Strip mall zoning

StripMall · geometric LOD study drop 5 · atlas inputs release 2.4.0 · BEMGen 99c0b0adcd44

Prototype

StripMall

Cells

24: 6 climate zones × 2 vintages × 2 orientations

Cells with a recommended zoning

24 of 24

Robust across orientations

12 of 12 cell pairs: Conditioned merge + Single zone building (7)

Reference zoning

No simplification + Stack

Reference zones

10

Most often recommended

Conditioned merge + Single zone building (14 of 24 cells)

Serial cost (R5)

timed in 1 of 24 cells (3C 90.1-2019 0°)

LOD recommendations 1.2.0, this prototype Downloadrelease 2.4.0 · SHA-256 58caa245184ea77590d6c0d919c5b57e4b783144f59c7f17f3f9238e13a46b77

Robust across orientations

Robust across orientations in 12 of 12 cell pairs (0° and 45°).

Climate zone	Vintage	Robust zoning	Zones	Heating error %	Cooling error %	Heating CV(RMSE) %	Cooling CV(RMSE) %	Heating NMBE %	Cooling NMBE %	Area change %	CPU ratio	Wall ratio	Memory ratio	Per orientation
2A	90.1-2007	Conditioned merge + Single zone building	1	–	-1.0	–	3.3	–	1.0	0.00	not timed			recommended at both orientations
2A	90.1-2019	Conditioned merge + Single zone building	1	–	-4.0	–	28.3	–	4.0	0.00	not timed			recommended at both orientations
2B	90.1-2007	Conditioned merge + Single zone building	1	-69.0	-1.7	618.8	5.2	69.0	1.7	0.00	not timed			recommended at both orientations
2B	90.1-2019	Conditioned merge + Single zone building	1	-56.0	-4.6	481.4	29.2	56.0	4.6	0.00	not timed			recommended at both orientations
3C	90.1-2007	Conditioned merge + Single zone building	1	-98.6	-5.8	951.8	15.8	98.6	5.8	0.00	not timed			recommended at both orientations
3C	90.1-2019	Semantic merge + Stack	3	-25.3	-2.2	135.9	4.2	25.3	2.2	0.00	0.434	0.455	0.980	recommended at both orientations
4A	90.1-2007	Semantic merge + Stack	3	-1.5	-0.8	14.4	2.5	1.5	0.8	0.00	not timed			recommended at both orientations
4A	90.1-2019	Semantic merge + Stack	3	-1.1	-0.8	13.0	2.7	1.1	0.8	0.00	not timed			recommended at both orientations
5A	90.1-2007	Conditioned merge + Single zone building	1	-5.6	-5.3	25.9	18.4	5.6	5.3	0.00	not timed			recommended at both orientations
5A	90.1-2019	Semantic merge + Stack	3	-1.1	-1.0	14.5	3.8	1.1	1.0	0.00	not timed			recommended at both orientations
7A	90.1-2007	Conditioned merge + Single zone building	1	-4.0	-4.8	19.7	18.8	4.0	4.8	0.00	not timed			recommended at both orientations
7A	90.1-2019	Semantic merge + Stack	3	-1.3	-1.2	14.3	5.2	1.3	1.2	0.00	not timed			recommended at both orientations

For each prototype, climate zone and vintage, the robust zoning is the coarsest (fewest modelled zones) that meets the threshold at every orientation of the cell pair, by the writer's own verdict on each zoning at each orientation, with at most the reference's zone count, as the writer bounds a recommendation (D-220); a duplicate never meets, as the writer lists it. Ties at the fewest zones go to a zoning both orientations recommend, else to the first in the study's zoning order (simplifier, join pieces, perimeter depth, stacker, IWHT, FHT); the tied zonings are named. The errors reported are the worse of the orientations' values for each metric, so the row is a bound, not a mean; the cost ratios are the medians over the timed sites of that zoning in the pair. Where both orientations recommend the same zoning it is the robust one. A pair where no zoning meets the threshold at both orientations says so and names each orientation's own recommendation; the per-orientation rows below stay the reading for one orientation. The cost ratios are the median over the timed sites of the robust zoning in the pair (in this drop one orientation at most is timed, so the ratio is that site's); not timed where none is. The rule and its limits.

Recommended zonings

Climate zone	Vintage	Orientation	Reference zones	Heating kWh/m²	Cooling kWh/m²	Recommended zoning	Zones	Heating error %	Cooling error %	Heating CV(RMSE) %	Cooling CV(RMSE) %	Heating NMBE %	Cooling NMBE %	Area change %	CPU ratio	Wall ratio	Memory ratio
2A	90.1-2007	0°	10	0.0	122.7	Conditioned merge + Single zone building	1	–	-1.0	–	3.2	–	1.0	0.00	not timed
2A	90.1-2007	45°	10	0.0	118.2	Conditioned merge + Single zone building	1	–	-0.9	–	3.3	–	0.9	0.00	not timed
2A	90.1-2019	0°	10	0.0	82.8	Conditioned merge + Single zone building	1	–	-4.0	–	26.8	–	4.0	0.00	not timed
2A	90.1-2019	45°	10	0.0	77.3	Conditioned merge + Single zone building	1	–	-3.9	–	28.3	–	3.9	0.00	not timed
2B	90.1-2007	0°	10	0.4	112.5	Conditioned merge + Single zone building	1	-62.6	-1.7	530.2	4.8	62.6	1.7	0.00	not timed
2B	90.1-2007	45°	10	0.4	107.2	Conditioned merge + Single zone building	1	-69.0	-1.7	618.8	5.2	69.0	1.7	0.00	not timed
2B	90.1-2019	0°	10	0.4	75.2	Conditioned merge + Single zone building	1	-56.0	-4.6	481.4	27.4	56.0	4.6	0.00	not timed
2B	90.1-2019	45°	10	0.4	68.7	Conditioned merge + Single zone building	1	-52.0	-4.5	437.3	29.2	52.0	4.5	0.00	not timed
3C	90.1-2007	0°	10	0.2	50.0	Conditioned merge + Single zone building	1	-96.5	-5.5	932.9	15.7	96.5	5.5	0.00	not timed
3C	90.1-2007	45°	10	0.2	49.9	Conditioned merge + Single zone building	1	-98.6	-5.8	951.8	15.8	98.6	5.8	0.00	not timed
3C	90.1-2019	0°	10	0.5	25.4	Semantic merge + Stack	3	-25.3	-2.2	135.9	4.2	25.3	2.2	0.00	0.434	0.455	0.980
3C	90.1-2019	45°	10	0.7	22.3	Semantic merge + Stack	3	-14.8	-2.0	84.9	3.8	14.8	2.0	0.00	not timed
4A	90.1-2007	0°	10	16.7	53.3	Semantic merge + Stack	3	-1.5	-0.8	14.4	2.5	1.5	0.8	0.00	not timed
4A	90.1-2007	45°	10	17.0	48.1	Semantic merge + Stack	3	-1.1	-0.6	14.0	2.4	1.1	0.6	0.00	not timed
4A	90.1-2019	0°	10	21.6	34.3	Semantic merge + Stack	3	-1.1	-0.8	13.0	2.2	1.1	0.8	0.00	not timed
4A	90.1-2019	45°	10	23.7	29.4	Semantic merge + Stack	3	-0.9	-0.7	10.8	2.7	0.9	0.7	0.00	not timed
5A	90.1-2007	0°	10	41.2	33.0	Conditioned merge + Single zone building	1	-5.6	-5.3	25.4	17.6	5.6	5.3	0.00	not timed
5A	90.1-2007	45°	10	39.6	29.9	Conditioned merge + Single zone building	1	-5.4	-5.1	25.9	18.4	5.4	5.1	0.00	not timed
5A	90.1-2019	0°	10	44.5	20.1	Semantic merge + Stack	3	-1.1	-1.0	14.5	3.0	1.1	1.0	0.00	not timed
5A	90.1-2019	45°	10	45.6	16.9	Semantic merge + Stack	3	-1.0	-0.7	13.0	3.8	1.0	0.7	0.00	not timed
7A	90.1-2007	0°	10	53.6	33.3	Conditioned merge + Single zone building	1	-4.0	-4.6	19.7	16.8	4.0	4.6	0.00	not timed
7A	90.1-2007	45°	10	53.5	28.9	Conditioned merge + Single zone building	1	-3.7	-4.8	19.6	18.8	3.7	4.8	0.00	not timed
7A	90.1-2019	0°	10	51.0	19.1	Semantic merge + Stack	3	-1.3	-1.2	14.3	3.6	1.3	1.2	0.00	not timed
7A	90.1-2019	45°	10	53.4	15.0	Semantic merge + Stack	3	-1.1	-0.9	13.3	5.2	1.1	0.9	0.00	not timed

The coarsest zonings (fewest modelled zones) meeting the threshold; ties are all listed. Errors are the test zoning against the reference: annual sensible load, hourly CV(RMSE) and NMBE, and the change of conditioned floor area. A muted value belongs to a load the threshold does not judge; a dash is a value the runner did not store; a flagged value carries the runner's own flag. The cost ratios are the serial timing pass (R5): the zoning's processor time, wall clock and peak committed memory over its reference's, each the median of its repeats; not timed marks a cell outside the timed ones. Cost protocol.

Every zoning by cell

2A · 90.1-2007 · 0°

Reference 62270629838dbdb7/R: No simplification + Stack, 10 zones, 2,090 m² conditioned; annual sensible heating 0.0 and cooling 122.7 kWh/m²; peak heating 22.7 and cooling 81.5 kW. Sensible heating is below 1 kWh/m² and is not judged. This cell was not timed in the serial pass (R5).

Zoning	Zones	Area change %	Heating error %	Cooling error %	Heating CV(RMSE) %	Cooling CV(RMSE) %	Heating NMBE %	Cooling NMBE %	Peak heating error %	Peak cooling error %	Meets the threshold
Conditioned merge + Single zone building	1	0.00	–	-1.0	–	3.2	–	1.0	-21.3	-1.6	yes, recommended
Semantic merge + Stack	3	0.00	–	-0.5	–	1.6	–	0.5	-8.4	-1.2	yes
Perimeter core 3 m + Stack	5	0.00	–	0.8	–	2.7	–	-0.8	-12.3	1.0	yes
Perimeter core 4.57 m + Stack	5	0.00	–	0.3	–	2.1	–	-0.3	3.6	0.5	yes

19 zonings write the same model as a listed one and are not shown

• Conditioned merge + Single zone per floor type → Conditioned merge + Single zone building
• Conditioned merge + Stack → Conditioned merge + Single zone building
• Conditioned merge + Stacked floor zone multiplier → Conditioned merge + Single zone building
• No simplification + Single zone building → Conditioned merge + Single zone building
• No simplification + Single zone per floor type → Conditioned merge + Single zone building
• No simplification + Stacked floor zone multiplier → 62270629838dbdb7/R
• Perimeter core 3 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 3 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 3 m + Stacked floor zone multiplier → Perimeter core 3 m + Stack
• Perimeter core 4.57 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Stacked floor zone multiplier → Perimeter core 4.57 m + Stack
• Semantic merge + Single zone building → Conditioned merge + Single zone building
• Semantic merge + Single zone per floor type → Conditioned merge + Single zone building
• Semantic merge + Stacked floor zone multiplier → Semantic merge + Stack
• Single zone per floor + Single zone building → Conditioned merge + Single zone building
• Single zone per floor + Single zone per floor type → Conditioned merge + Single zone building
• Single zone per floor + Stack → Conditioned merge + Single zone building
• Single zone per floor + Stacked floor zone multiplier → Conditioned merge + Single zone building

2A · 90.1-2007 · 45°

Reference dd43edc562bbb296/R: No simplification + Stack, 10 zones, 2,090 m² conditioned; annual sensible heating 0.0 and cooling 118.2 kWh/m²; peak heating 18.1 and cooling 75.7 kW. Sensible heating is below 1 kWh/m² and is not judged. This cell was not timed in the serial pass (R5).

Zoning	Zones	Area change %	Heating error %	Cooling error %	Heating CV(RMSE) %	Cooling CV(RMSE) %	Heating NMBE %	Cooling NMBE %	Peak heating error %	Peak cooling error %	Meets the threshold
Conditioned merge + Single zone building	1	0.00	–	-0.9	–	3.3	–	0.9	-44.1	-1.4	yes, recommended
Semantic merge + Stack	3	0.00	–	-0.4	–	1.5	–	0.4	-7.7	-1.0	yes
Perimeter core 3 m + Stack	5	0.00	–	0.8	–	2.4	–	-0.8	-7.6	0.7	yes
Perimeter core 4.57 m + Stack	5	0.00	–	0.4	–	2.1	–	-0.4	-11.1	0.4	yes

19 zonings write the same model as a listed one and are not shown

• Conditioned merge + Single zone per floor type → Conditioned merge + Single zone building
• Conditioned merge + Stack → Conditioned merge + Single zone building
• Conditioned merge + Stacked floor zone multiplier → Conditioned merge + Single zone building
• No simplification + Single zone building → Conditioned merge + Single zone building
• No simplification + Single zone per floor type → Conditioned merge + Single zone building
• No simplification + Stacked floor zone multiplier → dd43edc562bbb296/R
• Perimeter core 3 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 3 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 3 m + Stacked floor zone multiplier → Perimeter core 3 m + Stack
• Perimeter core 4.57 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Stacked floor zone multiplier → Perimeter core 4.57 m + Stack
• Semantic merge + Single zone building → Conditioned merge + Single zone building
• Semantic merge + Single zone per floor type → Conditioned merge + Single zone building
• Semantic merge + Stacked floor zone multiplier → Semantic merge + Stack
• Single zone per floor + Single zone building → Conditioned merge + Single zone building
• Single zone per floor + Single zone per floor type → Conditioned merge + Single zone building
• Single zone per floor + Stack → Conditioned merge + Single zone building
• Single zone per floor + Stacked floor zone multiplier → Conditioned merge + Single zone building

2A · 90.1-2019 · 0°

Reference 7b99ccec64fde7bd/R: No simplification + Stack, 10 zones, 2,090 m² conditioned; annual sensible heating 0.0 and cooling 82.8 kWh/m²; peak heating 15.8 and cooling 69.0 kW. Sensible heating is below 1 kWh/m² and is not judged. This cell was not timed in the serial pass (R5).

Zoning	Zones	Area change %	Heating error %	Cooling error %	Heating CV(RMSE) %	Cooling CV(RMSE) %	Heating NMBE %	Cooling NMBE %	Peak heating error %	Peak cooling error %	Meets the threshold
Conditioned merge + Single zone building	1	0.00	–	-4.0	–	26.8	–	4.0	-41.0	4.8	yes, recommended
Semantic merge + Stack	3	0.00	–	-0.6	–	1.3	–	0.6	-8.2	-0.8	yes
Perimeter core 3 m + Stack	5	0.00	–	-2.0	–	25.3	–	2.0	-20.0	5.9	yes
Perimeter core 4.57 m + Stack	5	0.00	–	-2.2	–	24.1	–	2.2	-7.4	5.4	yes

19 zonings write the same model as a listed one and are not shown

• Conditioned merge + Single zone per floor type → Conditioned merge + Single zone building
• Conditioned merge + Stack → Conditioned merge + Single zone building
• Conditioned merge + Stacked floor zone multiplier → Conditioned merge + Single zone building
• No simplification + Single zone building → Conditioned merge + Single zone building
• No simplification + Single zone per floor type → Conditioned merge + Single zone building
• No simplification + Stacked floor zone multiplier → 7b99ccec64fde7bd/R
• Perimeter core 3 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 3 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 3 m + Stacked floor zone multiplier → Perimeter core 3 m + Stack
• Perimeter core 4.57 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Stacked floor zone multiplier → Perimeter core 4.57 m + Stack
• Semantic merge + Single zone building → Conditioned merge + Single zone building
• Semantic merge + Single zone per floor type → Conditioned merge + Single zone building
• Semantic merge + Stacked floor zone multiplier → Semantic merge + Stack
• Single zone per floor + Single zone building → Conditioned merge + Single zone building
• Single zone per floor + Single zone per floor type → Conditioned merge + Single zone building
• Single zone per floor + Stack → Conditioned merge + Single zone building
• Single zone per floor + Stacked floor zone multiplier → Conditioned merge + Single zone building

2A · 90.1-2019 · 45°

Reference 4786e93207e2cb0c/R: No simplification + Stack, 10 zones, 2,090 m² conditioned; annual sensible heating 0.0 and cooling 77.3 kWh/m²; peak heating 14.7 and cooling 63.1 kW. Sensible heating is below 1 kWh/m² and is not judged. This cell was not timed in the serial pass (R5).

Zoning	Zones	Area change %	Heating error %	Cooling error %	Heating CV(RMSE) %	Cooling CV(RMSE) %	Heating NMBE %	Cooling NMBE %	Peak heating error %	Peak cooling error %	Meets the threshold
Conditioned merge + Single zone building	1	0.00	–	-3.9	–	28.3	–	3.9	-42.3	6.9	yes, recommended
Semantic merge + Stack	3	0.00	–	-0.4	–	1.2	–	0.4	-7.2	-0.5	yes
Perimeter core 3 m + Stack	5	0.00	–	-1.7	–	26.7	–	1.7	-23.4	6.8	yes
Perimeter core 4.57 m + Stack	5	0.00	–	-1.9	–	25.6	–	1.9	-12.0	6.5	yes

19 zonings write the same model as a listed one and are not shown

• Conditioned merge + Single zone per floor type → Conditioned merge + Single zone building
• Conditioned merge + Stack → Conditioned merge + Single zone building
• Conditioned merge + Stacked floor zone multiplier → Conditioned merge + Single zone building
• No simplification + Single zone building → Conditioned merge + Single zone building
• No simplification + Single zone per floor type → Conditioned merge + Single zone building
• No simplification + Stacked floor zone multiplier → 4786e93207e2cb0c/R
• Perimeter core 3 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 3 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 3 m + Stacked floor zone multiplier → Perimeter core 3 m + Stack
• Perimeter core 4.57 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Stacked floor zone multiplier → Perimeter core 4.57 m + Stack
• Semantic merge + Single zone building → Conditioned merge + Single zone building
• Semantic merge + Single zone per floor type → Conditioned merge + Single zone building
• Semantic merge + Stacked floor zone multiplier → Semantic merge + Stack
• Single zone per floor + Single zone building → Conditioned merge + Single zone building
• Single zone per floor + Single zone per floor type → Conditioned merge + Single zone building
• Single zone per floor + Stack → Conditioned merge + Single zone building
• Single zone per floor + Stacked floor zone multiplier → Conditioned merge + Single zone building

2B · 90.1-2007 · 0°

Reference 641ff2a9bd1a1e5b/R: No simplification + Stack, 10 zones, 2,090 m² conditioned; annual sensible heating 0.4 and cooling 112.5 kWh/m²; peak heating 40.9 and cooling 89.4 kW. Sensible heating is below 1 kWh/m² and is not judged. This cell was not timed in the serial pass (R5).

Zoning	Zones	Area change %	Heating error %	Cooling error %	Heating CV(RMSE) %	Cooling CV(RMSE) %	Heating NMBE %	Cooling NMBE %	Peak heating error %	Peak cooling error %	Meets the threshold
Conditioned merge + Single zone building	1	0.00	-62.6	-1.7	530.2	4.8	62.6	1.7	-9.5	-1.5	yes, recommended
Semantic merge + Stack	3	0.00	-13.5	-0.6	123.6	1.7	13.5	0.6	-7.8	-1.1	yes
Perimeter core 3 m + Stack	5	0.00	16.0	1.0	296.3	4.8	-16.0	-1.0	-8.8	0.9	yes
Perimeter core 4.57 m + Stack	5	0.00	-13.2	0.3	258.5	3.8	13.2	-0.3	-21.7	0.4	yes

19 zonings write the same model as a listed one and are not shown

• Conditioned merge + Single zone per floor type → Conditioned merge + Single zone building
• Conditioned merge + Stack → Conditioned merge + Single zone building
• Conditioned merge + Stacked floor zone multiplier → Conditioned merge + Single zone building
• No simplification + Single zone building → Conditioned merge + Single zone building
• No simplification + Single zone per floor type → Conditioned merge + Single zone building
• No simplification + Stacked floor zone multiplier → 641ff2a9bd1a1e5b/R
• Perimeter core 3 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 3 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 3 m + Stacked floor zone multiplier → Perimeter core 3 m + Stack
• Perimeter core 4.57 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Stacked floor zone multiplier → Perimeter core 4.57 m + Stack
• Semantic merge + Single zone building → Conditioned merge + Single zone building
• Semantic merge + Single zone per floor type → Conditioned merge + Single zone building
• Semantic merge + Stacked floor zone multiplier → Semantic merge + Stack
• Single zone per floor + Single zone building → Conditioned merge + Single zone building
• Single zone per floor + Single zone per floor type → Conditioned merge + Single zone building
• Single zone per floor + Stack → Conditioned merge + Single zone building
• Single zone per floor + Stacked floor zone multiplier → Conditioned merge + Single zone building

2B · 90.1-2007 · 45°

Reference 720a795a49400c84/R: No simplification + Stack, 10 zones, 2,090 m² conditioned; annual sensible heating 0.4 and cooling 107.2 kWh/m²; peak heating 31.7 and cooling 85.2 kW. Sensible heating is below 1 kWh/m² and is not judged. This cell was not timed in the serial pass (R5).

Zoning	Zones	Area change %	Heating error %	Cooling error %	Heating CV(RMSE) %	Cooling CV(RMSE) %	Heating NMBE %	Cooling NMBE %	Peak heating error %	Peak cooling error %	Meets the threshold
Conditioned merge + Single zone building	1	0.00	-69.0	-1.7	618.8	5.2	69.0	1.7	-17.5	-1.3	yes, recommended
Semantic merge + Stack	3	0.00	-15.2	-0.5	157.6	1.6	15.2	0.5	-2.5	-1.0	yes
Perimeter core 3 m + Stack	5	0.00	8.0	0.9	289.0	4.3	-8.0	-0.9	-7.6	0.4	yes
Perimeter core 4.57 m + Stack	5	0.00	-22.7	0.3	268.9	3.7	22.7	-0.3	-22.5	0.3	yes

19 zonings write the same model as a listed one and are not shown

• Conditioned merge + Single zone per floor type → Conditioned merge + Single zone building
• Conditioned merge + Stack → Conditioned merge + Single zone building
• Conditioned merge + Stacked floor zone multiplier → Conditioned merge + Single zone building
• No simplification + Single zone building → Conditioned merge + Single zone building
• No simplification + Single zone per floor type → Conditioned merge + Single zone building
• No simplification + Stacked floor zone multiplier → 720a795a49400c84/R
• Perimeter core 3 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 3 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 3 m + Stacked floor zone multiplier → Perimeter core 3 m + Stack
• Perimeter core 4.57 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Stacked floor zone multiplier → Perimeter core 4.57 m + Stack
• Semantic merge + Single zone building → Conditioned merge + Single zone building
• Semantic merge + Single zone per floor type → Conditioned merge + Single zone building
• Semantic merge + Stacked floor zone multiplier → Semantic merge + Stack
• Single zone per floor + Single zone building → Conditioned merge + Single zone building
• Single zone per floor + Single zone per floor type → Conditioned merge + Single zone building
• Single zone per floor + Stack → Conditioned merge + Single zone building
• Single zone per floor + Stacked floor zone multiplier → Conditioned merge + Single zone building

2B · 90.1-2019 · 0°

Reference a2f7ed3848b261ed/R: No simplification + Stack, 10 zones, 2,090 m² conditioned; annual sensible heating 0.4 and cooling 75.2 kWh/m²; peak heating 36.1 and cooling 79.8 kW. Sensible heating is below 1 kWh/m² and is not judged. This cell was not timed in the serial pass (R5).

Zoning	Zones	Area change %	Heating error %	Cooling error %	Heating CV(RMSE) %	Cooling CV(RMSE) %	Heating NMBE %	Cooling NMBE %	Peak heating error %	Peak cooling error %	Meets the threshold
Conditioned merge + Single zone building	1	0.00	-56.0	-4.6	481.4	27.4	56.0	4.6	-1.8	7.3	yes, recommended
Semantic merge + Stack	3	0.00	-12.6	-0.7	116.2	1.5	12.6	0.7	-2.7	-0.9	yes
Perimeter core 3 m + Stack	5	0.00	-1.9	-1.8	242.0	26.1	1.9	1.8	9.5	7.6	yes
Perimeter core 4.57 m + Stack	5	0.00	-19.7	-2.4	247.5	24.6	19.7	2.4	-8.9	7.1	yes

19 zonings write the same model as a listed one and are not shown

• Conditioned merge + Single zone per floor type → Conditioned merge + Single zone building
• Conditioned merge + Stack → Conditioned merge + Single zone building
• Conditioned merge + Stacked floor zone multiplier → Conditioned merge + Single zone building
• No simplification + Single zone building → Conditioned merge + Single zone building
• No simplification + Single zone per floor type → Conditioned merge + Single zone building
• No simplification + Stacked floor zone multiplier → a2f7ed3848b261ed/R
• Perimeter core 3 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 3 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 3 m + Stacked floor zone multiplier → Perimeter core 3 m + Stack
• Perimeter core 4.57 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Stacked floor zone multiplier → Perimeter core 4.57 m + Stack
• Semantic merge + Single zone building → Conditioned merge + Single zone building
• Semantic merge + Single zone per floor type → Conditioned merge + Single zone building
• Semantic merge + Stacked floor zone multiplier → Semantic merge + Stack
• Single zone per floor + Single zone building → Conditioned merge + Single zone building
• Single zone per floor + Single zone per floor type → Conditioned merge + Single zone building
• Single zone per floor + Stack → Conditioned merge + Single zone building
• Single zone per floor + Stacked floor zone multiplier → Conditioned merge + Single zone building

2B · 90.1-2019 · 45°

Reference 6a6b047543ed01d4/R: No simplification + Stack, 10 zones, 2,090 m² conditioned; annual sensible heating 0.4 and cooling 68.7 kWh/m²; peak heating 34.8 and cooling 74.9 kW. Sensible heating is below 1 kWh/m² and is not judged. This cell was not timed in the serial pass (R5).

Zoning	Zones	Area change %	Heating error %	Cooling error %	Heating CV(RMSE) %	Cooling CV(RMSE) %	Heating NMBE %	Cooling NMBE %	Peak heating error %	Peak cooling error %	Meets the threshold
Conditioned merge + Single zone building	1	0.00	-52.0	-4.5	437.3	29.2	52.0	4.5	-0.6	6.6	yes, recommended
Semantic merge + Stack	3	0.00	-10.6	-0.5	107.0	1.4	10.6	0.5	-2.3	-0.5	yes
Perimeter core 3 m + Stack	5	0.00	-18.4	-1.8	276.1	27.8	18.4	1.8	5.1	6.4	yes
Perimeter core 4.57 m + Stack	5	0.00	-31.2	-2.2	295.6	26.6	31.2	2.2	5.4	6.3	yes

19 zonings write the same model as a listed one and are not shown

• Conditioned merge + Single zone per floor type → Conditioned merge + Single zone building
• Conditioned merge + Stack → Conditioned merge + Single zone building
• Conditioned merge + Stacked floor zone multiplier → Conditioned merge + Single zone building
• No simplification + Single zone building → Conditioned merge + Single zone building
• No simplification + Single zone per floor type → Conditioned merge + Single zone building
• No simplification + Stacked floor zone multiplier → 6a6b047543ed01d4/R
• Perimeter core 3 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 3 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 3 m + Stacked floor zone multiplier → Perimeter core 3 m + Stack
• Perimeter core 4.57 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Stacked floor zone multiplier → Perimeter core 4.57 m + Stack
• Semantic merge + Single zone building → Conditioned merge + Single zone building
• Semantic merge + Single zone per floor type → Conditioned merge + Single zone building
• Semantic merge + Stacked floor zone multiplier → Semantic merge + Stack
• Single zone per floor + Single zone building → Conditioned merge + Single zone building
• Single zone per floor + Single zone per floor type → Conditioned merge + Single zone building
• Single zone per floor + Stack → Conditioned merge + Single zone building
• Single zone per floor + Stacked floor zone multiplier → Conditioned merge + Single zone building

3C · 90.1-2007 · 0°

Reference 771b7c75d216842e/R: No simplification + Stack, 10 zones, 2,090 m² conditioned; annual sensible heating 0.2 and cooling 50.0 kWh/m²; peak heating 17.9 and cooling 59.4 kW. Sensible heating is below 1 kWh/m² and is not judged. This cell was not timed in the serial pass (R5).

Zoning	Zones	Area change %	Heating error %	Cooling error %	Heating CV(RMSE) %	Cooling CV(RMSE) %	Heating NMBE %	Cooling NMBE %	Peak heating error %	Peak cooling error %	Meets the threshold
Conditioned merge + Single zone building	1	0.00	-96.5	-5.5	932.9	15.7	96.5	5.5	-56.4	-0.3	yes, recommended
Semantic merge + Stack	3	0.00	-36.2	-1.5	250.9	2.6	36.2	1.5	-7.5	-1.3	yes
Perimeter core 3 m + Stack	5	0.00	-31.2	2.6	378.3	11.6	31.2	-2.6	-37.9	2.4	yes
Perimeter core 4.57 m + Stack	5	0.00	-58.8	0.4	503.5	10.5	58.8	-0.4	-29.9	1.6	yes

19 zonings write the same model as a listed one and are not shown

• Conditioned merge + Single zone per floor type → Conditioned merge + Single zone building
• Conditioned merge + Stack → Conditioned merge + Single zone building
• Conditioned merge + Stacked floor zone multiplier → Conditioned merge + Single zone building
• No simplification + Single zone building → Conditioned merge + Single zone building
• No simplification + Single zone per floor type → Conditioned merge + Single zone building
• No simplification + Stacked floor zone multiplier → 771b7c75d216842e/R
• Perimeter core 3 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 3 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 3 m + Stacked floor zone multiplier → Perimeter core 3 m + Stack
• Perimeter core 4.57 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Stacked floor zone multiplier → Perimeter core 4.57 m + Stack
• Semantic merge + Single zone building → Conditioned merge + Single zone building
• Semantic merge + Single zone per floor type → Conditioned merge + Single zone building
• Semantic merge + Stacked floor zone multiplier → Semantic merge + Stack
• Single zone per floor + Single zone building → Conditioned merge + Single zone building
• Single zone per floor + Single zone per floor type → Conditioned merge + Single zone building
• Single zone per floor + Stack → Conditioned merge + Single zone building
• Single zone per floor + Stacked floor zone multiplier → Conditioned merge + Single zone building

3C · 90.1-2007 · 45°

Reference b87233d06319fb4b/R: No simplification + Stack, 10 zones, 2,090 m² conditioned; annual sensible heating 0.2 and cooling 49.9 kWh/m²; peak heating 16.6 and cooling 55.7 kW. Sensible heating is below 1 kWh/m² and is not judged. This cell was not timed in the serial pass (R5).

Zoning	Zones	Area change %	Heating error %	Cooling error %	Heating CV(RMSE) %	Cooling CV(RMSE) %	Heating NMBE %	Cooling NMBE %	Peak heating error %	Peak cooling error %	Meets the threshold
Conditioned merge + Single zone building	1	0.00	-98.6	-5.8	951.8	15.8	98.6	5.8	-72.6	0.0	yes, recommended
Semantic merge + Stack	3	0.00	-39.4	-1.7	296.0	3.1	39.4	1.7	-5.9	-1.2	yes
Perimeter core 3 m + Stack	5	0.00	-53.2	0.7	498.8	10.8	53.2	-0.7	-46.1	1.0	yes
Perimeter core 4.57 m + Stack	5	0.00	-70.3	-0.9	619.1	10.9	70.3	0.9	-40.6	0.9	yes

19 zonings write the same model as a listed one and are not shown

• Conditioned merge + Single zone per floor type → Conditioned merge + Single zone building
• Conditioned merge + Stack → Conditioned merge + Single zone building
• Conditioned merge + Stacked floor zone multiplier → Conditioned merge + Single zone building
• No simplification + Single zone building → Conditioned merge + Single zone building
• No simplification + Single zone per floor type → Conditioned merge + Single zone building
• No simplification + Stacked floor zone multiplier → b87233d06319fb4b/R
• Perimeter core 3 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 3 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 3 m + Stacked floor zone multiplier → Perimeter core 3 m + Stack
• Perimeter core 4.57 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Stacked floor zone multiplier → Perimeter core 4.57 m + Stack
• Semantic merge + Single zone building → Conditioned merge + Single zone building
• Semantic merge + Single zone per floor type → Conditioned merge + Single zone building
• Semantic merge + Stacked floor zone multiplier → Semantic merge + Stack
• Single zone per floor + Single zone building → Conditioned merge + Single zone building
• Single zone per floor + Single zone per floor type → Conditioned merge + Single zone building
• Single zone per floor + Stack → Conditioned merge + Single zone building
• Single zone per floor + Stacked floor zone multiplier → Conditioned merge + Single zone building

3C · 90.1-2019 · 0°

Reference c8a0583d79fb7d32/R: No simplification + Stack, 10 zones, 2,090 m² conditioned; annual sensible heating 0.5 and cooling 25.4 kWh/m²; peak heating 22.9 and cooling 43.0 kW. Sensible heating is below 1 kWh/m² and is not judged. Serial cost (R5): processor time 3.3 s, wall clock 3.3 s, peak committed memory 191 MiB, each the median of 3 repeats (processor-time CV 0.3 %); a zoning's ratios are its own medians over the reference's.

Zoning	Zones	Area change %	Heating error %	Cooling error %	Heating CV(RMSE) %	Cooling CV(RMSE) %	Heating NMBE %	Cooling NMBE %	Peak heating error %	Peak cooling error %	CPU ratio	Wall ratio	Memory ratio	Meets the threshold
Conditioned merge + Single zone building	1	0.00	-82.3	-10.5	578.5	33.1	82.3	10.5	-6.3	1.8	0.255	0.261	0.970	no
Semantic merge + Stack	3	0.00	-25.3	-2.2	135.9	4.2	25.3	2.2	-6.2	-1.4	0.434	0.455	0.980	yes, recommended
Perimeter core 3 m + Stack	5	0.00	-35.8	-0.8	295.9	34.0	35.8	0.8	-16.2	5.8	0.528	0.537	0.987	no
Perimeter core 4.57 m + Stack	5	0.00	-47.3	-2.9	325.1	31.0	47.3	2.9	-2.0	4.4	0.524	0.535	0.982	no

19 zonings write the same model as a listed one and are not shown

• Conditioned merge + Single zone per floor type → Conditioned merge + Single zone building
• Conditioned merge + Stack → Conditioned merge + Single zone building
• Conditioned merge + Stacked floor zone multiplier → Conditioned merge + Single zone building
• No simplification + Single zone building → Conditioned merge + Single zone building
• No simplification + Single zone per floor type → Conditioned merge + Single zone building
• No simplification + Stacked floor zone multiplier → c8a0583d79fb7d32/R
• Perimeter core 3 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 3 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 3 m + Stacked floor zone multiplier → Perimeter core 3 m + Stack
• Perimeter core 4.57 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Stacked floor zone multiplier → Perimeter core 4.57 m + Stack
• Semantic merge + Single zone building → Conditioned merge + Single zone building
• Semantic merge + Single zone per floor type → Conditioned merge + Single zone building
• Semantic merge + Stacked floor zone multiplier → Semantic merge + Stack
• Single zone per floor + Single zone building → Conditioned merge + Single zone building
• Single zone per floor + Single zone per floor type → Conditioned merge + Single zone building
• Single zone per floor + Stack → Conditioned merge + Single zone building
• Single zone per floor + Stacked floor zone multiplier → Conditioned merge + Single zone building

3C · 90.1-2019 · 45°

Reference 40b637a4bf14456c/R: No simplification + Stack, 10 zones, 2,090 m² conditioned; annual sensible heating 0.7 and cooling 22.3 kWh/m²; peak heating 25.6 and cooling 39.4 kW. Sensible heating is below 1 kWh/m² and is not judged. This cell was not timed in the serial pass (R5).

Zoning	Zones	Area change %	Heating error %	Cooling error %	Heating CV(RMSE) %	Cooling CV(RMSE) %	Heating NMBE %	Cooling NMBE %	Peak heating error %	Peak cooling error %	Meets the threshold
Conditioned merge + Single zone building	1	0.00	-71.0	-11.4	487.8	38.0	71.0	11.4	-3.1	3.5	no
Semantic merge + Stack	3	0.00	-14.8	-2.0	84.9	3.8	14.8	2.0	-5.3	-1.2	yes, recommended
Perimeter core 3 m + Stack	5	0.00	-42.9	-2.6	327.5	37.3	42.9	2.6	-25.3	6.2	no
Perimeter core 4.57 m + Stack	5	0.00	-51.6	-4.6	348.2	34.8	51.6	4.6	-5.9	5.2	no

19 zonings write the same model as a listed one and are not shown

• Conditioned merge + Single zone per floor type → Conditioned merge + Single zone building
• Conditioned merge + Stack → Conditioned merge + Single zone building
• Conditioned merge + Stacked floor zone multiplier → Conditioned merge + Single zone building
• No simplification + Single zone building → Conditioned merge + Single zone building
• No simplification + Single zone per floor type → Conditioned merge + Single zone building
• No simplification + Stacked floor zone multiplier → 40b637a4bf14456c/R
• Perimeter core 3 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 3 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 3 m + Stacked floor zone multiplier → Perimeter core 3 m + Stack
• Perimeter core 4.57 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Stacked floor zone multiplier → Perimeter core 4.57 m + Stack
• Semantic merge + Single zone building → Conditioned merge + Single zone building
• Semantic merge + Single zone per floor type → Conditioned merge + Single zone building
• Semantic merge + Stacked floor zone multiplier → Semantic merge + Stack
• Single zone per floor + Single zone building → Conditioned merge + Single zone building
• Single zone per floor + Single zone per floor type → Conditioned merge + Single zone building
• Single zone per floor + Stack → Conditioned merge + Single zone building
• Single zone per floor + Stacked floor zone multiplier → Conditioned merge + Single zone building

4A · 90.1-2007 · 0°

Reference c514fc3d5666e8c0/R: No simplification + Stack, 10 zones, 2,090 m² conditioned; annual sensible heating 16.7 and cooling 53.3 kWh/m²; peak heating 137.9 and cooling 81.1 kW. This cell was not timed in the serial pass (R5).

Zoning	Zones	Area change %	Heating error %	Cooling error %	Heating CV(RMSE) %	Cooling CV(RMSE) %	Heating NMBE %	Cooling NMBE %	Peak heating error %	Peak cooling error %	Meets the threshold
Conditioned merge + Single zone building	1	0.00	-12.0	-2.9	52.1	10.0	12.0	2.9	-2.6	-1.5	no
Semantic merge + Stack	3	0.00	-1.5	-0.8	14.4	2.5	1.5	0.8	-5.8	-1.2	yes, recommended
Perimeter core 3 m + Stack	5	0.00	-6.6	-0.6	43.1	8.7	6.6	0.6	1.5	1.0	no
Perimeter core 4.57 m + Stack	5	0.00	-7.2	-1.2	43.1	7.9	7.2	1.2	1.2	0.5	no

19 zonings write the same model as a listed one and are not shown

• Conditioned merge + Single zone per floor type → Conditioned merge + Single zone building
• Conditioned merge + Stack → Conditioned merge + Single zone building
• Conditioned merge + Stacked floor zone multiplier → Conditioned merge + Single zone building
• No simplification + Single zone building → Conditioned merge + Single zone building
• No simplification + Single zone per floor type → Conditioned merge + Single zone building
• No simplification + Stacked floor zone multiplier → c514fc3d5666e8c0/R
• Perimeter core 3 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 3 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 3 m + Stacked floor zone multiplier → Perimeter core 3 m + Stack
• Perimeter core 4.57 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Stacked floor zone multiplier → Perimeter core 4.57 m + Stack
• Semantic merge + Single zone building → Conditioned merge + Single zone building
• Semantic merge + Single zone per floor type → Conditioned merge + Single zone building
• Semantic merge + Stacked floor zone multiplier → Semantic merge + Stack
• Single zone per floor + Single zone building → Conditioned merge + Single zone building
• Single zone per floor + Single zone per floor type → Conditioned merge + Single zone building
• Single zone per floor + Stack → Conditioned merge + Single zone building
• Single zone per floor + Stacked floor zone multiplier → Conditioned merge + Single zone building

4A · 90.1-2007 · 45°

Reference 8a7ac6e4d11eecff/R: No simplification + Stack, 10 zones, 2,090 m² conditioned; annual sensible heating 17.0 and cooling 48.1 kWh/m²; peak heating 136.3 and cooling 70.5 kW. This cell was not timed in the serial pass (R5).

Zoning	Zones	Area change %	Heating error %	Cooling error %	Heating CV(RMSE) %	Cooling CV(RMSE) %	Heating NMBE %	Cooling NMBE %	Peak heating error %	Peak cooling error %	Meets the threshold
Conditioned merge + Single zone building	1	0.00	-10.5	-3.0	51.3	11.1	10.5	3.0	-2.2	-1.4	no
Semantic merge + Stack	3	0.00	-1.1	-0.6	14.0	2.4	1.1	0.6	-10.9	-1.1	yes, recommended
Perimeter core 3 m + Stack	5	0.00	-7.7	-1.0	46.0	9.0	7.7	1.0	2.1	0.3	no
Perimeter core 4.57 m + Stack	5	0.00	-7.8	-1.5	46.1	9.0	7.8	1.5	1.7	0.2	no

19 zonings write the same model as a listed one and are not shown

• Conditioned merge + Single zone per floor type → Conditioned merge + Single zone building
• Conditioned merge + Stack → Conditioned merge + Single zone building
• Conditioned merge + Stacked floor zone multiplier → Conditioned merge + Single zone building
• No simplification + Single zone building → Conditioned merge + Single zone building
• No simplification + Single zone per floor type → Conditioned merge + Single zone building
• No simplification + Stacked floor zone multiplier → 8a7ac6e4d11eecff/R
• Perimeter core 3 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 3 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 3 m + Stacked floor zone multiplier → Perimeter core 3 m + Stack
• Perimeter core 4.57 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Stacked floor zone multiplier → Perimeter core 4.57 m + Stack
• Semantic merge + Single zone building → Conditioned merge + Single zone building
• Semantic merge + Single zone per floor type → Conditioned merge + Single zone building
• Semantic merge + Stacked floor zone multiplier → Semantic merge + Stack
• Single zone per floor + Single zone building → Conditioned merge + Single zone building
• Single zone per floor + Single zone per floor type → Conditioned merge + Single zone building
• Single zone per floor + Stack → Conditioned merge + Single zone building
• Single zone per floor + Stacked floor zone multiplier → Conditioned merge + Single zone building

4A · 90.1-2019 · 0°

Reference 1d1a48d26ab26a9a/R: No simplification + Stack, 10 zones, 2,090 m² conditioned; annual sensible heating 21.6 and cooling 34.3 kWh/m²; peak heating 134.6 and cooling 71.8 kW. This cell was not timed in the serial pass (R5).

Zoning	Zones	Area change %	Heating error %	Cooling error %	Heating CV(RMSE) %	Cooling CV(RMSE) %	Heating NMBE %	Cooling NMBE %	Peak heating error %	Peak cooling error %	Meets the threshold
Conditioned merge + Single zone building	1	0.00	-7.8	-5.6	45.3	38.3	7.8	5.6	-4.0	4.3	no
Semantic merge + Stack	3	0.00	-1.1	-0.8	13.0	2.2	1.1	0.8	-6.3	-0.8	yes, recommended
Perimeter core 3 m + Stack	5	0.00	-2.7	-2.7	39.2	36.8	2.7	2.7	0.6	5.7	no
Perimeter core 4.57 m + Stack	5	0.00	-3.1	-3.2	39.1	34.9	3.1	3.2	0.2	5.1	no

19 zonings write the same model as a listed one and are not shown

• Conditioned merge + Single zone per floor type → Conditioned merge + Single zone building
• Conditioned merge + Stack → Conditioned merge + Single zone building
• Conditioned merge + Stacked floor zone multiplier → Conditioned merge + Single zone building
• No simplification + Single zone building → Conditioned merge + Single zone building
• No simplification + Single zone per floor type → Conditioned merge + Single zone building
• No simplification + Stacked floor zone multiplier → 1d1a48d26ab26a9a/R
• Perimeter core 3 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 3 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 3 m + Stacked floor zone multiplier → Perimeter core 3 m + Stack
• Perimeter core 4.57 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Stacked floor zone multiplier → Perimeter core 4.57 m + Stack
• Semantic merge + Single zone building → Conditioned merge + Single zone building
• Semantic merge + Single zone per floor type → Conditioned merge + Single zone building
• Semantic merge + Stacked floor zone multiplier → Semantic merge + Stack
• Single zone per floor + Single zone building → Conditioned merge + Single zone building
• Single zone per floor + Single zone per floor type → Conditioned merge + Single zone building
• Single zone per floor + Stack → Conditioned merge + Single zone building
• Single zone per floor + Stacked floor zone multiplier → Conditioned merge + Single zone building

4A · 90.1-2019 · 45°

Reference 07cab601691c8698/R: No simplification + Stack, 10 zones, 2,090 m² conditioned; annual sensible heating 23.7 and cooling 29.4 kWh/m²; peak heating 134.2 and cooling 61.4 kW. This cell was not timed in the serial pass (R5).

Zoning	Zones	Area change %	Heating error %	Cooling error %	Heating CV(RMSE) %	Cooling CV(RMSE) %	Heating NMBE %	Cooling NMBE %	Peak heating error %	Peak cooling error %	Meets the threshold
Conditioned merge + Single zone building	1	0.00	-6.5	-5.4	41.3	42.2	6.5	5.4	-2.7	5.1	no
Semantic merge + Stack	3	0.00	-0.9	-0.7	10.8	2.7	0.9	0.7	-5.9	-0.5	yes, recommended
Perimeter core 3 m + Stack	5	0.00	-3.9	-3.2	35.9	39.6	3.9	3.2	1.9	5.7	no
Perimeter core 4.57 m + Stack	5	0.00	-3.8	-3.5	35.7	38.1	3.8	3.5	1.6	5.5	no

19 zonings write the same model as a listed one and are not shown

• Conditioned merge + Single zone per floor type → Conditioned merge + Single zone building
• Conditioned merge + Stack → Conditioned merge + Single zone building
• Conditioned merge + Stacked floor zone multiplier → Conditioned merge + Single zone building
• No simplification + Single zone building → Conditioned merge + Single zone building
• No simplification + Single zone per floor type → Conditioned merge + Single zone building
• No simplification + Stacked floor zone multiplier → 07cab601691c8698/R
• Perimeter core 3 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 3 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 3 m + Stacked floor zone multiplier → Perimeter core 3 m + Stack
• Perimeter core 4.57 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Stacked floor zone multiplier → Perimeter core 4.57 m + Stack
• Semantic merge + Single zone building → Conditioned merge + Single zone building
• Semantic merge + Single zone per floor type → Conditioned merge + Single zone building
• Semantic merge + Stacked floor zone multiplier → Semantic merge + Stack
• Single zone per floor + Single zone building → Conditioned merge + Single zone building
• Single zone per floor + Single zone per floor type → Conditioned merge + Single zone building
• Single zone per floor + Stack → Conditioned merge + Single zone building
• Single zone per floor + Stacked floor zone multiplier → Conditioned merge + Single zone building

5A · 90.1-2007 · 0°

Reference 51b000d15035dee7/R: No simplification + Stack, 10 zones, 2,090 m² conditioned; annual sensible heating 41.2 and cooling 33.0 kWh/m²; peak heating 165.5 and cooling 73.9 kW. This cell was not timed in the serial pass (R5).

Zoning	Zones	Area change %	Heating error %	Cooling error %	Heating CV(RMSE) %	Cooling CV(RMSE) %	Heating NMBE %	Cooling NMBE %	Peak heating error %	Peak cooling error %	Meets the threshold
Conditioned merge + Single zone building	1	0.00	-5.6	-5.3	25.4	17.6	5.6	5.3	-3.7	-1.6	yes, recommended
Semantic merge + Stack	3	0.00	-1.3	-1.2	15.7	3.2	1.3	1.2	-3.2	-1.2	yes
Perimeter core 3 m + Stack	5	0.00	-3.0	-1.6	19.4	13.9	3.0	1.6	1.3	0.8	yes
Perimeter core 4.57 m + Stack	5	0.00	-3.2	-2.5	19.2	13.2	3.2	2.5	1.0	0.3	yes

19 zonings write the same model as a listed one and are not shown

• Conditioned merge + Single zone per floor type → Conditioned merge + Single zone building
• Conditioned merge + Stack → Conditioned merge + Single zone building
• Conditioned merge + Stacked floor zone multiplier → Conditioned merge + Single zone building
• No simplification + Single zone building → Conditioned merge + Single zone building
• No simplification + Single zone per floor type → Conditioned merge + Single zone building
• No simplification + Stacked floor zone multiplier → 51b000d15035dee7/R
• Perimeter core 3 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 3 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 3 m + Stacked floor zone multiplier → Perimeter core 3 m + Stack
• Perimeter core 4.57 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Stacked floor zone multiplier → Perimeter core 4.57 m + Stack
• Semantic merge + Single zone building → Conditioned merge + Single zone building
• Semantic merge + Single zone per floor type → Conditioned merge + Single zone building
• Semantic merge + Stacked floor zone multiplier → Semantic merge + Stack
• Single zone per floor + Single zone building → Conditioned merge + Single zone building
• Single zone per floor + Single zone per floor type → Conditioned merge + Single zone building
• Single zone per floor + Stack → Conditioned merge + Single zone building
• Single zone per floor + Stacked floor zone multiplier → Conditioned merge + Single zone building

5A · 90.1-2007 · 45°

Reference 2c7e3cb3fae473f0/R: No simplification + Stack, 10 zones, 2,090 m² conditioned; annual sensible heating 39.6 and cooling 29.9 kWh/m²; peak heating 160.8 and cooling 65.0 kW. This cell was not timed in the serial pass (R5).

Zoning	Zones	Area change %	Heating error %	Cooling error %	Heating CV(RMSE) %	Cooling CV(RMSE) %	Heating NMBE %	Cooling NMBE %	Peak heating error %	Peak cooling error %	Meets the threshold
Conditioned merge + Single zone building	1	0.00	-5.4	-5.1	25.9	18.4	5.4	5.1	-3.8	-1.3	yes, recommended
Semantic merge + Stack	3	0.00	-1.1	-0.9	15.7	3.0	1.1	0.9	-3.4	-1.0	yes
Perimeter core 3 m + Stack	5	0.00	-3.3	-2.2	22.3	15.1	3.3	2.2	1.3	0.1	yes
Perimeter core 4.57 m + Stack	5	0.00	-3.3	-2.9	21.9	15.1	3.3	2.9	0.8	0.2	yes

19 zonings write the same model as a listed one and are not shown

• Conditioned merge + Single zone per floor type → Conditioned merge + Single zone building
• Conditioned merge + Stack → Conditioned merge + Single zone building
• Conditioned merge + Stacked floor zone multiplier → Conditioned merge + Single zone building
• No simplification + Single zone building → Conditioned merge + Single zone building
• No simplification + Single zone per floor type → Conditioned merge + Single zone building
• No simplification + Stacked floor zone multiplier → 2c7e3cb3fae473f0/R
• Perimeter core 3 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 3 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 3 m + Stacked floor zone multiplier → Perimeter core 3 m + Stack
• Perimeter core 4.57 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Stacked floor zone multiplier → Perimeter core 4.57 m + Stack
• Semantic merge + Single zone building → Conditioned merge + Single zone building
• Semantic merge + Single zone per floor type → Conditioned merge + Single zone building
• Semantic merge + Stacked floor zone multiplier → Semantic merge + Stack
• Single zone per floor + Single zone building → Conditioned merge + Single zone building
• Single zone per floor + Single zone per floor type → Conditioned merge + Single zone building
• Single zone per floor + Stack → Conditioned merge + Single zone building
• Single zone per floor + Stacked floor zone multiplier → Conditioned merge + Single zone building

5A · 90.1-2019 · 0°

Reference 9abc2da2bb77907c/R: No simplification + Stack, 10 zones, 2,090 m² conditioned; annual sensible heating 44.5 and cooling 20.1 kWh/m²; peak heating 155.9 and cooling 64.9 kW. This cell was not timed in the serial pass (R5).

Zoning	Zones	Area change %	Heating error %	Cooling error %	Heating CV(RMSE) %	Cooling CV(RMSE) %	Heating NMBE %	Cooling NMBE %	Peak heating error %	Peak cooling error %	Meets the threshold
Conditioned merge + Single zone building	1	0.00	-4.5	-6.9	25.3	46.7	4.5	6.9	-3.8	4.1	no
Semantic merge + Stack	3	0.00	-1.1	-1.0	14.5	3.0	1.1	1.0	-3.0	-0.9	yes, recommended
Perimeter core 3 m + Stack	5	0.00	-1.3	-3.4	21.8	44.1	1.3	3.4	1.0	5.6	no
Perimeter core 4.57 m + Stack	5	0.00	-1.6	-4.0	21.0	41.7	1.6	4.0	0.6	5.0	no

19 zonings write the same model as a listed one and are not shown

• Conditioned merge + Single zone per floor type → Conditioned merge + Single zone building
• Conditioned merge + Stack → Conditioned merge + Single zone building
• Conditioned merge + Stacked floor zone multiplier → Conditioned merge + Single zone building
• No simplification + Single zone building → Conditioned merge + Single zone building
• No simplification + Single zone per floor type → Conditioned merge + Single zone building
• No simplification + Stacked floor zone multiplier → 9abc2da2bb77907c/R
• Perimeter core 3 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 3 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 3 m + Stacked floor zone multiplier → Perimeter core 3 m + Stack
• Perimeter core 4.57 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Stacked floor zone multiplier → Perimeter core 4.57 m + Stack
• Semantic merge + Single zone building → Conditioned merge + Single zone building
• Semantic merge + Single zone per floor type → Conditioned merge + Single zone building
• Semantic merge + Stacked floor zone multiplier → Semantic merge + Stack
• Single zone per floor + Single zone building → Conditioned merge + Single zone building
• Single zone per floor + Single zone per floor type → Conditioned merge + Single zone building
• Single zone per floor + Stack → Conditioned merge + Single zone building
• Single zone per floor + Stacked floor zone multiplier → Conditioned merge + Single zone building

5A · 90.1-2019 · 45°

Reference 75d1198c71b87e34/R: No simplification + Stack, 10 zones, 2,090 m² conditioned; annual sensible heating 45.6 and cooling 16.9 kWh/m²; peak heating 153.9 and cooling 55.9 kW. This cell was not timed in the serial pass (R5).

Zoning	Zones	Area change %	Heating error %	Cooling error %	Heating CV(RMSE) %	Cooling CV(RMSE) %	Heating NMBE %	Cooling NMBE %	Peak heating error %	Peak cooling error %	Meets the threshold
Conditioned merge + Single zone building	1	0.00	-4.0	-6.8	24.9	52.0	4.0	6.8	-4.0	4.9	no
Semantic merge + Stack	3	0.00	-1.0	-0.7	13.0	3.8	1.0	0.7	-3.3	-0.6	yes, recommended
Perimeter core 3 m + Stack	5	0.00	-1.8	-4.3	22.7	47.5	1.8	4.3	0.9	5.5	no
Perimeter core 4.57 m + Stack	5	0.00	-1.9	-4.7	21.9	45.5	1.9	4.7	0.4	5.3	no

19 zonings write the same model as a listed one and are not shown

• Conditioned merge + Single zone per floor type → Conditioned merge + Single zone building
• Conditioned merge + Stack → Conditioned merge + Single zone building
• Conditioned merge + Stacked floor zone multiplier → Conditioned merge + Single zone building
• No simplification + Single zone building → Conditioned merge + Single zone building
• No simplification + Single zone per floor type → Conditioned merge + Single zone building
• No simplification + Stacked floor zone multiplier → 75d1198c71b87e34/R
• Perimeter core 3 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 3 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 3 m + Stacked floor zone multiplier → Perimeter core 3 m + Stack
• Perimeter core 4.57 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Stacked floor zone multiplier → Perimeter core 4.57 m + Stack
• Semantic merge + Single zone building → Conditioned merge + Single zone building
• Semantic merge + Single zone per floor type → Conditioned merge + Single zone building
• Semantic merge + Stacked floor zone multiplier → Semantic merge + Stack
• Single zone per floor + Single zone building → Conditioned merge + Single zone building
• Single zone per floor + Single zone per floor type → Conditioned merge + Single zone building
• Single zone per floor + Stack → Conditioned merge + Single zone building
• Single zone per floor + Stacked floor zone multiplier → Conditioned merge + Single zone building

7A · 90.1-2007 · 0°

Reference 3705b536b8c1a840/R: No simplification + Stack, 10 zones, 2,090 m² conditioned; annual sensible heating 53.6 and cooling 33.3 kWh/m²; peak heating 189.1 and cooling 73.8 kW. This cell was not timed in the serial pass (R5).

Zoning	Zones	Area change %	Heating error %	Cooling error %	Heating CV(RMSE) %	Cooling CV(RMSE) %	Heating NMBE %	Cooling NMBE %	Peak heating error %	Peak cooling error %	Meets the threshold
Conditioned merge + Single zone building	1	0.00	-4.0	-4.6	19.7	16.8	4.0	4.6	-3.4	-1.6	yes, recommended
Semantic merge + Stack	3	0.00	-0.9	-1.2	11.5	3.4	0.9	1.2	-2.7	-1.3	yes
Perimeter core 3 m + Stack	5	0.00	-1.0	-1.0	14.2	14.4	1.0	1.0	2.0	0.9	yes
Perimeter core 4.57 m + Stack	5	0.00	-1.4	-1.9	14.2	13.0	1.4	1.9	1.5	0.4	yes

19 zonings write the same model as a listed one and are not shown

• Conditioned merge + Single zone per floor type → Conditioned merge + Single zone building
• Conditioned merge + Stack → Conditioned merge + Single zone building
• Conditioned merge + Stacked floor zone multiplier → Conditioned merge + Single zone building
• No simplification + Single zone building → Conditioned merge + Single zone building
• No simplification + Single zone per floor type → Conditioned merge + Single zone building
• No simplification + Stacked floor zone multiplier → 3705b536b8c1a840/R
• Perimeter core 3 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 3 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 3 m + Stacked floor zone multiplier → Perimeter core 3 m + Stack
• Perimeter core 4.57 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Stacked floor zone multiplier → Perimeter core 4.57 m + Stack
• Semantic merge + Single zone building → Conditioned merge + Single zone building
• Semantic merge + Single zone per floor type → Conditioned merge + Single zone building
• Semantic merge + Stacked floor zone multiplier → Semantic merge + Stack
• Single zone per floor + Single zone building → Conditioned merge + Single zone building
• Single zone per floor + Single zone per floor type → Conditioned merge + Single zone building
• Single zone per floor + Stack → Conditioned merge + Single zone building
• Single zone per floor + Stacked floor zone multiplier → Conditioned merge + Single zone building

7A · 90.1-2007 · 45°

Reference 86becdefe28c2cee/R: No simplification + Stack, 10 zones, 2,090 m² conditioned; annual sensible heating 53.5 and cooling 28.9 kWh/m²; peak heating 186.3 and cooling 64.5 kW. This cell was not timed in the serial pass (R5).

Zoning	Zones	Area change %	Heating error %	Cooling error %	Heating CV(RMSE) %	Cooling CV(RMSE) %	Heating NMBE %	Cooling NMBE %	Peak heating error %	Peak cooling error %	Meets the threshold
Conditioned merge + Single zone building	1	0.00	-3.7	-4.8	19.6	18.8	3.7	4.8	-3.4	-1.1	yes, recommended
Semantic merge + Stack	3	0.00	-0.9	-0.9	12.0	3.3	0.9	0.9	-2.5	-0.9	yes
Perimeter core 3 m + Stack	5	0.00	-1.7	-1.8	14.6	14.7	1.7	1.8	2.2	-0.3	yes
Perimeter core 4.57 m + Stack	5	0.00	-1.8	-2.5	14.7	14.8	1.8	2.5	1.7	-0.3	yes

19 zonings write the same model as a listed one and are not shown

• Conditioned merge + Single zone per floor type → Conditioned merge + Single zone building
• Conditioned merge + Stack → Conditioned merge + Single zone building
• Conditioned merge + Stacked floor zone multiplier → Conditioned merge + Single zone building
• No simplification + Single zone building → Conditioned merge + Single zone building
• No simplification + Single zone per floor type → Conditioned merge + Single zone building
• No simplification + Stacked floor zone multiplier → 86becdefe28c2cee/R
• Perimeter core 3 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 3 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 3 m + Stacked floor zone multiplier → Perimeter core 3 m + Stack
• Perimeter core 4.57 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Stacked floor zone multiplier → Perimeter core 4.57 m + Stack
• Semantic merge + Single zone building → Conditioned merge + Single zone building
• Semantic merge + Single zone per floor type → Conditioned merge + Single zone building
• Semantic merge + Stacked floor zone multiplier → Semantic merge + Stack
• Single zone per floor + Single zone building → Conditioned merge + Single zone building
• Single zone per floor + Single zone per floor type → Conditioned merge + Single zone building
• Single zone per floor + Stack → Conditioned merge + Single zone building
• Single zone per floor + Stacked floor zone multiplier → Conditioned merge + Single zone building

7A · 90.1-2019 · 0°

Reference 5628c01be6ba5a19/R: No simplification + Stack, 10 zones, 2,090 m² conditioned; annual sensible heating 51.0 and cooling 19.1 kWh/m²; peak heating 169.3 and cooling 58.0 kW. This cell was not timed in the serial pass (R5).

Zoning	Zones	Area change %	Heating error %	Cooling error %	Heating CV(RMSE) %	Cooling CV(RMSE) %	Heating NMBE %	Cooling NMBE %	Peak heating error %	Peak cooling error %	Meets the threshold
Conditioned merge + Single zone building	1	0.00	-3.6	-6.9	21.8	47.1	3.6	6.9	-3.1	5.8	no
Semantic merge + Stack	3	0.00	-1.3	-1.2	14.3	3.6	1.3	1.2	-3.0	-0.9	yes, recommended
Perimeter core 3 m + Stack	5	0.00	-0.1	-2.7	17.9	44.9	0.1	2.7	2.4	7.3	no
Perimeter core 4.57 m + Stack	5	0.00	-0.5	-3.5	17.5	42.3	0.5	3.5	1.7	6.5	no

19 zonings write the same model as a listed one and are not shown

• Conditioned merge + Single zone per floor type → Conditioned merge + Single zone building
• Conditioned merge + Stack → Conditioned merge + Single zone building
• Conditioned merge + Stacked floor zone multiplier → Conditioned merge + Single zone building
• No simplification + Single zone building → Conditioned merge + Single zone building
• No simplification + Single zone per floor type → Conditioned merge + Single zone building
• No simplification + Stacked floor zone multiplier → 5628c01be6ba5a19/R
• Perimeter core 3 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 3 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 3 m + Stacked floor zone multiplier → Perimeter core 3 m + Stack
• Perimeter core 4.57 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Stacked floor zone multiplier → Perimeter core 4.57 m + Stack
• Semantic merge + Single zone building → Conditioned merge + Single zone building
• Semantic merge + Single zone per floor type → Conditioned merge + Single zone building
• Semantic merge + Stacked floor zone multiplier → Semantic merge + Stack
• Single zone per floor + Single zone building → Conditioned merge + Single zone building
• Single zone per floor + Single zone per floor type → Conditioned merge + Single zone building
• Single zone per floor + Stack → Conditioned merge + Single zone building
• Single zone per floor + Stacked floor zone multiplier → Conditioned merge + Single zone building

7A · 90.1-2019 · 45°

Reference 53a9bd84b551d333/R: No simplification + Stack, 10 zones, 2,090 m² conditioned; annual sensible heating 53.4 and cooling 15.0 kWh/m²; peak heating 169.0 and cooling 47.1 kW. This cell was not timed in the serial pass (R5).

Zoning	Zones	Area change %	Heating error %	Cooling error %	Heating CV(RMSE) %	Cooling CV(RMSE) %	Heating NMBE %	Cooling NMBE %	Peak heating error %	Peak cooling error %	Meets the threshold
Conditioned merge + Single zone building	1	0.00	-3.2	-6.7	20.8	53.3	3.2	6.7	-3.4	5.0	no
Semantic merge + Stack	3	0.00	-1.1	-0.9	13.3	5.2	1.1	0.9	-3.1	-0.8	yes, recommended
Perimeter core 3 m + Stack	5	0.00	-0.9	-3.8	17.3	48.9	0.9	3.8	2.2	5.8	no
Perimeter core 4.57 m + Stack	5	0.00	-1.0	-4.3	17.0	46.6	1.0	4.3	1.5	5.3	no

19 zonings write the same model as a listed one and are not shown

• Conditioned merge + Single zone per floor type → Conditioned merge + Single zone building
• Conditioned merge + Stack → Conditioned merge + Single zone building
• Conditioned merge + Stacked floor zone multiplier → Conditioned merge + Single zone building
• No simplification + Single zone building → Conditioned merge + Single zone building
• No simplification + Single zone per floor type → Conditioned merge + Single zone building
• No simplification + Stacked floor zone multiplier → 53a9bd84b551d333/R
• Perimeter core 3 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 3 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 3 m + Stacked floor zone multiplier → Perimeter core 3 m + Stack
• Perimeter core 4.57 m + Single zone building → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Single zone per floor type → Conditioned merge + Single zone building
• Perimeter core 4.57 m + Stacked floor zone multiplier → Perimeter core 4.57 m + Stack
• Semantic merge + Single zone building → Conditioned merge + Single zone building
• Semantic merge + Single zone per floor type → Conditioned merge + Single zone building
• Semantic merge + Stacked floor zone multiplier → Semantic merge + Stack
• Single zone per floor + Single zone building → Conditioned merge + Single zone building
• Single zone per floor + Single zone per floor type → Conditioned merge + Single zone building
• Single zone per floor + Stack → Conditioned merge + Single zone building
• Single zone per floor + Stacked floor zone multiplier → Conditioned merge + Single zone building

Atlas programs

Program key	90.1-2007	90.1-2019
Strip mall - type 1	90-1-2007.retail-stripmall.source.strip-mall-type-1.102441	90-1-2019.retail-stripmall.source.strip-mall-type-1.cdc4c9
Strip mall - type 2	90-1-2007.retail-stripmall.source.strip-mall-type-2.3554ba	90-1-2019.retail-stripmall.source.strip-mall-type-2.d29c19
Strip mall - type 3	90-1-2007.retail-stripmall.source.strip-mall-type-3.4fc6c7	90-1-2019.retail-stripmall.source.strip-mall-type-3.9db428

The atlas programs each program key of the prototype takes, as the suite's saved inputs name them (release 2.4.0 IDs); the prototype's geometry and glazing are BEMGen's DOE record. Method and caveats.