Optimize Solar Microgrid Layout 20180425-2230 20180426-0410

Optimize the placement of the following components of a solar microgrid in a region without electricity infrastructure:

  • Service Drop Poles
  • Distribution Poles
  • Solar Panels
  • Battery

Relevant Industries

  • Energy > Microgrid > Renewable

Target Applications

  • Microgrid Site Design

Pricing Notes

  • Pricing is on a per-site basis.
  • Please contact billing@crosscompute.com for special rates.

Usage Notes

  • Choose a sufficient amount of memory and time to run the algorithm.
  • Increase No Road Pole Cost to favor connections that place distribution poles near roads.

  • The following features have not yet been implemented:

    • Distribution Pole Obstacle Avoidance
    • Distribution Line Obstacle Avoidance
    • Street Lamp Placement
    • Wifi Router Placement
    • Power Meter Placement
    • Pole Type Assignment

  • The algorithm is also available as an API for easier automation and integration into your workflow.

Acknowledgments

Thank you to the following entities that made this work possible:

Geography

The algorithm expects an attribute called demand or demand_in_kwh_per_day for each customer (see Electricity).

Upload
iddemand_in_kwh_per_day
customer81.0
customer72.0
customer3
customer5
customer63.0
customer90.0
customer09.0
customer4
customer27.0
customer18.0
Upload
id
road3
road2
road1
road0
Upload
id
pole-obstacle0
Upload
id
line-obstacle1
line-obstacle0
line-obstacle2

Electricity

Upload
idmin_kwh_per_day
root00
root11
root210
root3100

Layout

Cost

Optimization

Anyone with the link

Pay Tool Creator: Roy Hyunjin Han187500
Set Visibility: Hidden0
Total0
description
line_length = 3702.167083864978 meters
root_distance = 653.5128618571266 meters
root_distance = 577.6341023199346 meters
root_distance = 483.8695146600038 meters
root_distance = 390.10492700007296 meters
root_distance = 296.3403393389448 meters
root_distance = 202.5757516790139 meters
root_distance = 108.81116401906073 meters
root_distance = 15.046576359129865 meters
root_type_id = root0
root_distance = 78.71801130234759 meters
root_distance = 172.48259896227847 meters
root_distance = 266.24718662220937 meters
root_distance = 343.22203446446173 meters
root_distance = 648.3742571769559 meters
root_distance = 420.19688230502413 meters
root_distance = 497.1717301472638 meters
root_distance = 574.1465779895161 meters
root_distance = 638.8514113013537 meters
type_iddemandid
root0330.00
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17
36
8
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17True653.5128618571266aFalseFalseFalsePOINT (120.1083657907111 -10.16564036140583)POINT (120.1083657907111 -10.16564036140583)+proj=longlat +datum=WGS84 +no_defs
18True577.6341023199346aFalseFalseFalsePOINT (120.1088917775957 -10.16608562740529)POINT (120.1088917775957 -10.16608562740529)+proj=longlat +datum=WGS84 +no_defs
19True483.8695146600038aFalseFalseFalsePOINT (120.1095417500442 -10.16663584904122)POINT (120.1095417500442 -10.16663584904122)+proj=longlat +datum=WGS84 +no_defs
20True390.10492700007296aFalseFalseFalsePOINT (120.1101917248203 -10.16718606998302)POINT (120.1101917248203 -10.16718606998302)+proj=longlat +datum=WGS84 +no_defs
21True296.34033933894483aFalseFalseFalsePOINT (120.1108417019243 -10.16773629023052)POINT (120.1108417019243 -10.16773629023052)+proj=longlat +datum=WGS84 +no_defs
22True202.5757516790139aFalseFalseFalsePOINT (120.1114916813562 -10.16828650978343)POINT (120.1114916813562 -10.16828650978343)+proj=longlat +datum=WGS84 +no_defs
23True108.81116401906073aFalseFalseFalsePOINT (120.1121416631161 -10.16883672864158)POINT (120.1121416631161 -10.16883672864158)+proj=longlat +datum=WGS84 +no_defs
24True15.046576359129865aFalseFalseFalsePOINT (120.1127916472042 -10.16938694680474)POINT (120.1127916472042 -10.16938694680474)+proj=longlat +datum=WGS84 +no_defs
25False1025.9791733051813aFalseFalseFalsePOINT (120.1127380990615 -10.17597793953306)POINT (120.1127380990615 -10.17597793953306)+proj=longlat +datum=WGS84 +no_defs
26False949.5959873880824aFalseFalseFalsePOINT (120.1131933898213 -10.17545579311482)POINT (120.1131933898213 -10.17545579311482)+proj=longlat +datum=WGS84 +no_defs
27True78.71801130234759aFalseFalseFalsePOINT (120.1134416336205 -10.16993716427272)POINT (120.1134416336205 -10.16993716427272)+proj=longlat +datum=WGS84 +no_defs
28False873.2128014695633aFalseFalseFalsePOINT (120.1136486790371 -10.17493364563926)POINT (120.1136486790371 -10.17493364563926)+proj=longlat +datum=WGS84 +no_defs
29True172.48259896227847aFalseFalseFalsePOINT (120.1140916223652 -10.17048738104526)POINT (120.1140916223652 -10.17048738104526)+proj=longlat +datum=WGS84 +no_defs
30False722.6019363635855aFalseFalseFalsePOINT (120.1147160112625 -10.17412525705712)POINT (120.1147160112625 -10.17412525705712)+proj=longlat +datum=WGS84 +no_defs
31True343.22203446446173aFalseFalseFalsePOINT (120.1150412331783 -10.1716663909514)POINT (120.1150412331783 -10.1716663909514)+proj=longlat +datum=WGS84 +no_defs
32True420.196882305024aFalseFalseFalsePOINT (120.1153408538251 -10.17229518480794)POINT (120.1153408538251 -10.17229518480794)+proj=longlat +datum=WGS84 +no_defs
33True648.3742571769559aFalseFalseFalsePOINT (120.1153280549726 -10.17383901555587)POINT (120.1153280549726 -10.17383901555587)+proj=longlat +datum=WGS84 +no_defs
34True497.1717301472638aFalseFalseFalsePOINT (120.1156404753787 -10.17292397869176)POINT (120.1156404753787 -10.17292397869176)+proj=longlat +datum=WGS84 +no_defs
35True574.1465779895161aFalseFalseFalsePOINT (120.1159400978393 -10.17355277260282)POINT (120.1159400978393 -10.17355277260282)+proj=longlat +datum=WGS84 +no_defs
36True638.8514113013538aFalseFalseFalsePOINT (120.1164736195798 -10.17330325125616)POINT (120.1164736195798 -10.17330325125616)+proj=longlat +datum=WGS84 +no_defs
37False776.3552685902014aFalseFalseFalsePOINT (120.1173393064629 -10.17248437212499)POINT (120.1173393064629 -10.17248437212499)+proj=longlat +datum=WGS84 +no_defs
38False849.1542925688207aFalseFalseFalsePOINT (120.1176714708781 -10.17191501476436)POINT (120.1176714708781 -10.17191501476436)+proj=longlat +datum=WGS84 +no_defs
39False1016.8191109034358aFalseFalseFalsePOINT (120.1188500394668 -10.17116897852711)POINT (120.1188500394668 -10.17116897852711)+proj=longlat +datum=WGS84 +no_defs
40False1111.6849052610671aFalseFalseFalsePOINT (120.1196964446621 -10.17099229787877)POINT (120.1196964446621 -10.17099229787877)+proj=longlat +datum=WGS84 +no_defs
41False1206.5506996186693aFalseFalseFalsePOINT (120.1205428495109 -10.17081561477976)POINT (120.1205428495109 -10.17081561477976)+proj=longlat +datum=WGS84 +no_defs
42False1301.416493976701aFalseFalseFalsePOINT (120.1213892540128 -10.17063892923017)POINT (120.1213892540128 -10.17063892923017)+proj=longlat +datum=WGS84 +no_defs
43False1396.2822883343322aFalseFalseFalsePOINT (120.1222356581679 -10.17046224123014)POINT (120.1222356581679 -10.17046224123014)+proj=longlat +datum=WGS84 +no_defs
pole_idcustomerlengthid
6.08.010.0095925852601428.0
7.07.010.0095925852601429.0
2.03.010.0095925852601424.0
3.05.010.0095925852601425.0
4.06.010.0095925852601426.0
0.09.030.7262144906745361.0
0.00.021.9998131359171330.0
1.04.034.151213031608763.0
1.02.041.47538114757912.0
5.01.010.0095925852601427.0
10.009592585260142
41.4753811475791
188.4101773173404
pole_idcustomer_idlength_in_metersidwktgeometry_objectgeometry_proj4geometry_layer
0021.9998131359171330LINESTRING (120.1170071406794 -10.17305372880646, 120.1172007307673 -10.17300166693765)LINESTRING (120.1170071406794 -10.17305372880646, 120.1172007307673 -10.17300166693765)+proj=longlat +datum=WGS84 +no_defs
0930.7262144906745331LINESTRING (120.1170071406794 -10.17305372880646, 120.1167367649391 -10.17312645382021)LINESTRING (120.1170071406794 -10.17305372880646, 120.1167367649391 -10.17312645382021)+proj=longlat +datum=WGS84 +no_defs
1241.47538114757912LINESTRING (120.1180036339251 -10.17134565672465, 120.1183629112747 -10.17122870652354)LINESTRING (120.1180036339251 -10.17134565672465, 120.1183629112747 -10.17122870652354)+proj=longlat +datum=WGS84 +no_defs
1434.151213031608763LINESTRING (120.1180036339251 -10.17134565672465, 120.1177078009571 -10.17144195260134)LINESTRING (120.1180036339251 -10.17134565672465, 120.1177078009571 -10.17144195260134)+proj=longlat +datum=WGS84 +no_defs
2310.0095925852601424LINESTRING (120.1122828067577 -10.17650008489393, 120.1122157465268 -10.17656141927779)LINESTRING (120.1122828067577 -10.17650008489393, 120.1122157465268 -10.17656141927779)+proj=longlat +datum=WGS84 +no_defs
3510.0095925852601425LINESTRING (120.114103966709 -10.1744114971065, 120.1140369072708 -10.17447283208723)LINESTRING (120.114103966709 -10.1744114971065, 120.1140369072708 -10.17447283208723)+proj=longlat +datum=WGS84 +no_defs
4610.0095925852601426LINESTRING (120.1147416134383 -10.17103759712217, 120.114674554972 -10.17109893247244)LINESTRING (120.1147416134383 -10.17103759712217, 120.114674554972 -10.17109893247244)+proj=longlat +datum=WGS84 +no_defs
5110.0095925852601427LINESTRING (120.1230820619759 -10.17028555077978, 120.1230150048235 -10.17034688832581)LINESTRING (120.1230820619759 -10.17028555077978, 120.1230150048235 -10.17034688832581)+proj=longlat +datum=WGS84 +no_defs
6810.0095925852601428LINESTRING (120.103694009932 -10.17211216448912, 120.1036269497066 -10.17217349692373)LINESTRING (120.103694009932 -10.17211216448912, 120.1036269497066 -10.17217349692373)+proj=longlat +datum=WGS84 +no_defs
7710.0095925852601429LINESTRING (120.1073138215147 -10.16474982804413, 120.1072467637078 -10.16481116186146)LINESTRING (120.1073138215147 -10.16474982804413, 120.1072467637078 -10.16481116186146)+proj=longlat +datum=WGS84 +no_defs
iddemandpole_id
customer81.06.0
customer72.07.0
customer3100.02.0
customer5100.03.0
customer63.04.0
customer90.00.0
customer09.00.0
customer4100.01.0
customer27.01.0
customer18.05.0
iddemand_in_kwh_per_daypole_idwktgeometry_objectgeometry_proj4geometry_layer
customer09.00.0POINT (120.1172007307673 -10.17300166693765)POINT (120.1172007307673 -10.17300166693765)+proj=longlat +datum=WGS84 +no_defs
customer18.05.0POINT (120.1230150048235 -10.17034688832581)POINT (120.1230150048235 -10.17034688832581)+proj=longlat +datum=WGS84 +no_defs
customer27.01.0POINT (120.1183629112747 -10.17122870652354)POINT (120.1183629112747 -10.17122870652354)+proj=longlat +datum=WGS84 +no_defs
customer3100.02.0POINT (120.1122157465268 -10.17656141927779)POINT (120.1122157465268 -10.17656141927779)+proj=longlat +datum=WGS84 +no_defs
customer4100.01.0POINT (120.1177078009571 -10.17144195260134)POINT (120.1177078009571 -10.17144195260134)+proj=longlat +datum=WGS84 +no_defs
customer5100.03.0POINT (120.1140369072708 -10.17447283208723)POINT (120.1140369072708 -10.17447283208723)+proj=longlat +datum=WGS84 +no_defs
customer63.04.0POINT (120.114674554972 -10.17109893247244)POINT (120.114674554972 -10.17109893247244)+proj=longlat +datum=WGS84 +no_defs
customer72.07.0POINT (120.1072467637078 -10.16481116186146)POINT (120.1072467637078 -10.16481116186146)+proj=longlat +datum=WGS84 +no_defs
customer81.06.0POINT (120.1036269497066 -10.17217349692373)POINT (120.1036269497066 -10.17217349692373)+proj=longlat +datum=WGS84 +no_defs
customer90.00.0POINT (120.1167367649391 -10.17312645382021)POINT (120.1167367649391 -10.17312645382021)+proj=longlat +datum=WGS84 +no_defs
10
6366.158145413532
1
3
0.8160736560821533
0.6159548759460449
1.7164626121520996
0.09897756576538086
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7.16477108001709
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