File size: 24,117 Bytes
91ba325
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
"""
Heating load calculation module for HVAC Load Calculator.
This module implements steady-state methods for calculating heating loads.
"""

from typing import Dict, List, Any, Optional, Tuple
import math
import numpy as np
import pandas as pd
import os
from datetime import datetime, timedelta
from enum import Enum

# Import data models and utilities
from data.building_components import Wall, Roof, Floor, Window, Door, Orientation, ComponentType
from utils.psychrometrics import Psychrometrics
from utils.heat_transfer import HeatTransfer

# Define paths
DATA_DIR = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))


class HeatingLoad:
    """Class for calculating heating loads using steady-state methods."""
    
    def __init__(self):
        """Initialize heating load calculator."""
        self.heat_transfer = HeatTransfer()
        self.psychrometrics = Psychrometrics()
    
    def calculate_wall_heating_load(self, wall: Wall, outdoor_temp: float, indoor_temp: float) -> float:
        """
        Calculate heating load through a wall using steady-state conduction.
        
        Args:
            wall: Wall object
            outdoor_temp: Outdoor temperature in °C
            indoor_temp: Indoor temperature in °C
            
        Returns:
            Heating load in W
        """
        # Get wall properties
        u_value = wall.u_value
        area = wall.area
        
        # Calculate heating load
        delta_t = indoor_temp - outdoor_temp
        heating_load = u_value * area * delta_t
        
        return heating_load
    
    def calculate_roof_heating_load(self, roof: Roof, outdoor_temp: float, indoor_temp: float) -> float:
        """
        Calculate heating load through a roof using steady-state conduction.
        
        Args:
            roof: Roof object
            outdoor_temp: Outdoor temperature in °C
            indoor_temp: Indoor temperature in °C
            
        Returns:
            Heating load in W
        """
        # Get roof properties
        u_value = roof.u_value
        area = roof.area
        
        # Calculate heating load
        delta_t = indoor_temp - outdoor_temp
        heating_load = u_value * area * delta_t
        
        return heating_load
    
    def calculate_floor_heating_load(self, floor: Floor, ground_temp: float, indoor_temp: float) -> float:
        """
        Calculate heating load through a floor.
        
        Args:
            floor: Floor object
            ground_temp: Ground or adjacent space temperature in °C
            indoor_temp: Indoor temperature in °C
            
        Returns:
            Heating load in W
        """
        # Get floor properties
        u_value = floor.u_value
        area = floor.area
        
        # Calculate heating load
        delta_t = indoor_temp - ground_temp
        heating_load = u_value * area * delta_t
        
        return heating_load
    
    def calculate_window_heating_load(self, window: Window, outdoor_temp: float, indoor_temp: float) -> float:
        """
        Calculate heating load through a window using steady-state conduction.
        
        Args:
            window: Window object
            outdoor_temp: Outdoor temperature in °C
            indoor_temp: Indoor temperature in °C
            
        Returns:
            Heating load in W
        """
        # Get window properties
        u_value = window.u_value
        area = window.area
        
        # Calculate heating load
        delta_t = indoor_temp - outdoor_temp
        heating_load = u_value * area * delta_t
        
        return heating_load
    
    def calculate_door_heating_load(self, door: Door, outdoor_temp: float, indoor_temp: float) -> float:
        """
        Calculate heating load through a door using steady-state conduction.
        
        Args:
            door: Door object
            outdoor_temp: Outdoor temperature in °C
            indoor_temp: Indoor temperature in °C
            
        Returns:
            Heating load in W
        """
        # Get door properties
        u_value = door.u_value
        area = door.area
        
        # Calculate heating load
        delta_t = indoor_temp - outdoor_temp
        heating_load = u_value * area * delta_t
        
        return heating_load
    
    def calculate_infiltration_heating_load(self, flow_rate: float, outdoor_temp: float, indoor_temp: float,
                                          outdoor_rh: float, indoor_rh: float) -> Dict[str, float]:
        """
        Calculate sensible and latent heating loads due to infiltration.
        
        Args:
            flow_rate: Infiltration flow rate in m³/s
            outdoor_temp: Outdoor temperature in °C
            indoor_temp: Indoor temperature in °C
            outdoor_rh: Outdoor relative humidity in %
            indoor_rh: Indoor relative humidity in %
            
        Returns:
            Dictionary with sensible, latent, and total heating loads in W
        """
        # Calculate sensible heating load
        sensible_load = self.heat_transfer.infiltration_heat_transfer(
            flow_rate=flow_rate,
            delta_t=indoor_temp - outdoor_temp
        )
        
        # Calculate humidity ratios
        w_outdoor = self.psychrometrics.humidity_ratio(outdoor_temp, outdoor_rh)
        w_indoor = self.psychrometrics.humidity_ratio(indoor_temp, indoor_rh)
        
        # Calculate latent heating load (only if indoor humidity is higher than outdoor)
        delta_w = w_indoor - w_outdoor
        if delta_w > 0:
            latent_load = self.heat_transfer.infiltration_latent_heat_transfer(
                flow_rate=flow_rate,
                delta_w=delta_w
            )
        else:
            latent_load = 0
        
        # Calculate total heating load
        total_load = sensible_load + latent_load
        
        return {
            "sensible": sensible_load,
            "latent": latent_load,
            "total": total_load
        }
    
    def calculate_ventilation_heating_load(self, flow_rate: float, outdoor_temp: float, indoor_temp: float,
                                         outdoor_rh: float, indoor_rh: float) -> Dict[str, float]:
        """
        Calculate sensible and latent heating loads due to ventilation.
        
        Args:
            flow_rate: Ventilation flow rate in m³/s
            outdoor_temp: Outdoor temperature in °C
            indoor_temp: Indoor temperature in °C
            outdoor_rh: Outdoor relative humidity in %
            indoor_rh: Indoor relative humidity in %
            
        Returns:
            Dictionary with sensible, latent, and total heating loads in W
        """
        # Ventilation load calculation is the same as infiltration
        return self.calculate_infiltration_heating_load(
            flow_rate=flow_rate,
            outdoor_temp=outdoor_temp,
            indoor_temp=indoor_temp,
            outdoor_rh=outdoor_rh,
            indoor_rh=indoor_rh
        )
    
    def calculate_internal_gains_offset(self, people_load: float, lights_load: float, 
                                      equipment_load: float, usage_factor: float = 0.7) -> float:
        """
        Calculate internal gains offset for heating load.
        
        Args:
            people_load: Heat gain from people in W
            lights_load: Heat gain from lights in W
            equipment_load: Heat gain from equipment in W
            usage_factor: Usage factor for internal gains (0-1)
            
        Returns:
            Internal gains offset in W
        """
        # Calculate total internal gains
        total_gains = people_load + lights_load + equipment_load
        
        # Apply usage factor
        offset = total_gains * usage_factor
        
        return offset
    
    def calculate_design_heating_load(self, building_components: Dict[str, List[Any]], 
                                    outdoor_conditions: Dict[str, Any],
                                    indoor_conditions: Dict[str, Any],
                                    internal_loads: Dict[str, Any],
                                    safety_factor: float = 1.15) -> Dict[str, float]:
        """
        Calculate design heating load for a building.
        
        Args:
            building_components: Dictionary with lists of building components
            outdoor_conditions: Dictionary with outdoor conditions
            indoor_conditions: Dictionary with indoor conditions
            internal_loads: Dictionary with internal loads
            safety_factor: Safety factor for heating load (default: 1.15)
            
        Returns:
            Dictionary with heating load results
        """
        # Initialize results dictionary
        results = {
            "walls": 0,
            "roofs": 0,
            "floors": 0,
            "windows": 0,
            "doors": 0,
            "infiltration_sensible": 0,
            "infiltration_latent": 0,
            "ventilation_sensible": 0,
            "ventilation_latent": 0,
            "internal_gains_offset": 0,
            "detailed_loads": {
                "walls": [],
                "roofs": [],
                "floors": [],
                "windows": [],
                "doors": []
            }
        }
        
        # Get design conditions
        outdoor_temp = outdoor_conditions.get("design_heating_temp", -10)
        indoor_temp = indoor_conditions.get("design_heating_temp", 21)
        outdoor_rh = outdoor_conditions.get("design_heating_rh", 90)
        indoor_rh = indoor_conditions.get("design_heating_rh", 30)
        
        # Calculate wall heating loads
        for wall in building_components.get("walls", []):
            wall_load = self.calculate_wall_heating_load(
                wall=wall,
                outdoor_temp=outdoor_temp,
                indoor_temp=indoor_temp
            )
            
            results["walls"] += wall_load
            
            # Add detailed load
            results["detailed_loads"]["walls"].append({
                "name": wall.name,
                "orientation": wall.orientation.value,
                "area": wall.area,
                "u_value": wall.u_value,
                "delta_t": indoor_temp - outdoor_temp,
                "load": wall_load / 1000  # Convert to kW
            })
        
        # Calculate roof heating loads
        for roof in building_components.get("roofs", []):
            roof_load = self.calculate_roof_heating_load(
                roof=roof,
                outdoor_temp=outdoor_temp,
                indoor_temp=indoor_temp
            )
            
            results["roofs"] += roof_load
            
            # Add detailed load
            results["detailed_loads"]["roofs"].append({
                "name": roof.name,
                "area": roof.area,
                "u_value": roof.u_value,
                "delta_t": indoor_temp - outdoor_temp,
                "load": roof_load / 1000  # Convert to kW
            })
        
        # Calculate floor heating loads
        for floor in building_components.get("floors", []):
            ground_temp = outdoor_conditions.get("ground_temp", 5)
            floor_load = self.calculate_floor_heating_load(
                floor=floor,
                ground_temp=ground_temp,
                indoor_temp=indoor_temp
            )
            
            results["floors"] += floor_load
            
            # Add detailed load
            results["detailed_loads"]["floors"].append({
                "name": floor.name,
                "area": floor.area,
                "u_value": floor.u_value,
                "delta_t": indoor_temp - ground_temp,
                "load": floor_load / 1000  # Convert to kW
            })
        
        # Calculate window heating loads
        for window in building_components.get("windows", []):
            window_load = self.calculate_window_heating_load(
                window=window,
                outdoor_temp=outdoor_temp,
                indoor_temp=indoor_temp
            )
            
            results["windows"] += window_load
            
            # Add detailed load
            results["detailed_loads"]["windows"].append({
                "name": window.name,
                "orientation": window.orientation.value,
                "area": window.area,
                "u_value": window.u_value,
                "delta_t": indoor_temp - outdoor_temp,
                "load": window_load / 1000  # Convert to kW
            })
        
        # Calculate door heating loads
        for door in building_components.get("doors", []):
            door_load = self.calculate_door_heating_load(
                door=door,
                outdoor_temp=outdoor_temp,
                indoor_temp=indoor_temp
            )
            
            results["doors"] += door_load
            
            # Add detailed load
            results["detailed_loads"]["doors"].append({
                "name": door.name,
                "orientation": door.orientation.value,
                "area": door.area,
                "u_value": door.u_value,
                "delta_t": indoor_temp - outdoor_temp,
                "load": door_load / 1000  # Convert to kW
            })
        
        # Calculate infiltration heating load
        if "infiltration" in indoor_conditions:
            infiltration_info = indoor_conditions["infiltration"]
            
            # Convert ACH to flow rate
            if "ach" in infiltration_info:
                volume = indoor_conditions.get("volume", indoor_conditions.get("floor_area", 100) * 3)  # Assume 3m ceiling height if not specified
                flow_rate = self.heat_transfer.air_exchange_rate_to_flow_rate(
                    ach=infiltration_info["ach"],
                    volume=volume
                )
            else:
                flow_rate = infiltration_info.get("flow_rate", 0.05)  # Default to 0.05 m³/s
            
            infiltration_load = self.calculate_infiltration_heating_load(
                flow_rate=flow_rate,
                outdoor_temp=outdoor_temp,
                indoor_temp=indoor_temp,
                outdoor_rh=outdoor_rh,
                indoor_rh=indoor_rh
            )
            
            results["infiltration_sensible"] += infiltration_load["sensible"]
            results["infiltration_latent"] += infiltration_load["latent"]
        
        # Calculate ventilation heating load
        if "ventilation" in indoor_conditions:
            ventilation_info = indoor_conditions["ventilation"]
            
            # Convert ACH to flow rate
            if "ach" in ventilation_info:
                volume = indoor_conditions.get("volume", indoor_conditions.get("floor_area", 100) * 3)  # Assume 3m ceiling height if not specified
                flow_rate = self.heat_transfer.air_exchange_rate_to_flow_rate(
                    ach=ventilation_info["ach"],
                    volume=volume
                )
            else:
                flow_rate = ventilation_info.get("flow_rate", 0.1)  # Default to 0.1 m³/s
            
            ventilation_load = self.calculate_ventilation_heating_load(
                flow_rate=flow_rate,
                outdoor_temp=outdoor_temp,
                indoor_temp=indoor_temp,
                outdoor_rh=outdoor_rh,
                indoor_rh=indoor_rh
            )
            
            results["ventilation_sensible"] += ventilation_load["sensible"]
            results["ventilation_latent"] += ventilation_load["latent"]
        
        # Calculate internal gains offset
        people_load = internal_loads.get("people", {}).get("total", 0)
        lights_load = internal_loads.get("lights", {}).get("total", 0)
        equipment_load = internal_loads.get("equipment", {}).get("total", 0)
        
        internal_gains_offset = self.calculate_internal_gains_offset(
            people_load=people_load,
            lights_load=lights_load,
            equipment_load=equipment_load,
            usage_factor=internal_loads.get("usage_factor", 0.7)
        )
        
        results["internal_gains_offset"] = internal_gains_offset
        
        # Calculate subtotals
        envelope_load = (
            results["walls"] + 
            results["roofs"] + 
            results["floors"] + 
            results["windows"] + 
            results["doors"]
        )
        
        infiltration_load = results["infiltration_sensible"] + results["infiltration_latent"]
        ventilation_load = results["ventilation_sensible"] + results["ventilation_latent"]
        
        # Calculate total load
        total_load = (
            envelope_load + 
            infiltration_load + 
            ventilation_load - 
            internal_gains_offset
        )
        
        # Apply safety factor
        design_load = total_load * safety_factor
        
        # Add subtotals and totals to results
        results.update({
            "envelope": envelope_load,
            "infiltration": infiltration_load,
            "ventilation": ventilation_load,
            "total": total_load,
            "design_load": design_load,
            "safety_factor_percent": (safety_factor - 1) * 100
        })
        
        # Add per area metrics
        floor_area = indoor_conditions.get("floor_area", 100)  # Default to 100 m²
        results["load_per_area"] = design_load / floor_area if floor_area > 0 else 0
        
        return results
    
    def calculate_heating_load_profile(self, building_components: Dict[str, List[Any]], 
                                     outdoor_conditions: Dict[str, Any],
                                     indoor_conditions: Dict[str, Any],
                                     internal_loads: Dict[str, Any],
                                     temperature_profile: List[float]) -> List[Dict[str, float]]:
        """
        Calculate heating load profile for a range of outdoor temperatures.
        
        Args:
            building_components: Dictionary with lists of building components
            outdoor_conditions: Dictionary with outdoor conditions
            indoor_conditions: Dictionary with indoor conditions
            internal_loads: Dictionary with internal loads
            temperature_profile: List of outdoor temperatures in °C
            
        Returns:
            List of dictionaries with heating load results for each temperature
        """
        # Initialize results list
        results = []
        
        # Calculate heating load for each temperature
        for temp in temperature_profile:
            # Update outdoor temperature
            outdoor_conditions_temp = outdoor_conditions.copy()
            outdoor_conditions_temp["design_heating_temp"] = temp
            
            # Calculate heating load
            load = self.calculate_design_heating_load(
                building_components=building_components,
                outdoor_conditions=outdoor_conditions_temp,
                indoor_conditions=indoor_conditions,
                internal_loads=internal_loads
            )
            
            # Add temperature to results
            load["outdoor_temp"] = temp
            
            # Add to results list
            results.append(load)
        
        return results
    
    def calculate_balance_point(self, building_components: Dict[str, List[Any]], 
                              outdoor_conditions: Dict[str, Any],
                              indoor_conditions: Dict[str, Any],
                              internal_loads: Dict[str, Any],
                              temperature_range: List[float] = None) -> float:
        """
        Calculate balance point temperature for a building.
        
        Args:
            building_components: Dictionary with lists of building components
            outdoor_conditions: Dictionary with outdoor conditions
            indoor_conditions: Dictionary with indoor conditions
            internal_loads: Dictionary with internal loads
            temperature_range: List of outdoor temperatures to check (default: range from -20 to indoor temp)
            
        Returns:
            Balance point temperature in °C
        """
        # Get indoor temperature
        indoor_temp = indoor_conditions.get("design_heating_temp", 21)
        
        # Create temperature range if not provided
        if temperature_range is None:
            temperature_range = list(range(-20, int(indoor_temp) + 1))
        
        # Calculate heating load profile
        load_profile = self.calculate_heating_load_profile(
            building_components=building_components,
            outdoor_conditions=outdoor_conditions,
            indoor_conditions=indoor_conditions,
            internal_loads=internal_loads,
            temperature_profile=temperature_range
        )
        
        # Find balance point (where total load is approximately zero)
        for load in load_profile:
            if load["total"] <= 0:
                return load["outdoor_temp"]
        
        # If no balance point found, return indoor temperature
        return indoor_temp
    
    def calculate_bin_method_energy(self, building_components: Dict[str, List[Any]], 
                                  outdoor_conditions: Dict[str, Any],
                                  indoor_conditions: Dict[str, Any],
                                  internal_loads: Dict[str, Any],
                                  bin_data: Dict[str, List[int]]) -> Dict[str, float]:
        """
        Calculate annual heating energy using the bin method.
        
        Args:
            building_components: Dictionary with lists of building components
            outdoor_conditions: Dictionary with outdoor conditions
            indoor_conditions: Dictionary with indoor conditions
            internal_loads: Dictionary with internal loads
            bin_data: Dictionary with temperature bins and hours
            
        Returns:
            Dictionary with annual heating energy results
        """
        # Initialize results
        results = {
            "annual_energy": 0,
            "peak_load": 0,
            "bin_results": []
        }
        
        # Get indoor temperature
        indoor_temp = indoor_conditions.get("design_heating_temp", 21)
        
        # Calculate balance point
        balance_point = self.calculate_balance_point(
            building_components=building_components,
            outdoor_conditions=outdoor_conditions,
            indoor_conditions=indoor_conditions,
            internal_loads=internal_loads
        )
        
        # Calculate heating load for each bin
        for temp, hours in zip(bin_data["temperatures"], bin_data["hours"]):
            # Skip bins above balance point
            if temp >= balance_point:
                continue
            
            # Update outdoor temperature
            outdoor_conditions_temp = outdoor_conditions.copy()
            outdoor_conditions_temp["design_heating_temp"] = temp
            
            # Calculate heating load
            load = self.calculate_design_heating_load(
                building_components=building_components,
                outdoor_conditions=outdoor_conditions_temp,
                indoor_conditions=indoor_conditions,
                internal_loads=internal_loads
            )
            
            # Calculate energy for this bin
            energy = load["total"] * hours / 1000  # kWh
            
            # Add to results
            results["annual_energy"] += energy
            results["peak_load"] = max(results["peak_load"], load["total"])
            
            # Add bin result
            results["bin_results"].append({
                "temperature": temp,
                "hours": hours,
                "load": load["total"],
                "energy": energy
            })
        
        return results