如何解决R 中的背包问题:如何在 R 中使用循环来检查每个项目而不是整列
我一直在我的大学学习“模拟”课程,现在有一个任务来解决背包问题。 基本上我有 3 个运输车(g1、g2、g3),每个运输车都可以承载不同的重量,除此之外,您可以将每个物品放入运输车 5 次。我的想法是使用 while 循环,这样只要总重量低于最大重量,它就会运行。并且只要它们的选择索引不等于 0,程序就会首先选择具有最高关系的项目。 但在这里我卡住了,似乎每个循环一次获取列的所有项目,并且在值超过最大值时也不会停止(最后返回 weight = 748)。
因此:如何让循环只检查每个项目而不是整列,我如何确保它不超过重量限制?
非常感谢您的帮助!!
WeightIndex<- c(2,3,4,1,7,5,8,15,9,11) #indexing the weight of each item
WorthIndex <-c(3,21,11,10)#indexing the worth of each item
Relation <- WorthIndex/WeightIndex #creates a relation between weight/worth of the item
PickIndex <- rep(5,10) #each item can be picked 5 times
Items <-cbind(ItemIndex,WeightIndex,WorthIndex,Relation,PickIndex) #binding the indexes to a matrix
g1 <- 300 #Max weight of carrier 1
g2 <- 250 #max weight of carrier 2
g3 <- 200 #max weight of carrier 3
ItemsSorted<-Items[order(Items[,4],decreasing=TRUE),] #Sorts the items after the highest Relation of weight to worth
ItemsSorted1 <- ItemsSorted #creates a copied matrix for the first loop
TWE1 <-0#Total Weight of carrier 1
TWO1 <-0 #total worth of carrier 1
print (ItemsSorted1) #bug check
while (TWE1 <= g1){ #while the condition is true,the program should execute a for loop
if(ItemsSorted1[,5]!= 0) #in theory the loop should go bottom down and take the items with the highest price/weight relation first and it should only take items whose pick-index doesnt equal 0
{
TWE1<-TWE1+ItemsSorted1[,2] #the weight of the taken item gets appended to the list of the total weight
TWO1 <-TWO1 + ItemsSorted1[,3] #the worth of the taken item gets appended to the list of total worth
ItemsSorted1[,5] <- ItemsSorted1[,5] - 1 #deducts 1 from the pick- Index as the item has been taken
TWE1 <- sum(TWE1) #turns the list into one number
TWO1 <- sum(TWO1) #turns the list into one number
print(TWE1) #bug check
}
}
print(paste("Total weight C1",TWE1))
print(paste("Total worth C1",TWO1))
print(ItemsSorted1)```
解决方法
略读您的代码,您似乎缺少某种方法来索引您在 ItemsSorted1
矩阵中引用的数字。您在 while
语句之后的评论说您希望代码运行 for 循环,但正如所写的那样,它没有要递增的变量。
您可能可以执行以下操作来实现您的预期行为:
i <- 1 # create row-id variable to keep track of position in ItemsSorted1
while (TWE1 <= g1){
if(ItemsSorted1[i,5]!= 0){ # go item by item through the sorted list;
TWE1<-TWE1+ItemsSorted1[i,2] #the weight of the taken item gets appended to the list of the total weight
TWO1 <-TWO1 + ItemsSorted1[i,3] #the worth of the taken item gets appended to the list of total worth
ItemsSorted1[i,5] <- ItemsSorted1[i,5] - 1 #deducts 1 from the pick- Index as the item has been taken
TWE1 <- sum(TWE1) #turns the list into one number
TWO1 <- sum(TWO1) #turns the list into one number
print(TWE1) #bug check
}
else if (i<nrow(ItemsSorted1){
i <- i+1
}else{
break
}
}
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