我正在尝试在 Visual Studio 2010 中使用带有 VB.NET 的 Microsoft Solver Foundation 创建一个优化模型。基本上,我列出了我需要雇用的 3 种类型的员工(调酒师、服务员和女招待),每种员工的工资和性能评级。我为每个潜在员工创建了一个决策变量。它设置为 0 表示不雇用决定,1 表示雇用决定。
当我尝试计算员工的总成本、总绩效得分或每种员工的总和时,我收到一个错误,指出我的决策变量还没有值。
有没有一种更简单的方法来添加这些约束(可能在循环中),而无需在每个约束中单独列出整个员工数据库的每个决策变量?
这是我正在使用的代码。
Dim myEmployee As Employee
Dim context As SolverContext = SolverContext.GetContext()
Dim model As Model = context.CreateModel()
For Each myEmployee In employeeList
If myEmployee.Type = "Bartender" Then
Dim BartenderHire As New Decision(Domain.IntegerRange(0, 1), myEmployee.ID)
barDecisionList.Add(BartenderHire)
ElseIf myEmployee.Type = "Host(ess)" Then
Dim HostHire As New Decision(Domain.IntegerRange(0, 1), myEmployee.ID)
hostDecisionList.Add(HostHire)
ElseIf myEmployee.Type = "Waiter/Waitress" Then
Dim WaiterHire As New Decision(Domain.IntegerRange(0, 1), myEmployee.ID)
waitDecisionList.Add(WaiterHire)
End If
Next
For i = 0 To barDecisionList.Count - 1
model.AddDecision(barDecisionList.Item(i))
Next
For i = 0 To hostDecisionList.Count - 1
model.AddDecision(hostDecisionList.Item(i))
Next
For i = 0 To waitDecisionList.Count - 1
model.AddDecision(waitDecisionList.Item(i))
Next
'Calculate cost of hired employees.
Dim cost As Double
cost = 0
For i = 0 To model.Decisions.Count - 1
Dim thisEmployee As Employee = employeeList.Item(i)
cost = cost + (model.Decisions(i).ToDouble * thisEmployee.Wage * 6)
Next
'Calculate total score of hired employees.
Dim totalScore As Double
totalScore = 0
For i = 0 To model.Decisions.Count - 1
Dim thisEmployee As Employee = employeeList.Item(i)
totalScore = totalScore + (model.Decisions(i).ToDouble * thisEmployee.Score)
Next
'Calculate total bartenders hired.
Dim barSum As Integer
barSum = 0
For i = 0 To barDecisionList.Count - 1
barSum = barSum + barDecisionList.Item(i)
Next
'Calculate total waiters hired.
Dim waitSum As Integer
waitSum = 0
For i = 0 To waitDecisionList.Count - 1
waitSum = waitSum + waitDecisionList.Item(i)
Next
'Calculate total hosts hired.
Dim hostSum As Integer
hostSum = 0
For i = 0 To hostDecisionList.Count - 1
hostSum = hostSum + hostDecisionList.Item(i)
Next
'Add constraints
model.AddConstraint("Bartenders_Required", barSum = bartendersRequired)
model.AddConstraint("WaitStaff_Required", waitSum = waitersRequired)
model.AddConstraint("Hosts_Required", hostSum = hostsRequired)
model.AddConstraint("Budget", cost <= budget)
model.AddGoal("Total_Score", GoalKind.Maximize, totalScore)
Dim solution As Solution = context.Solve(New SimplexDirective())
Dim report As Report = solution.GetReport
For i = 0 To model.Decisions.Count - 1
solutionList.Add(model.Decisions(i))
Next