emissions frontier with an internal carbon price.

    LP / NLP

  • Markowitz portfolio


    The most famous QP in history: efficient frontier, diversification and the fragility of the estimates.

    QP

  • Pricing and revenue management


    Endogenous demand, bilinear objective, corner optima and the true value of one more seat.

    NLP

  • Advertising budget


    Diminishing returns, the KKT condition «equal marginal return on every active channel», value-versus-budget curve.

    Convex NLP

  • Continuous location


    Centroid, Weber point and minimax on the map: efficiency versus equity, with a geographic constraint.

    Convex NLP

  • Electric vehicle charging


    Minimum cost versus peak shaving, hourly energy prices and the duals of the energy requirements.

    LP / QP

  • Queues and service capacity


    The utilisation wall: optimal capacity, the price of a service promise, robustness to uncertain demand.

    Convex NLP