Scippy

SCIP

Solving Constraint Integer Programs

gastrans.c
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1/* * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * */
2/* */
3/* This file is part of the program and library */
4/* SCIP --- Solving Constraint Integer Programs */
5/* */
6/* Copyright (c) 2002-2024 Zuse Institute Berlin (ZIB) */
7/* */
8/* Licensed under the Apache License, Version 2.0 (the "License"); */
9/* you may not use this file except in compliance with the License. */
10/* You may obtain a copy of the License at */
11/* */
12/* http://www.apache.org/licenses/LICENSE-2.0 */
13/* */
14/* Unless required by applicable law or agreed to in writing, software */
15/* distributed under the License is distributed on an "AS IS" BASIS, */
16/* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. */
17/* See the License for the specific language governing permissions and */
18/* limitations under the License. */
19/* */
20/* You should have received a copy of the Apache-2.0 license */
21/* along with SCIP; see the file LICENSE. If not visit scipopt.org. */
22/* */
23/* * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * */
24
25/**@file gastrans.c
26 * @brief Simple Gas Transportation Model
27 * @author Stefan Vigerske
28 *
29 * This example shows how to setup nonlinear constraints with signpower-expression when using SCIP as callable library.
30 * The example implements a model for the distribution of gas through a network of pipelines, which
31 * is formulated as a cost minimization subject to nonlinear flow-pressure relations, material balances,
32 * and pressure bounds. The Belgian gas network is used as an example.
33 *
34 * The model is taken from the GAMS model library:
35 * https://www.gams.com/latest/gamslib_ml/libhtml/gamslib_gastrans.html
36 *
37 * Original model source:
38 * @par
39 * D. de Wolf and Y. Smeers@n
40 * The Gas Transmission Problem Solved by and Extension of the Simplex Algorithm@n
41 * Management Science 46, 11 (2000), 1454-1465
42 */
43
44/*--+----1----+----2----+----3----+----4----+----5----+----6----+----7----+----8----+----9----+----0----+----1----+----2*/
45
46#include <stdio.h>
47#include <math.h>
48
49#include "scip/scip.h"
50#include "scip/scipdefplugins.h"
51
52/* Model parameters */
53
54/** node data structure */
55typedef struct NodeData {
56 const char* name;
63
64/** arc data structure */
65typedef struct ArcData {
66 int node1;
67 int node2;
72
73/** number of nodes (towns) */
74#define nnodes 20
75
76/** number of arcs */
77#define narcs 24
78
79/** value we use to represent infinity */
80#define infinity 1e+20
81
82/** data of nodes */
83static const NodeData nodedata[] =
84{
85 /* name supplylo supplyup pressurelo pressureup cost */
86 {"Anderlues", 0.0, 1.2, 0.0, 66.2, 0.0 }, /* 0 */
87 {"Antwerpen", -infinity, -4.034, 30.0, 80.0, 0.0 }, /* 1 */
88 {"Arlon", -infinity, -0.222, 0.0, 66.2, 0.0 }, /* 2 */
89 {"Berneau", 0.0, 0.0, 0.0, 66.2, 0.0 }, /* 3 */
90 {"Blaregnies", -infinity, -15.616, 50.0, 66.2, 0.0 }, /* 4 */
91 {"Brugge", -infinity, -3.918, 30.0, 80.0, 0.0 }, /* 5 */
92 {"Dudzele", 0.0, 8.4, 0.0, 77.0, 2.28 }, /* 6 */
93 {"Gent", -infinity, -5.256, 30.0, 80.0, 0.0 }, /* 7 */
94 {"Liege", -infinity, -6.385, 30.0, 66.2, 0.0 }, /* 8 */
95 {"Loenhout", 0.0, 4.8, 0.0, 77.0, 2.28 }, /* 9 */
96 {"Mons", -infinity, -6.848, 0.0, 66.2, 0.0 }, /* 10 */
97 {"Namur", -infinity, -2.120, 0.0, 66.2, 0.0 }, /* 11 */
98 {"Petange", -infinity, -1.919, 25.0, 66.2, 0.0 }, /* 12 */
99 {"Peronnes", 0.0, 0.96, 0.0, 66.2, 1.68 }, /* 13 */
100 {"Sinsin", 0.0, 0.0, 0.0, 63.0, 0.0 }, /* 14 */
101 {"Voeren", 20.344, 22.012, 50.0, 66.2, 1.68 }, /* 15 */
102 {"Wanze", 0.0, 0.0, 0.0, 66.2, 0.0 }, /* 16 */
103 {"Warnand", 0.0, 0.0, 0.0, 66.2, 0.0 }, /* 17 */
104 {"Zeebrugge", 8.87, 11.594, 0.0, 77.0, 2.28 }, /* 18 */
105 {"Zomergem", 0.0, 0.0, 0.0, 80.0, 0.0 } /* 19 */
106};
107
108/** data of arcs */
109static const ArcData arcdata[] =
110{
111 /* node1 node2 diameter length active */
112 { 18, 6, 890.0, 4.0, FALSE },
113 { 18, 6, 890.0, 4.0, FALSE },
114 { 6, 5, 890.0, 6.0, FALSE },
115 { 6, 5, 890.0, 6.0, FALSE },
116 { 5, 19, 890.0, 26.0, FALSE },
117 { 9, 1, 590.1, 43.0, FALSE },
118 { 1, 7, 590.1, 29.0, FALSE },
119 { 7, 19, 590.1, 19.0, FALSE },
120 { 19, 13, 890.0, 55.0, FALSE },
121 { 15, 3, 890.0, 5.0, TRUE },
122 { 15, 3, 395.0, 5.0, TRUE },
123 { 3, 8, 890.0, 20.0, FALSE },
124 { 3, 8, 395.0, 20.0, FALSE },
125 { 8, 17, 890.0, 25.0, FALSE },
126 { 8, 17, 395.0, 25.0, FALSE },
127 { 17, 11, 890.0, 42.0, FALSE },
128 { 11, 0, 890.0, 40.0, FALSE },
129 { 0, 13, 890.0, 5.0, FALSE },
130 { 13, 10, 890.0, 10.0, FALSE },
131 { 10, 4, 890.0, 25.0, FALSE },
132 { 17, 16, 395.5, 10.5, FALSE },
133 { 16, 14, 315.5, 26.0, TRUE },
134 { 14, 2, 315.5, 98.0, FALSE },
135 { 2, 12, 315.5, 6.0, FALSE }
136};
137
138/** gas temperatur (K) */
139static const SCIP_Real gastemp = 281.15;
140
141/** absolute rugosity (mm) */
142static const SCIP_Real rugosity = 0.05;
143
144/** density of gas relative to air */
145static const SCIP_Real density = 0.616;
146
147/** compressibility factor */
148static const SCIP_Real compressibility = 0.8;
149
150
151
152/** sets up problem */
153static
155 SCIP* scip /**< SCIP data structure */
156 )
157{
158 SCIP_VAR* flow[narcs];
159 SCIP_VAR* supply[nnodes];
160 SCIP_VAR* pressure[nnodes];
161 SCIP_VAR* pressurediff[narcs];
162
163 SCIP_CONS* flowbalance[nnodes];
164 SCIP_CONS* pressurediffcons[narcs];
165 SCIP_CONS* pressureloss[narcs];
166
167 char name[SCIP_MAXSTRLEN];
168 int i;
169 int j;
170
171 /* create empty problem */
172 SCIP_CALL( SCIPcreateProbBasic(scip, "gastrans") );
173
174 /* create variables for flows and add to problem */
175 for( i = 0; i < narcs; ++i )
176 {
177 (void) SCIPsnprintf(name, SCIP_MAXSTRLEN, "flow_%s_%s", nodedata[arcdata[i].node1].name, nodedata[arcdata[i].node2].name);
179
180 SCIP_CALL( SCIPaddVar(scip, flow[i]) );
181 }
182
183 /* create variables for pressure difference and add to problem */
184 for( i = 0; i < narcs; ++i )
185 {
186 (void) SCIPsnprintf(name, SCIP_MAXSTRLEN, "pressurediff_%s_%s", nodedata[arcdata[i].node1].name, nodedata[arcdata[i].node2].name);
188
189 SCIP_CALL( SCIPaddVar(scip, pressurediff[i]) );
190 }
191
192 /* create variables for supply at nodes and add to problem */
193 for( i = 0; i < nnodes; ++i )
194 {
195 (void) SCIPsnprintf(name, SCIP_MAXSTRLEN, "supply_%s", nodedata[i].name);
196 SCIP_CALL( SCIPcreateVarBasic(scip, &supply[i], name,
197 nodedata[i].supplylower == -infinity ? -SCIPinfinity(scip) : nodedata[i].supplylower,
198 nodedata[i].supplyupper == infinity ? SCIPinfinity(scip) : nodedata[i].supplyupper,
199 nodedata[i].cost, SCIP_VARTYPE_CONTINUOUS) ); /*lint !e777*/
200
201 SCIP_CALL( SCIPaddVar(scip, supply[i]) );
202 }
203
204 /* create variables for squared pressure at nodes and add to problem */
205 for( i = 0; i < nnodes; ++i )
206 {
207 (void) SCIPsnprintf(name, SCIP_MAXSTRLEN, "pressure_%s", nodedata[i].name);
208 SCIP_CALL( SCIPcreateVarBasic(scip, &pressure[i], name,
209 nodedata[i].pressurelower*nodedata[i].pressurelower, nodedata[i].pressureupper*nodedata[i].pressureupper,
211
212 SCIP_CALL( SCIPaddVar(scip, pressure[i]) );
213 }
214
215 /* create flow balance constraints and add to problem
216 * for each node i: outflows - inflows = supply
217 */
218 for( i = 0; i < nnodes; ++i )
219 {
220 SCIP_Real minusone;
221
222 minusone = -1.0;
223
224 (void) SCIPsnprintf(name, SCIP_MAXSTRLEN, "flowbalance%s", nodedata[i].name);
225 SCIP_CALL( SCIPcreateConsBasicLinear(scip, &flowbalance[i], name, 1, &supply[i], &minusone, 0.0, 0.0) );
226
227 for( j = 0; j < narcs; ++j )
228 {
229 /* check for outflows */
230 if( arcdata[j].node1 == i )
231 {
232 SCIP_CALL( SCIPaddCoefLinear(scip, flowbalance[i], flow[j], +1.0) );
233 }
234
235 /* check for inflows */
236 if( arcdata[j].node2 == i )
237 {
238 SCIP_CALL( SCIPaddCoefLinear(scip, flowbalance[i], flow[j], -1.0) );
239 }
240 }
241
242 SCIP_CALL( SCIPaddCons(scip, flowbalance[i]) );
243 }
244
245 /* create pressure difference constraints and add to problem
246 * pressurediff[node1 to node2] = pressure[node1] - pressure[node2]
247 */
248 for( i = 0; i < narcs; ++i )
249 {
250 SCIP_VAR* vars[3];
251 SCIP_Real coefs[3] = { 1.0, -1.0, 1.0 };
252
253 assert(pressurediff[i] != NULL);
254 assert(arcdata[i].node1 >= 0 && arcdata[i].node1 < nnodes);
255 assert(arcdata[i].node2 >= 0 && arcdata[i].node2 < nnodes);
256 assert(pressure[arcdata[i].node1] != NULL);
257 assert(pressure[arcdata[i].node2] != NULL);
258
259 vars[0] = pressurediff[i];
260 vars[1] = pressure[arcdata[i].node1];
261 vars[2] = pressure[arcdata[i].node2];
262
263 (void) SCIPsnprintf(name, SCIP_MAXSTRLEN, "pressurediff_%s_%s", nodedata[arcdata[i].node1].name, nodedata[arcdata[i].node2].name);
264 SCIP_CALL( SCIPcreateConsBasicLinear(scip, &pressurediffcons[i], name, 3, vars, coefs, 0.0, 0.0) );
265
266 SCIP_CALL( SCIPaddCons(scip, pressurediffcons[i]) );
267 }
268
269 /* create pressure loss constraints and add to problem
270 * pressure loss on active arcs: flow(i) * flow(i) + coef * pressurediff(i) <= 0.0
271 * on regular pipes: flow(i) * abs(flow(i)) - coef * pressurediff(i) == 0.0,
272 * where coef = 96.074830e-15*power(diameter(i)^5/lambda/compressibility/temperatur/length(i)/density
273 * and lambda = (2*log10(3.7*diameter(i)/rugosity))^(-2);
274 */
275 for( i = 0; i < narcs; ++i )
276 {
277 SCIP_EXPR* exprflow;
278 SCIP_EXPR* exprs[2];
279 SCIP_Real coefs[2];
280 SCIP_EXPR* exprsum;
281 SCIP_Real coef;
282
283 coef = 96.074830e-15 * pow(arcdata[i].diameter, 5.0) * pow(2.0*log10(3.7*arcdata[i].diameter / rugosity), 2.0)
285
286 /* we can always use the signpower-expression, because flow(i) is positive for active arcs */
287 SCIP_CALL( SCIPcreateExprVar(scip, &exprflow, flow[i], NULL, NULL) );
288 SCIP_CALL( SCIPcreateExprSignpower(scip, &exprs[0], exprflow, 2.0, NULL, NULL) );
289 SCIP_CALL( SCIPreleaseExpr(scip, &exprflow) );
290
291 SCIP_CALL( SCIPcreateExprVar(scip, &exprs[1], pressurediff[i], NULL, NULL) );
292
293 coefs[0] = 1.0;
294 coefs[1] = arcdata[i].active ? coef : -coef;
295 SCIP_CALL( SCIPcreateExprSum(scip, &exprsum, 2, exprs, coefs, 0.0, NULL, NULL) );
296 SCIP_CALL( SCIPreleaseExpr(scip, &exprs[1]) );
297 SCIP_CALL( SCIPreleaseExpr(scip, &exprs[0]) );
298
299 (void) SCIPsnprintf(name, SCIP_MAXSTRLEN, "pressureloss_%s_%s", nodedata[arcdata[i].node1].name, nodedata[arcdata[i].node2].name);
300 SCIP_CALL( SCIPcreateConsBasicNonlinear(scip, &pressureloss[i], name, exprsum, arcdata[i].active ? -SCIPinfinity(scip) : 0.0, 0.0) );
301 SCIP_CALL( SCIPreleaseExpr(scip, &exprsum) );
302
303 SCIP_CALL( SCIPaddCons(scip, pressureloss[i]) );
304 }
305
306 /* release variables and constraints
307 * the problem has them captured, and we do not require them anymore
308 */
309 for( i = 0; i < nnodes; ++i )
310 {
311 SCIP_CALL( SCIPreleaseVar(scip, &supply[i]) );
312 SCIP_CALL( SCIPreleaseVar(scip, &pressure[i]) );
313
314 SCIP_CALL( SCIPreleaseCons(scip, &flowbalance[i]) );
315 }
316
317 for( i = 0; i < narcs; ++i )
318 {
319 SCIP_CALL( SCIPreleaseVar(scip, &flow[i]) );
320 SCIP_CALL( SCIPreleaseVar(scip, &pressurediff[i]) );
321
322 SCIP_CALL( SCIPreleaseCons(scip, &pressurediffcons[i]) );
323 SCIP_CALL( SCIPreleaseCons(scip, &pressureloss[i]) );
324 }
325
326 return SCIP_OKAY;
327}
328
329/** runs gas transportation example */
330static
332{
333 SCIP* scip;
334
337
338 SCIPinfoMessage(scip, NULL, "\n");
339 SCIPinfoMessage(scip, NULL, "*****************************************\n");
340 SCIPinfoMessage(scip, NULL, "* Running Gas Transportation Model *\n");
341 SCIPinfoMessage(scip, NULL, "*****************************************\n");
342 SCIPinfoMessage(scip, NULL, "\n");
343
345
346 SCIPinfoMessage(scip, NULL, "Original problem:\n");
348
349 SCIPinfoMessage(scip, NULL, "\n");
351
352 /* SCIPinfoMessage(scip, NULL, "Presolved problem:\n");
353 SCIP_CALL( SCIPprintTransProblem(scip, NULL, "cip", FALSE) );
354 */
355
356 SCIPinfoMessage(scip, NULL, "\nSolving...\n");
358
359 /*
360 if( SCIPgetNSols(scip) > 0 )
361 {
362 SCIPinfoMessage(scip, NULL, "\nSolution:\n");
363 SCIP_CALL( SCIPprintSol(scip, SCIPgetBestSol(scip), NULL, FALSE) );
364 }
365 */
366
368
369 return SCIP_OKAY;
370}
371
372
373/** main method starting SCIP */
375 int argc, /**< number of arguments from the shell */
376 char** argv /**< array of shell arguments */
377 )
378{ /*lint --e{715}*/
379 SCIP_RETCODE retcode;
380
381 retcode = runGastrans();
382
383 /* evaluate return code of the SCIP process */
384 if( retcode != SCIP_OKAY )
385 {
386 /* write error back trace */
387 SCIPprintError(retcode);
388 return -1;
389 }
390
391 return 0;
392}
static GRAPHNODE ** active
#define NULL
Definition: def.h:267
#define SCIP_MAXSTRLEN
Definition: def.h:288
#define SCIP_Bool
Definition: def.h:91
#define SCIP_Real
Definition: def.h:173
#define TRUE
Definition: def.h:93
#define FALSE
Definition: def.h:94
#define SCIP_CALL(x)
Definition: def.h:374
static const SCIP_Real rugosity
Definition: gastrans.c:142
static SCIP_RETCODE runGastrans(void)
Definition: gastrans.c:331
static SCIP_RETCODE setupProblem(SCIP *scip)
Definition: gastrans.c:154
static const SCIP_Real gastemp
Definition: gastrans.c:139
int main(int argc, char **argv)
Definition: gastrans.c:374
#define infinity
Definition: gastrans.c:80
#define nnodes
Definition: gastrans.c:74
static const ArcData arcdata[]
Definition: gastrans.c:109
#define narcs
Definition: gastrans.c:77
static const SCIP_Real density
Definition: gastrans.c:145
static const NodeData nodedata[]
Definition: gastrans.c:83
struct NodeData NodeData
struct ArcData ArcData
static const SCIP_Real compressibility
Definition: gastrans.c:148
SCIP_RETCODE SCIPaddCoefLinear(SCIP *scip, SCIP_CONS *cons, SCIP_VAR *var, SCIP_Real val)
SCIP_RETCODE SCIPcreateConsBasicLinear(SCIP *scip, SCIP_CONS **cons, const char *name, int nvars, SCIP_VAR **vars, SCIP_Real *vals, SCIP_Real lhs, SCIP_Real rhs)
SCIP_RETCODE SCIPcreateConsBasicNonlinear(SCIP *scip, SCIP_CONS **cons, const char *name, SCIP_EXPR *expr, SCIP_Real lhs, SCIP_Real rhs)
SCIP_RETCODE SCIPcreateExprVar(SCIP *scip, SCIP_EXPR **expr, SCIP_VAR *var, SCIP_DECL_EXPR_OWNERCREATE((*ownercreate)), void *ownercreatedata)
Definition: expr_var.c:390
SCIP_RETCODE SCIPcreateExprSignpower(SCIP *scip, SCIP_EXPR **expr, SCIP_EXPR *child, SCIP_Real exponent, SCIP_DECL_EXPR_OWNERCREATE((*ownercreate)), void *ownercreatedata)
Definition: expr_pow.c:3217
SCIP_RETCODE SCIPcreateExprSum(SCIP *scip, SCIP_EXPR **expr, int nchildren, SCIP_EXPR **children, SCIP_Real *coefficients, SCIP_Real constant, SCIP_DECL_EXPR_OWNERCREATE((*ownercreate)), void *ownercreatedata)
Definition: expr_sum.c:1114
SCIP_RETCODE SCIPfree(SCIP **scip)
Definition: scip_general.c:339
SCIP_RETCODE SCIPcreate(SCIP **scip)
Definition: scip_general.c:307
SCIP_RETCODE SCIPaddVar(SCIP *scip, SCIP_VAR *var)
Definition: scip_prob.c:1668
SCIP_RETCODE SCIPaddCons(SCIP *scip, SCIP_CONS *cons)
Definition: scip_prob.c:2770
SCIP_RETCODE SCIPcreateProbBasic(SCIP *scip, const char *name)
Definition: scip_prob.c:180
void SCIPinfoMessage(SCIP *scip, FILE *file, const char *formatstr,...)
Definition: scip_message.c:208
void SCIPprintError(SCIP_RETCODE retcode)
Definition: scip_general.c:221
SCIP_RETCODE SCIPreleaseCons(SCIP *scip, SCIP_CONS **cons)
Definition: scip_cons.c:1174
SCIP_RETCODE SCIPreleaseExpr(SCIP *scip, SCIP_EXPR **expr)
Definition: scip_expr.c:1417
SCIP_RETCODE SCIPpresolve(SCIP *scip)
Definition: scip_solve.c:2328
SCIP_RETCODE SCIPsolve(SCIP *scip)
Definition: scip_solve.c:2498
SCIP_RETCODE SCIPprintOrigProblem(SCIP *scip, FILE *file, const char *extension, SCIP_Bool genericnames)
SCIP_Real SCIPinfinity(SCIP *scip)
SCIP_RETCODE SCIPreleaseVar(SCIP *scip, SCIP_VAR **var)
Definition: scip_var.c:1248
SCIP_RETCODE SCIPcreateVarBasic(SCIP *scip, SCIP_VAR **var, const char *name, SCIP_Real lb, SCIP_Real ub, SCIP_Real obj, SCIP_VARTYPE vartype)
Definition: scip_var.c:194
int SCIPsnprintf(char *t, int len, const char *s,...)
Definition: misc.c:10877
SCIP callable library.
SCIP_RETCODE SCIPincludeDefaultPlugins(SCIP *scip)
default SCIP plugins
SCIP_Real diameter
Definition: gastrans.c:68
SCIP_Bool active
Definition: gastrans.c:70
SCIP_Real length
Definition: gastrans.c:69
int node1
Definition: gastrans.c:66
int node2
Definition: gastrans.c:67
SCIP_Real cost
Definition: gastrans.c:61
SCIP_Real pressureupper
Definition: gastrans.c:60
const char * name
Definition: gastrans.c:56
SCIP_Real pressurelower
Definition: gastrans.c:59
SCIP_Real supplyupper
Definition: gastrans.c:58
SCIP_Real supplylower
Definition: gastrans.c:57
@ SCIP_OKAY
Definition: type_retcode.h:42
enum SCIP_Retcode SCIP_RETCODE
Definition: type_retcode.h:63
@ SCIP_VARTYPE_CONTINUOUS
Definition: type_var.h:71