Let model decide plant size (linear model)

2025-12-05 23:38:52 -06:00 · 2020-04-10 15:57:34 -05:00
parent a6519fb00d
commit ce02888c92
7 changed files with 104 additions and 45 deletions
--- a/Manifest.toml
+++ b/Manifest.toml
@@ -15,6 +15,12 @@ git-tree-sha1 = "5b08ed6036d9d3f0ee6369410b830f8873d4024c"
 uuid = "b99e7846-7c00-51b0-8f62-c81ae34c0232"
 version = "0.5.8"

+[[Bzip2_jll]]
+deps = ["Libdl", "Pkg"]
+git-tree-sha1 = "3663bfffede2ef41358b6fc2e1d8a6d50b3c3904"
+uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0"
+version = "1.0.6+2"
+
 [[Calculus]]
 deps = ["LinearAlgebra"]
 git-tree-sha1 = "f641eb0a4f00c343bbc32346e1217b86f3ce9dad"
@@ -34,16 +40,16 @@ uuid = "da1fd8a2-8d9e-5ec2-8556-3022fb5608a2"
 version = "0.5.8"

 [[CodecBzip2]]
-deps = ["BinaryProvider", "Libdl", "TranscodingStreams"]
-git-tree-sha1 = "5db086e510c11b4c87d05067627eadb2dc079995"
+deps = ["Bzip2_jll", "Libdl", "TranscodingStreams"]
+git-tree-sha1 = "2fee975d68f9a8b22187ae86e33c0829b30cf231"
 uuid = "523fee87-0ab8-5b00-afb7-3ecf72e48cfd"
-version = "0.6.0"
+version = "0.7.1"

 [[CodecZlib]]
-deps = ["BinaryProvider", "Libdl", "TranscodingStreams"]
-git-tree-sha1 = "05916673a2627dd91b4969ff8ba6941bc85a960e"
+deps = ["TranscodingStreams", "Zlib_jll"]
+git-tree-sha1 = "ded953804d019afa9a3f98981d99b33e3db7b6da"
 uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
-version = "0.6.0"
+version = "0.7.0"

 [[CommonSubexpressions]]
 deps = ["Test"]
@@ -53,9 +59,9 @@ version = "0.2.0"

 [[CompilerSupportLibraries_jll]]
 deps = ["Libdl", "Pkg"]
-git-tree-sha1 = "b57c5d019367c90f234a7bc7e24ff0a84971da5d"
+git-tree-sha1 = "7c4f882c41faa72118841185afc58a2eb00ef612"
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
-version = "0.2.0+1"
+version = "0.3.3+0"

 [[CoordinateTransformations]]
 deps = ["LinearAlgebra", "Rotations", "StaticArrays"]
@@ -65,9 +71,9 @@ version = "0.5.1"

 [[DataStructures]]
 deps = ["InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "5a431d46abf2ef2a4d5d00bd0ae61f651cf854c8"
+git-tree-sha1 = "73eb18320fe3ba58790c8b8f6f89420f0a622773"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.17.10"
+version = "0.17.11"

 [[Dates]]
 deps = ["Printf"]
@@ -94,9 +100,9 @@ uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee"

 [[ForwardDiff]]
 deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "NaNMath", "Random", "SpecialFunctions", "StaticArrays"]
-git-tree-sha1 = "88b082d492be6b63f967b6c96b352e25ced1a34c"
+git-tree-sha1 = "869540e4367122fbffaace383a5bdc34d6e5e5ac"
 uuid = "f6369f11-7733-5829-9624-2563aa707210"
-version = "0.10.9"
+version = "0.10.10"

 [[Geodesy]]
 deps = ["CoordinateTransformations", "Dates", "LinearAlgebra", "StaticArrays", "Test"]
@@ -106,9 +112,9 @@ version = "0.5.0"

 [[HTTP]]
 deps = ["Base64", "Dates", "IniFile", "MbedTLS", "Sockets"]
-git-tree-sha1 = "8d9bdd55c9d0d6ddf08f8b5229f90b7f274b6777"
+git-tree-sha1 = "cd60d9a575d3b70c026d7e714212fd4ecf86b4bb"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "0.8.12"
+version = "0.8.13"

 [[IniFile]]
 deps = ["Test"]
@@ -169,9 +175,9 @@ uuid = "d6f4376e-aef5-505a-96c1-9c027394607a"

 [[MathOptInterface]]
 deps = ["BenchmarkTools", "CodecBzip2", "CodecZlib", "JSON", "JSONSchema", "LinearAlgebra", "MutableArithmetics", "OrderedCollections", "SparseArrays", "Test", "Unicode"]
-git-tree-sha1 = "f0d60e42d8b64dd1b511e2dc13e0b72ba1dfc9cf"
+git-tree-sha1 = "27f2ef85879b8f1d144266ab44f076ba0dfbd8a1"
 uuid = "b8f27783-ece8-5eb3-8dc8-9495eed66fee"
-version = "0.9.12"
+version = "0.9.13"

 [[MathProgBase]]
 deps = ["LinearAlgebra", "SparseArrays"]
@@ -196,9 +202,9 @@ uuid = "a63ad114-7e13-5084-954f-fe012c677804"

 [[MutableArithmetics]]
 deps = ["LinearAlgebra", "SparseArrays", "Test"]
-git-tree-sha1 = "020d4f22e1151e0613edf91a56535379564c1ce8"
+git-tree-sha1 = "e1edd618a8f39d16f8595dd622a63b25f759cf8a"
 uuid = "d8a4904e-b15c-11e9-3269-09a3773c0cb0"
-version = "0.2.7"
+version = "0.2.9"

 [[NaNMath]]
 git-tree-sha1 = "928b8ca9b2791081dc71a51c55347c27c618760f"
@@ -219,9 +225,9 @@ version = "1.1.0"

 [[Parsers]]
 deps = ["Dates", "Test"]
-git-tree-sha1 = "0c16b3179190d3046c073440d94172cfc3bb0553"
+git-tree-sha1 = "75d07cb840c300084634b4991761886d0d762724"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "0.3.12"
+version = "1.0.1"

 [[Pkg]]
 deps = ["Dates", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Test", "UUIDs"]
@@ -302,3 +308,9 @@ uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"

 [[Unicode]]
 uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"
+
+[[Zlib_jll]]
+deps = ["Libdl", "Pkg"]
+git-tree-sha1 = "2f6c3e15e20e036ee0a0965879b31442b7ec50fa"
+uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
+version = "1.2.11+9"
--- a/README.md
+++ b/README.md
@@ -38,7 +38,7 @@ The first step when using ReverseManufacturing.jl is describing the reverse manu

 The **products** section describes all products and subproducts in the simulation. The field `instance["products"]` is a dictionary mapping the name of the product to a dictionary which describes its characteristics. Each product description contains the following keys:

-* `transportation cost`, the cost (in dollars per km) to transport this product.
+* `transportation cost`, the cost (in dollars per km per kg) to transport this product.
 * `initial amounts,` a dictionary mapping the name of each location to its description (see below). If this product is not initially available, this key may be omitted.

 Each product may have some amount available at the beginning of the simulation. In this case, the key `initial amounts` maps to a dictionary with the following keys:
@@ -62,6 +62,15 @@ Each type of plant is associated with a set of potential locations where it can
 * `opening cost`, the cost (in dollars) to open the plant.
 * `fixed operating cost`, the cost (in dollars) to keep the plant open, even if the plant doesn't process anything.
 * `variable operating cost`, the cost (in dollars per kg) that the plant incurs to process each kg of input.
+* `base capacity`, the amount of input (in kg) the plant can process when zero dollars are spent on expansion. If unlimited, this key may be omitted.
+* `max capacity`, the amount (in kg) the plant can process when the maximum amount of dollars are spent on expansion. If unlimited, this key may be omitted. 
+* `expansion cost`, the cost (in dollars per kg) to increase the plant capacity beyond its base capacity. If zero, this key may be omitted. 
+* `disposal`, a dictionary describing what products can be disposed locally at the plant.
+
+The keys in the disposal dictionary should be the names of the products. The values are dictionaries with the following keys:
+
+* `cost`, the cost (in dollars per kg) to dispose of the product.
+* `limit`, the maximum amount (in kg) that can be disposed of. If an unlimited amount can be disposed, this key may be omitted.

 ### Optimizing

--- a/instances/samples/s1.json
+++ b/instances/samples/s1.json
@@ -1,7 +1,7 @@
 {
    "products": {
        "P1": {
-            "transportation cost": 1.50,
+            "transportation cost": 0.015,
            "initial amounts": {
                "C1": {
                    "latitude": 7.0,
@@ -56,13 +56,13 @@
            }
        },
        "P2": {
-            "transportation cost": 2.00
+            "transportation cost": 0.02
        },
        "P3": {
-            "transportation cost": 1.25
+            "transportation cost": 0.0125
        },
        "P4": {
-            "transportation cost": 1.75
+            "transportation cost": 0.0175
        }
    },
    "plants": {
@@ -76,10 +76,12 @@
                "L1": {
                    "latitude": 0.0,
                    "longitude": 0.0,
-                    "capacity": 5000,
-                    "opening cost": 2000,
-                    "fixed operating cost": 70.0,
-                    "variable operating cost": 70.0,
+                    "opening cost": 500,
+                    "base capacity": 250.0,
+                    "max capacity": 1000.0,
+                    "expansion cost": 1.0,
+                    "fixed operating cost": 30.0,
+                    "variable operating cost": 30.0,
                    "disposal": {
                        "P2": {
                            "cost": -10.0,
@@ -95,8 +97,9 @@
                    "latitude": 0.5,
                    "longitude": 0.5,
                    "opening cost": 1000,
-                    "capacity": 7500,
-                    "opening cost": 1000,
+                    "base capacity": 0.0,
+                    "max capacity": 10000.0,
+                    "expansion cost": 1.0,
                    "fixed operating cost": 50.0,
                    "variable operating cost": 50.0
                }               
--- a/src/model.jl
+++ b/src/model.jl
@@ -21,7 +21,9 @@ mutable struct ProcessNode <: Node
    incoming_arcs::Array
    outgoing_arcs::Array
    fixed_cost::Float64
-    capacity::Float64
+    expansion_cost::Float64
+    base_capacity::Float64
+    max_capacity::Float64
 end

 mutable struct ShippingNode <: Node
@@ -83,6 +85,10 @@ function build_model(instance::ReverseManufacturingInstance,
                                       upper_bound = n.disposal_limit)
                        for n in values(shipping_nodes))
    vars.open_plant = Dict(n => @variable(mip, binary=true) for n in values(process_nodes))
+    vars.capacity = Dict(n => @variable(mip, lower_bound = 0, upper_bound = n.max_capacity)
+                         for n in values(process_nodes))
+    vars.expansion = Dict(n => @variable(mip, lower_bound = 0, upper_bound = (n.max_capacity - n.base_capacity))
+                         for n in values(process_nodes))        
    create_shipping_node_constraints!(mip, shipping_nodes, vars)
    create_process_node_constraints!(mip, process_nodes, vars)
    
@@ -101,6 +107,11 @@ function build_model(instance::ReverseManufacturingInstance,
        add_to_expression!(obj, n.fixed_cost, vars.open_plant[n])
    end

+    # Expansion cost
+    for n in tqdm(values(process_nodes))
+        add_to_expression!(obj, n.expansion_cost, vars.expansion[n])
+    end
+
    # Disposal costs
    for n in tqdm(values(shipping_nodes))
        add_to_expression!(obj, n.disposal_cost, vars.dispose[n])
@@ -132,8 +143,15 @@ function create_process_node_constraints!(mip, nodes, vars)
        for a in n.outgoing_arcs
            @constraint(mip, vars.flow[a] == a.values["weight"] * input_sum)
        end
-        # If plant is closed, input must be zero. If plant is opened, input must be below capacity.
-        @constraint(mip, input_sum <= n.capacity * vars.open_plant[n])
+
+        # If plant is closed, capacity is zero.
+        @constraint(mip, vars.capacity[n] <= n.max_capacity * vars.open_plant[n])
+
+        # Capacity is linked to expansion
+        @constraint(mip, vars.capacity[n] <= n.base_capacity + vars.expansion[n])
+
+        # Input sum must be smaller than capacity
+        @constraint(mip, input_sum <= vars.capacity[n])
    end
 end

@@ -166,19 +184,28 @@ function create_nodes_and_arcs(instance)
        # Process nodes for each plant
        for plant in product["input plants"]
            for (location_name, location) in plant["locations"]
-                cost = location["opening cost"] + location["fixed operating cost"]
-                if "capacity" in keys(location)
-                    capacity = location["capacity"]
-                else
-                    capacity = 1e10
+                base_capacity = 1e8
+                max_capacity = 1e8
+                expansion_cost = 0.0
+                fixed_cost = location["opening cost"] + location["fixed operating cost"]
+                if "base capacity" in keys(location)
+                    base_capacity = location["base capacity"]
+                end
+                if "max capacity" in keys(location)
+                    max_capacity = location["max capacity"]
+                end
+                if "expansion cost" in keys(location)
+                    expansion_cost = location["expansion cost"]
                end
                n = ProcessNode(product_name,
                                plant["name"],
                                location_name,
                                [], # incoming_arcs
                                [], # outgoing_arcs
-                                cost,
-                                capacity)
+                                fixed_cost,
+                                expansion_cost,
+                                base_capacity,
+                                max_capacity)
                process_nodes[n.product_name, n.plant_name, n.location_name] = n
            end
        end
@@ -320,6 +347,7 @@ function get_solution(instance::ReverseManufacturingInstance,
            "transportation" => 0.0,
            "disposal" => 0.0,
            "total" => 0.0,
+            "expansion" => 0.0,
        )
    )

@@ -342,10 +370,13 @@ function get_solution(instance::ReverseManufacturingInstance,
                "total output" => Dict(),
                "latitude" => location["latitude"],
                "longitude" => location["longitude"],
+                "capacity" => round(JuMP.value(model.vars.capacity[process_node]), digits=2)
            )

            plant_loc_dict["fixed cost"] = round(vals[process_node] * process_node.fixed_cost, digits=5)
+            plant_loc_dict["expansion cost"] = round(JuMP.value(model.vars.expansion[process_node]) * process_node.expansion_cost, digits=5)
            output["costs"]["fixed"] += plant_loc_dict["fixed cost"]
+            output["costs"]["expansion"] += plant_loc_dict["expansion cost"]

            # Inputs
            for a in process_node.incoming_arcs
--- a/src/schemas/input.json
+++ b/src/schemas/input.json
@@ -31,7 +31,9 @@
                    "variable operating cost": { "type": "number" },
                    "fixed operating cost": { "type": "number" },
                    "opening cost": { "type": "number" },
-                    "capacity": { "type": "number" },
+                    "base capacity": { "type": "number" },
+                    "max capacity": { "type": "number" },
+                    "expansion cost": { "type": "number" },
                    "disposal": {
                        "type": "object",
                        "additionalProperties": {
--- a/test/instance_test.jl
+++ b/test/instance_test.jl
@@ -13,6 +13,6 @@ using ReverseManufacturing
    
    @test sort(collect(keys(products))) == ["P1", "P2", "P3", "P4"]
    @test products["P1"]["input plants"] == [plants["F1"]]
-    @test products["P1"]["transportation cost"] == 1.5
+    @test products["P1"]["transportation cost"] == 0.015
    @test products["P1"]["initial amounts"]["C1"]["latitude"] == 7.0
 end
--- a/test/model_test.jl
+++ b/test/model_test.jl
@@ -35,8 +35,8 @@ using ReverseManufacturing, Cbc, JuMP, Printf, JSON
    arc = p1_orig_c1.outgoing_arcs[1]
    @test arc.dest.location_name == "L1"
    @test arc.values["distance"] == 1095.62
-    @test round(arc.costs["transportation"], digits=2) == 1643.43
-    @test arc.costs["variable"] == 70.0
+    @test round(arc.costs["transportation"], digits=2) == 16.43
+    @test arc.costs["variable"] == 30.0
    
    p2_f1_l1 = model.shipping_nodes["P2", "F1", "L1"]
    p2_f2_l3 = model.process_nodes["P2", "F2", "L3"]
@@ -59,4 +59,6 @@ end
    @test "F4" in keys(solution["plants"])
    @test "L2" in keys(solution["plants"]["F1"])
    @test "total output" in keys(solution["plants"]["F1"]["L2"])
+
+    @test "capacity" in keys(solution["plants"]["F1"]["L1"])
 end