gasprod2-1: Instance-to-Instance Comparison Results

Type: Instance
Submitter: Andrew Stamps
Description: Production planning model of a second industrial gas system. Two model instances included.
MIPLIB Entry

Parent Instance (gasprod2-1)

All other instances below were be compared against this "query" instance.

gasprod2-1 Raw gasprod2-1 Decomposed gasprod2-1 Composite of MIC top 5 gasprod2-1 Composite of MIPLIB top 5 gasprod2-1 Model Group Composite
Raw This is the CCM image before the decomposition procedure has been applied.
Decomposed This is the CCM image after a decomposition procedure has been applied. This is the image used by the MIC's image-based comparisons for this query instance.
Composite of MIC Top 5 Composite of the five decomposed CCM images from the MIC Top 5.
Composite of MIPLIB Top 5 Composite of the five decomposed CCM images from the MIPLIB Top 5.
Model Group Composite Image Composite of the decomposed CCM images for every instance in the same model group as this query.

MIC Top 5 Instances

These are the 5 decomposed CCM images that are most similar to decomposed CCM image for the the query instance, according to the ISS metric.

Decomposed These decomposed images were created by GCG.
gasprod2-2 decomposed eilC76-2 decomposed neos-5013590-toitoi decomposed 2club200v15p5scn decomposed scpj4scip decomposed
Name gasprod2-2 [MIPLIB] eilC76-2 [MIPLIB] neos-5013590-toitoi [MIPLIB] 2club200v15p5scn [MIPLIB] scpj4scip [MIPLIB]
Rank / ISS The image-based structural similarity (ISS) metric measures the Euclidean distance between the image-based feature vectors for the query instance and all other instances. A smaller ISS value indicates greater similarity.
1 / 0.593 2 / 1.160 3 / 1.177 4 / 1.218 5 / 1.262
Raw These images represent the CCM images in their raw forms (before any decomposition was applied) for the MIC top 5.
gasprod2-2 raw eilC76-2 raw neos-5013590-toitoi raw 2club200v15p5scn raw scpj4scip raw

MIPLIB Top 5 Instances

These are the 5 instances that are most closely related to the query instance, according to the instance statistic-based similarity measure employed by MIPLIB 2017

Decomposed These decomposed images were created by GCG.
gasprod2-2 decomposed gasprod1-3 decomposed gasprod1-2 decomposed gasprod1-1 decomposed unitcal_7 decomposed
Name gasprod2-2 [MIPLIB] gasprod1-3 [MIPLIB] gasprod1-2 [MIPLIB] gasprod1-1 [MIPLIB] unitcal_7 [MIPLIB]
Rank / ISS The image-based structural similarity (ISS) metric measures the Euclidean distance between the image-based feature vectors for the query instance and all model groups. A smaller ISS value indicates greater similarity.
1 / 0.593 41 / 1.526 42 / 1.529 43 / 1.547 724 / 2.809
Raw These images represent the CCM images in their raw forms (before any decomposition was applied) for the MIPLIB top 5.
gasprod2-2 raw gasprod1-3 raw gasprod1-2 raw gasprod1-1 raw unitcal_7 raw

Instance Summary

The table below contains summary information for gasprod2-1, the five most similar instances to gasprod2-1 according to the MIC, and the five most similar instances to gasprod2-1 according to MIPLIB 2017.

INSTANCE SUBMITTER DESCRIPTION ISS RANK
Parent Instance gasprod2-1 [MIPLIB] Andrew Stamps Production planning model of a second industrial gas system. Two model instances included. 0.000000 -
MIC Top 5 gasprod2-2 [MIPLIB] Andrew Stamps Production planning model of a second industrial gas system. Two model instances included. 0.593121 1
eilC76-2 [MIPLIB] J. Linderoth Set partitioning problem approximation for capicated vehicle routing problem instance from TSPLIB Imported from the MIPLIB2010 submissions. 1.160215 2
neos-5013590-toitoi [MIPLIB] Hans Mittelmann additional files should be Gurobi output and solution and submitter 1.176891 3
2club200v15p5scn [MIPLIB] Balabhaskar Balasundaram Maximum 2-club instance; graph; clique relaxations Solved with Gurobi 8.1 on 24 cores in approx. 23 hours. 1.217862 4
scpj4scip [MIPLIB] Shunji Umetani This is a random test instance generator for SCP using the scheme of the following paper, namely the column cost c[j] are integer randomly generated from [1,100]; every column covers at least one row; and every row is covered by at least two columns. see reference: E. Balas and A. Ho, Set covering algorithms using cutting planes, heuristics, and subgradient optimization: A computational study, Mathematical Programming, 12 (1980), 37-60. We have newly generated Classes I-N with the following parameter values, where each class has five instances. We have also generated reduced instances by a standard pricing method in the following paper: S. Umetani and M. Yagiura, Relaxation heuristics for the set covering problem, Journal of the Operations Research Society of Japan, 50 (2007), 350-375. You can obtain the instance generator program from the following web site. https://sites.google.com/site/shunjiumetani/benchmark 1.261685 5
MIPLIB Top 5 gasprod2-2 [MIPLIB] Andrew Stamps Production planning model of a second industrial gas system. Two model instances included. 0.593121 1
gasprod1-3 [MIPLIB] Andrew Stamps Production planning model for an industrial gas process. Three instances of the model included. 1.526233 41
gasprod1-2 [MIPLIB] Andrew Stamps Production planning model for an industrial gas process. Three instances of the model included. 1.529459 42
gasprod1-1 [MIPLIB] Andrew Stamps Production planning model for an industrial gas process. Three instances of the model included. 1.547311 43
unitcal_7 [MIPLIB] R. O’Neill California seven day unit commitment problem 2.808926 724


gasprod2-1: Instance-to-Model Comparison Results

Model Group Assignment from MIPLIB: gasprod
Assigned Model Group Rank/ISS in the MIC: 1 / 1.487

MIC Top 5 Model Groups

These are the 5 model group composite (MGC) images that are most similar to the decomposed CCM image for the query instance, according to the ISS metric.

These are model group composite (MGC) images for the MIC top 5 model groups.
Model group: gasprod Model group: neos-pseudoapplication-23 Model group: 2hopcds Model group: iis Model group: neos-pseudoapplication-103
Name gasprod neos-pseudoapplication-23 2hopcds iis neos-pseudoapplication-103
Rank / ISS The image-based structural similarity (ISS) metric measures the Euclidean distance between the image-based feature vectors for the query instance and all other instances. A smaller ISS value indicates greater similarity.
1 / 1.488 2 / 1.697 3 / 1.775 4 / 1.798 5 / 1.879

Model Group Summary

The table below contains summary information for the five most similar model groups to gasprod2-1 according to the MIC.

MODEL GROUP SUBMITTER DESCRIPTION ISS RANK
MIC Top 5 gasprod Andrew Stamps Production planning model of a second industrial gas system. Two model models included. 1.487619 1
neos-pseudoapplication-23 NEOS Server Submission Imported from the MIPLIB2010 submissions. 1.697365 2
2hopcds Austin Buchanan A problem in wireless networks. The objective is to select a minimum number of relay nodes so that any two nonadjacent nodes can communicate by way of the chosen relay nodes in at most s hops, where s is a problem input. The 2-hop case of this problem can be formulated as a set cover/hitting set problem with n binary variables and n^2 constraints: _{ k N(i) N(j) } x_k 1 for nonadjacent node pairs {i,j}. Despite the formulation's simplicity, models with as few as 120 variables are left unsolved after one hour using Gurobi 7.0.2. 1.775359 3
iis Marc Pfetsch 23 "middlehard" Set-Covering Models for MIPLIB: they have a small number of variables compared to the number of constraints and CPLEX 12.1 needs about one hour to solve them.For more information, have a look into the readme file which explains how the models can be created. 1.797976 4
neos-pseudoapplication-103 Hans Mittelmann Collection of anonymous submissions to the NEOS Server for Optimization 1.879387 5