diff --git a/README.md b/README.md index 4ac0652..0d9a8f8 100644 --- a/README.md +++ b/README.md @@ -135,7 +135,6 @@ The file(s) listed below contain data that is optional for the assessment. If th The Python file listed below defines additional assessment inputs based on set of default values. Place this file in the input directory of your analysis. - **optional_inputs.json**: Defines default variables for the impedance_options, repair_time_options, functionality_options, and regional_impact variables listed in the inputs schema. - ### Static Data The csv tables listed below contain default component, damage state, system, and tenant function attributes that can be used to populate the required assessment inputs according to the methodology. These are located in the _data_ directory. To override the static data with custom versions, copy modified sheets and place them in the input directory. @@ -145,3 +144,29 @@ The csv tables listed below contain default component, damage state, system, and - **tenant_function_requirements.csv**: Default tenant requirements for function for various occupancy classes. - **systems.csv**: Attributes of each default ssytem considered in the method. - **temp_repair_class.csv**: Attributes of each temprary repair class considered in the method. + +## Building from Pelicun outputs +This conversion module is compatible with PBE Application version ~=4.4 and pelicun~=3.5. To build and rebuild raw ATC-138 input files from Pelicun outputs, ensure that simulated_inputs.json does not currently exist in the model directory. Then, the following Pelicun files are required as input: + - **CMP_QNT.csv**: component sheet + - **DL_summary.csv**: summary of damage and loss, to read in irreparable cases + - **DMG_sample.csv**: damage sample of all realizations + - **DV_repair_sample.csv**: decision variable sample of all realizations + - **general_inputs.json**: egress, occupancy, dimensions, ratio of engineering cost as a fraction of total repair cost. Number of elevators or stairs per story can also be explicitly specified here if it is desired to override the quantity in CMP_QNT. + - **input.json**: JSON file with number of stories, replacement cost, plan area + - **side_damage_ratio.csv** (optional): CSV of size num_reals x 2, specifies the damage distributed to each side for cladding components. This fraction is constant across the height of the building. Column 1 is the fraction of damaged components in direction 0, side 1. Column 2 is the fraction of damaged components in direction 1, side 1. These should sum up to 0.5. Parallel sides will have the same fraction of damage. If not provided, these ratios will be sampled uniformly for all realizations. + +Additionally, the following inputs are required similar to the raw build procedure, but are not generated by Pelicun: + - **tenant_unit_list.csv** + +Then, the either the CLI or import method can be used to run the analysis as before, which will detect the presence of Pelicun files to use as build inputs. An example is provided in the model directory `RCSW_4story_pelicun`. + +_Cladding damage:_ Current implementation of Pelicun inputs will randomly distribute the damage across 4 sides of the building for the purpose of cladding damage assignment. Custom side-assignment is planned for a future implementation. + +```python +from src.atc138 import driver + +example_dir = './examples/RCSW_4story_pelicun' +output_dir = './examples/RCSW_4story_pelicun/output' + +driver.run_analysis(example_dir, output_dir, seed=985) +``` diff --git a/examples/RCSW_4story_pelicun/CMP_QNT.csv b/examples/RCSW_4story_pelicun/CMP_QNT.csv new file mode 100644 index 0000000..07c0662 --- /dev/null +++ b/examples/RCSW_4story_pelicun/CMP_QNT.csv @@ -0,0 +1,92 @@ +ID,Units,Location,Direction,Theta_0,Blocks,Family,Theta_1,Comment +B.20.22.001,SF,4,"1,2",4320,144,,0.6,"B2022.001 Curtain Walls - Generic Midrise Stick-Built Curtain wall, Config: Monolithic, Lamination: Unknown, Glass Type: Unknown, Details: Aspect ratio = 6:5, Other details Unknown" +B.30.11.011,SF,4,0,3888,38,,1.3,"B3011.011 Concrete tile roof, tiles secured and compliant with UBC94" +C.10.11.001a,LF,4,"1,2",1440,14,,0.2,"C1011.001a Wall Partition, Type: Gypsum with metal studs, Full Height, Fixed Below, Fixed Above" +C.30.11.001a,LF,4,"1,2",108.9,1,,0.7,"C3011.001a Wall Partition, Type: Gypsum + Wallpaper, Full Height, Fixed Below, Fixed Above" +C.30.27.001,SF,4,0,10800,108,,0.2,"C3027.001 Raised Access Floor, non seismically rated." +C.30.32.001a,SF,4,0,12960,51,,0,"C3032.001a Suspended Ceiling, SDC A,B,C, Area (A): A < 250, Vert support only" +C.30.32.001a,SF,4,0,720,2,,0,"C3032.001a Suspended Ceiling, SDC A,B,C, Area (A): A < 250, Vert support only" +C.30.32.001a,SF,4,0,432,1,,0,"C3032.001a Suspended Ceiling, SDC A,B,C, Area (A): A < 250, Vert support only" +C.30.32.001a,SF,4,0,288,1,,0,"C3032.001a Suspended Ceiling, SDC A,B,C, Area (A): A < 250, Vert support only" +D.20.21.011a,LF,4,0,604.8,1,,0.7,"D2021.011a Cold or Hot Potable - Small Diameter Threaded Steel - (2.5 inches in diameter or less), SDC A or B, PIPING FRAGILITY" +D.30.41.012a,LF,4,0,288,1,,0.2,"D3041.012a HVAC Galvanized Sheet Metal Ducting - 6 sq. ft cross sectional area or greater, SDC A or B" +D.30.41.011a,LF,4,0,1080,1,,0.2,"D3041.011a HVAC Galvanized Sheet Metal Ducting less than 6 sq. ft in cross sectional area, SDC A or B" +D.30.41.031a,EA,4,0,129.6,12,,0.5,"D3041.031a HVAC Drops / Diffusers in suspended ceilings - No independent safety wires, SDC A or B" +D.30.41.041a,EA,4,0,72,7,,0.2,"D3041.041a Variable Air Volume (VAV) box with in-line coil, SDC A or B" +D.30.41.041a,EA,4,0,28.8,2,,0.5,"D3041.041a Variable Air Volume (VAV) box with in-line coil, SDC A or B" +C.30.34.001,EA,4,0,216,216,,0.3,C3034.001 Independent Pendant Lighting - non seismic +C.30.34.001,EA,4,0,216,216,,0.3,C3034.001 Independent Pendant Lighting - non seismic +D.40.11.021a,LF,4,0,2880,2,,0.1,"D4011.021a Fire Sprinkler Water Piping - Horizontal Mains and Branches - Old Style Victaulic - Thin Wall Steel - No bracing, SDC A or B, PIPING FRAGILITY" +D.40.11.031a,EA,4,0,129.6,1,,0.2,"D4011.031a Fire Sprinkler Drop Standard Threaded Steel - Dropping into unbraced lay-in tile SOFT ceiling - 6 ft. long drop maximum, SDC A or B" +B.20.22.001,SF,3,"1,2",4320,144,,0.6,"B2022.001 Curtain Walls - Generic Midrise Stick-Built Curtain wall, Config: Monolithic, Lamination: Unknown, Glass Type: Unknown, Details: Aspect ratio = 6:5, Other details Unknown" +B.30.11.011,SF,3,0,3888,38,,1.3,"B3011.011 Concrete tile roof, tiles secured and compliant with UBC94" +C.10.11.001a,LF,3,"1,2",1440,14,,0.2,"C1011.001a Wall Partition, Type: Gypsum with metal studs, Full Height, Fixed Below, Fixed Above" +C.30.11.001a,LF,3,"1,2",108.9,1,,0.7,"C3011.001a Wall Partition, Type: Gypsum + Wallpaper, Full Height, Fixed Below, Fixed Above" +C.30.27.001,SF,3,0,10800,108,,0.2,"C3027.001 Raised Access Floor, non seismically rated." +C.30.32.001a,SF,3,0,12960,51,,0,"C3032.001a Suspended Ceiling, SDC A,B,C, Area (A): A < 250, Vert support only" +C.30.32.001a,SF,3,0,720,2,,0,"C3032.001a Suspended Ceiling, SDC A,B,C, Area (A): A < 250, Vert support only" +C.30.32.001a,SF,3,0,432,1,,0,"C3032.001a Suspended Ceiling, SDC A,B,C, Area (A): A < 250, Vert support only" +C.30.32.001a,SF,3,0,288,1,,0,"C3032.001a Suspended Ceiling, SDC A,B,C, Area (A): A < 250, Vert support only" +D.20.21.011a,LF,3,0,604.8,1,,0.7,"D2021.011a Cold or Hot Potable - Small Diameter Threaded Steel - (2.5 inches in diameter or less), SDC A or B, PIPING FRAGILITY" +D.30.41.012a,LF,3,0,288,1,,0.2,"D3041.012a HVAC Galvanized Sheet Metal Ducting - 6 sq. ft cross sectional area or greater, SDC A or B" +D.30.41.011a,LF,3,0,1080,1,,0.2,"D3041.011a HVAC Galvanized Sheet Metal Ducting less than 6 sq. ft in cross sectional area, SDC A or B" +D.30.41.031a,EA,3,0,129.6,12,,0.5,"D3041.031a HVAC Drops / Diffusers in suspended ceilings - No independent safety wires, SDC A or B" +D.30.41.041a,EA,3,0,72,7,,0.2,"D3041.041a Variable Air Volume (VAV) box with in-line coil, SDC A or B" +D.30.41.041a,EA,3,0,28.8,2,,0.5,"D3041.041a Variable Air Volume (VAV) box with in-line coil, SDC A or B" +C.30.34.001,EA,3,0,216,216,,0.3,C3034.001 Independent Pendant Lighting - non seismic +C.30.34.001,EA,3,0,216,216,,0.3,C3034.001 Independent Pendant Lighting - non seismic +D.40.11.021a,LF,3,0,2880,2,,0.1,"D4011.021a Fire Sprinkler Water Piping - Horizontal Mains and Branches - Old Style Victaulic - Thin Wall Steel - No bracing, SDC A or B, PIPING FRAGILITY" +D.40.11.031a,EA,3,0,129.6,1,,0.2,"D4011.031a Fire Sprinkler Drop Standard Threaded Steel - Dropping into unbraced lay-in tile SOFT ceiling - 6 ft. long drop maximum, SDC A or B" +B.20.22.001,SF,2,"1,2",4320,144,,0.6,"B2022.001 Curtain Walls - Generic Midrise Stick-Built Curtain wall, Config: Monolithic, Lamination: Unknown, Glass Type: Unknown, Details: Aspect ratio = 6:5, Other details Unknown" +B.30.11.011,SF,2,0,3888,38,,1.3,"B3011.011 Concrete tile roof, tiles secured and compliant with UBC94" +C.10.11.001a,LF,2,"1,2",1440,14,,0.2,"C1011.001a Wall Partition, Type: Gypsum with metal studs, Full Height, Fixed Below, Fixed Above" +C.30.11.001a,LF,2,"1,2",108.9,1,,0.7,"C3011.001a Wall Partition, Type: Gypsum + Wallpaper, Full Height, Fixed Below, Fixed Above" +C.30.27.001,SF,2,0,10800,108,,0.2,"C3027.001 Raised Access Floor, non seismically rated." +C.30.32.001a,SF,2,0,12960,51,,0,"C3032.001a Suspended Ceiling, SDC A,B,C, Area (A): A < 250, Vert support only" +C.30.32.001a,SF,2,0,720,2,,0,"C3032.001a Suspended Ceiling, SDC A,B,C, Area (A): A < 250, Vert support only" +C.30.32.001a,SF,2,0,432,1,,0,"C3032.001a Suspended Ceiling, SDC A,B,C, Area (A): A < 250, Vert support only" +C.30.32.001a,SF,2,0,288,1,,0,"C3032.001a Suspended Ceiling, SDC A,B,C, Area (A): A < 250, Vert support only" +D.20.21.011a,LF,2,0,604.8,1,,0.7,"D2021.011a Cold or Hot Potable - Small Diameter Threaded Steel - (2.5 inches in diameter or less), SDC A or B, PIPING FRAGILITY" +D.30.41.012a,LF,2,0,288,1,,0.2,"D3041.012a HVAC Galvanized Sheet Metal Ducting - 6 sq. ft cross sectional area or greater, SDC A or B" +D.30.41.011a,LF,2,0,1080,1,,0.2,"D3041.011a HVAC Galvanized Sheet Metal Ducting less than 6 sq. ft in cross sectional area, SDC A or B" +D.30.41.031a,EA,2,0,129.6,12,,0.5,"D3041.031a HVAC Drops / Diffusers in suspended ceilings - No independent safety wires, SDC A or B" +D.30.41.041a,EA,2,0,72,7,,0.2,"D3041.041a Variable Air Volume (VAV) box with in-line coil, SDC A or B" +D.30.41.041a,EA,2,0,28.8,2,,0.5,"D3041.041a Variable Air Volume (VAV) box with in-line coil, SDC A or B" +C.30.34.001,EA,2,0,216,216,,0.3,C3034.001 Independent Pendant Lighting - non seismic +C.30.34.001,EA,2,0,216,216,,0.3,C3034.001 Independent Pendant Lighting - non seismic +D.40.11.021a,LF,2,0,2880,2,,0.1,"D4011.021a Fire Sprinkler Water Piping - Horizontal Mains and Branches - Old Style Victaulic - Thin Wall Steel - No bracing, SDC A or B, PIPING FRAGILITY" +D.40.11.031a,EA,2,0,129.6,1,,0.2,"D4011.031a Fire Sprinkler Drop Standard Threaded Steel - Dropping into unbraced lay-in tile SOFT ceiling - 6 ft. long drop maximum, SDC A or B" +B.20.22.001,SF,1,"1,2",4320,144,,0.6,"B2022.001 Curtain Walls - Generic Midrise Stick-Built Curtain wall, Config: Monolithic, Lamination: Unknown, Glass Type: Unknown, Details: Aspect ratio = 6:5, Other details Unknown" +B.30.11.011,SF,1,0,3888,38,,1.3,"B3011.011 Concrete tile roof, tiles secured and compliant with UBC94" +C.10.11.001a,LF,1,"1,2",1440,14,,0.2,"C1011.001a Wall Partition, Type: Gypsum with metal studs, Full Height, Fixed Below, Fixed Above" +C.30.11.001a,LF,1,"1,2",108.9,1,,0.7,"C3011.001a Wall Partition, Type: Gypsum + Wallpaper, Full Height, Fixed Below, Fixed Above" +C.30.27.001,SF,1,0,10800,108,,0.2,"C3027.001 Raised Access Floor, non seismically rated." +C.30.32.001a,SF,1,0,12960,51,,0,"C3032.001a Suspended Ceiling, SDC A,B,C, Area (A): A < 250, Vert support only" +C.30.32.001a,SF,1,0,720,2,,0,"C3032.001a Suspended Ceiling, SDC A,B,C, Area (A): A < 250, Vert support only" +C.30.32.001a,SF,1,0,432,1,,0,"C3032.001a Suspended Ceiling, SDC A,B,C, Area (A): A < 250, Vert support only" +C.30.32.001a,SF,1,0,288,1,,0,"C3032.001a Suspended Ceiling, SDC A,B,C, Area (A): A < 250, Vert support only" +D.20.21.011a,LF,1,0,604.8,1,,0.7,"D2021.011a Cold or Hot Potable - Small Diameter Threaded Steel - (2.5 inches in diameter or less), SDC A or B, PIPING FRAGILITY" +D.30.41.012a,LF,1,0,288,1,,0.2,"D3041.012a HVAC Galvanized Sheet Metal Ducting - 6 sq. ft cross sectional area or greater, SDC A or B" +D.30.41.011a,LF,1,0,1080,1,,0.2,"D3041.011a HVAC Galvanized Sheet Metal Ducting less than 6 sq. ft in cross sectional area, SDC A or B" +D.30.41.031a,EA,1,0,129.6,12,,0.5,"D3041.031a HVAC Drops / Diffusers in suspended ceilings - No independent safety wires, SDC A or B" +D.30.41.041a,EA,1,0,72,7,,0.2,"D3041.041a Variable Air Volume (VAV) box with in-line coil, SDC A or B" +D.30.41.041a,EA,1,0,28.8,2,,0.5,"D3041.041a Variable Air Volume (VAV) box with in-line coil, SDC A or B" +C.30.34.001,EA,1,0,216,216,,0.3,C3034.001 Independent Pendant Lighting - non seismic +C.30.34.001,EA,1,0,216,216,,0.3,C3034.001 Independent Pendant Lighting - non seismic +D.40.11.021a,LF,1,0,2880,2,,0.1,"D4011.021a Fire Sprinkler Water Piping - Horizontal Mains and Branches - Old Style Victaulic - Thin Wall Steel - No bracing, SDC A or B, PIPING FRAGILITY" +D.40.11.031a,EA,1,0,129.6,1,,0.2,"D4011.031a Fire Sprinkler Drop Standard Threaded Steel - Dropping into unbraced lay-in tile SOFT ceiling - 6 ft. long drop maximum, SDC A or B" +C.20.11.001a,EA,4,"1,2",2.9,2,,0.2,C2011.001a Prefabricated steel stair with steel treads and landings with seismic joints that accommodate drift. +D.50.12.021a,EA,4,0,1,1,,0.4,D5012.021a Low Voltage Switchgear - Capacity: 100 to <350 Amp - Unanchored equipment that is not vibration isolated - Equipment fragility only +C.20.11.001a,EA,3,"1,2",2.9,2,,0.2,C2011.001a Prefabricated steel stair with steel treads and landings with seismic joints that accommodate drift. +D.50.12.021a,EA,3,0,1,1,,0.4,D5012.021a Low Voltage Switchgear - Capacity: 100 to <350 Amp - Unanchored equipment that is not vibration isolated - Equipment fragility only +C.20.11.001a,EA,2,"1,2",2.9,2,,0.2,C2011.001a Prefabricated steel stair with steel treads and landings with seismic joints that accommodate drift. +D.50.12.021a,EA,2,0,1,1,,0.4,D5012.021a Low Voltage Switchgear - Capacity: 100 to <350 Amp - Unanchored equipment that is not vibration isolated - Equipment fragility only +C.20.11.001a,EA,1,"1,2",2.9,2,,0.2,C2011.001a Prefabricated steel stair with steel treads and landings with seismic joints that accommodate drift. +D.50.12.021a,EA,1,0,1,1,,0.4,D5012.021a Low Voltage Switchgear - Capacity: 100 to <350 Amp - Unanchored equipment that is not vibration isolated - Equipment fragility only +D.10.14.011,EA,roof,0,2,2,,0.7,"D1014.011 Traction Elevator - Applies to most California Installations 1976 or later, most western states installations 1982 or later and most other U.S installations 1998 or later." +D.30.31.011a,EA,roof,0,3,3,,0.1,D3031.011a Chiller - Capacity: < 100 Ton - Unanchored equipment that is not vibration isolated - Equipment fragility only +D.30.31.021a,EA,roof,0,3,3,,0.1,D3031.021a Cooling Tower - Capacity: < 100 Ton - Unanchored equipment that is not vibration isolated - Equipment fragility only +D.30.52.011a,EA,roof,0,13,13,,0.2,D3052.011a Air Handling Unit - Capacity: <5000 CFM - Unanchored equipment that is not vibration isolated - Equipment fragility only +D.50.12.013a,EA,roof,0,2.9,2,,0.5,D5012.013a Motor Control Center - Capacity: all - Unanchored equipment that is not vibration isolated - Equipment fragility only +B.10.44.101,SF,1--4,"1,2",288,2,,,Slender concrete wall +B.10.49.012,EA,1--4,"1,2",21,21,,,RC slab-column connections diff --git a/examples/RCSW_4story_pelicun/DL_summary.csv b/examples/RCSW_4story_pelicun/DL_summary.csv new file mode 100644 index 0000000..2d7427d --- /dev/null +++ b/examples/RCSW_4story_pelicun/DL_summary.csv @@ -0,0 +1,501 @@ +#,repair_cost-,repair_time-parallel,repair_time-sequential,collapse,irreparable 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diff --git a/examples/RCSW_4story_pelicun/DV_repair_sample.csv b/examples/RCSW_4story_pelicun/DV_repair_sample.csv new file mode 100644 index 0000000..8699913 --- /dev/null +++ b/examples/RCSW_4story_pelicun/DV_repair_sample.csv @@ -0,0 +1,502 @@ 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diff --git a/examples/RCSW_4story_pelicun/general_inputs.json b/examples/RCSW_4story_pelicun/general_inputs.json new file mode 100644 index 0000000..fbc9922 --- /dev/null +++ b/examples/RCSW_4story_pelicun/general_inputs.json @@ -0,0 +1,9 @@ +{ + "num_entry_doors": 2, + "typ_struct_bay_area_ft": 169, + "typ_story_ht_ft": 10, + "length_side_1_ft": 120, + "length_side_2_ft": 120, + "peak_occ_rate": 0.0031, + "engineering_cost_ratio": 0.10 +} \ No newline at end of file diff --git a/examples/RCSW_4story_pelicun/input.json b/examples/RCSW_4story_pelicun/input.json new file mode 100644 index 0000000..600937f --- /dev/null +++ b/examples/RCSW_4story_pelicun/input.json @@ -0,0 +1,279 @@ +{ + "Applications": { + "DL": { + "Application": "Pelicun3", + "ApplicationData": { + } + }, + "EDP": { + "Application": "StandardEarthquakeEDP", + "ApplicationData": { + } + }, + "Events": [ + { + "Application": "StochasticGroundMotion", + "ApplicationData": { + "modelName": "VlachosSiteSpecificEQ", + "seed": "RV.StochasticSeed" + }, + "EventClassification": "Earthquake" + } + ], + "Modeling": { + "Application": "MDOF_BuildingModel", + "ApplicationData": { + } + }, + "Performance": { + "Application": "None", + "ApplicationData": { + } + }, + "Simulation": { + "Application": "OpenSees-Simulation", + "ApplicationData": { + } + }, + "UQ": { + "Application": "Dakota-UQ", + "ApplicationData": { + } + } + }, + "DL": { + "Asset": { + "ComponentAssignmentFile": "{Current_Dir}/CMP_QNT.csv", + "ComponentDatabase": "FEMA P-58", + "ComponentDatabasePath": "{Current_Dir}/custom_component_fragilities.csv", + "NumberOfStories": "4", + "OccupancyType": "Commercial Office", + "PlanArea": "14400" + }, + "Damage": { + "DamageProcess": "FEMA P-58", + "IrreparableDamage": { + "DriftCapacityLogStd": "0.3", + "DriftCapacityMedian": "0.01" + } + }, + "Demands": { + "Calibration": { + "ALL": { + "DistributionFamily": "lognormal" + } + }, + "DemandFilePath": "{Current_Dir}/example_edp.csv", + "InferResidualDrift": { + "1": "0.005", + "2": "0.005", + "method": "FEMA P-58" + }, + "SampleSize": "500" + }, + "Losses": { + "Repair": { + "ConsequenceDatabase": "FEMA P-58", + "DecisionVariables": { + "Carbon": false, + "Cost": true, + "Energy": false, + "Time": true + }, + "MapApproach": "Automatic", + "ReplacementCost": { + "Median": "6912000", + "Unit": "USD_2011" + }, + "ReplacementTime": { + "Median": "720", + "Unit": "worker_day" + } + } + }, + "Outputs": { + "Asset": { + "Sample": true, + "Statistics": true + }, + "Damage": { + "GroupedSample": true, + "GroupedStatistics": true, + "Sample": true, + "Statistics": true + }, + "Demand": { + "Sample": true, + "Statistics": true + }, + "Format": { + "CSV": true, + "JSON": false + }, + "Loss": { + "Repair": { + "AggregateSample": true, + "AggregateStatistics": true, + "GroupedSample": true, + "GroupedStatistics": true, + "Sample": true, + "Statistics": true + } + } + } + }, + "DefaultValues": { + "driverFile": "driver", + "edpFiles": [ + "EDP.json" + ], + "filenameAIM": "AIM.json", + "filenameDL": "AIM.json", + "filenameEDP": "EDP.json", + "filenameEVENT": "EVENT.json", + "filenameSAM": "SAM.json", + "filenameSIM": "SIM.json", + "rvFiles": [ + "AIM.json", + "SAM.json", + "EVENT.json", + "SIM.json" + ], + "workflowInput": "scInput.json", + "workflowOutput": "EDP.json" + }, + "EDP": { + }, + "Events": [ + { + "EventClassification": "Earthquake", + "modelName": "Vlachos et al. (2018)", + "momentMagnitude": 7, + "protectModel": true, + "ruptureDist": 40, + "seed": "RV.StochasticSeed", + "type": "StochasticMotion", + "vs30": 500 + } + ], + "GeneralInformation": { + "NumberOfStories": 4, + "PlanArea": 14400, + "StructureType": "RM1", + "YearBuilt": 1990, + "depth": 150, + "height": 12, + "location": { + "latitude": 37.426, + "longitude": -122.171 + }, + "name": "", + "planArea": 14400, + "stories": 4, + "units": { + "force": "kips", + "length": "ft", + "temperature": "C", + "time": "sec" + }, + "width": 144 + }, + "Modeling": { + "Bx": 0.1, + "By": 0.1, + "Fyx": 1000000, + "Fyy": 1000000, + "Krz": 10000000000, + "Kx": 100, + "Ky": 100, + "ModelData": [ + { + "Fyx": 1000000, + "Fyy": 1000000, + "Ktheta": 10000000000, + "bx": 0.1, + "by": 0.1, + "height": 3, + "kx": 100, + "ky": 100, + "weight": 144 + }, + { + "Fyx": 1000000, + "Fyy": 1000000, + "Ktheta": 10000000000, + "bx": 0.1, + "by": 0.1, + "height": 3, + "kx": 100, + "ky": 100, + "weight": 144 + }, + { + "Fyx": 1000000, + "Fyy": 1000000, + "Ktheta": 10000000000, + "bx": 0.1, + "by": 0.1, + "height": 3, + "kx": 100, + "ky": 100, + "weight": 144 + }, + { + "Fyx": 1000000, + "Fyy": 1000000, + "Ktheta": 10000000000, + "bx": 0.1, + "by": 0.1, + "height": 3, + "kx": 100, + "ky": 100, + "weight": 144 + } + ], + "dampingRatio": 0.02, + "height": 3, + "massX": 0, + "massY": 0, + "numStories": 4, + "randomVar": [ + ], + "responseX": 0, + "responseY": 0, + "type": "MDOF_BuildingModel", + "weight": 144 + }, + "Performance": { + }, + "Simulation": { + "Application": "OpenSees-Simulation", + "algorithm": "Newton", + "analysis": "Transient -numSubLevels 2 -numSubSteps 10", + "convergenceTest": "NormUnbalance 1.0e-2 10", + "dampingModel": "Rayleigh Damping", + "firstMode": 1, + "integration": "Newmark 0.5 0.25", + "modalRayleighTangentRatio": 0, + "numModesModal": 1, + "rayleighTangent": "Initial", + "secondMode": 0, + "solver": "Umfpack" + }, + "UQ": { + "parallelExecution": true, + "samplingMethodData": { + "method": "Monte Carlo", + "samples": 500, + "seed": 985 + }, + "saveWorkDir": true, + "uqType": "Forward Propagation" + }, + "localAppDir": "X:/Documents/ubc_postdoc/teaching/PBE_Windows_Download/PBE_Windows_Download", + "randomVariables": [ + ], + "remoteAppDir": "X:/Documents/ubc_postdoc/teaching/PBE_Windows_Download/PBE_Windows_Download", + "runType": "runningLocal", + "workingDir": "{Current_Dir}/C:/Users/giraf/Documents/PBE/LocalWorkDir" +} diff --git a/examples/RCSW_4story_pelicun/tenant_unit_list.csv b/examples/RCSW_4story_pelicun/tenant_unit_list.csv new file mode 100644 index 0000000..6c03088 --- /dev/null +++ b/examples/RCSW_4story_pelicun/tenant_unit_list.csv @@ -0,0 +1,5 @@ +id,story,area,perim_area,occupancy_id +1,1,14400,4800,1 +2,2,14400,4800,1 +3,3,14400,4800,1 +4,4,14400,4800,1 diff --git a/plotters/main_plot_functionality.py b/plotters/main_plot_functionality.py index b05aeb0..35085b0 100644 --- a/plotters/main_plot_functionality.py +++ b/plotters/main_plot_functionality.py @@ -1,3 +1,41 @@ +def plot_results(outputs_dir, p_gantt=50): + """ + Plot Functional Recovery Plots For a Single Model and Single Intensity + + Parameters + ---------- + output dir: string + Directory of outputs + p_gantt: float + percentile of functional recovery time to plot for the gantt chart + default: 50 = 50th percentile of functional recovery time (median) + + """ + import os + import json + import pandas as pd + + # from plotters import main_plot_functionality + # Plot Functional Recovery Plots For a Single Model and Single Intensity + + ## Define User inputs + + # Load systems information + systems = pd.read_csv(os.path.join(os.path.dirname(__file__), os.pardir, 'src', 'atc138', 'data', 'systems.csv')) + systems = systems['name'] + + # outputs will save to a directory with this name + plot_dir = outputs_dir +'/plots' # Directory where the plots will be saved + + ## Import Packages + + ## Load Assessment Output Data + f = open(os.path.join(outputs_dir, 'recovery_outputs.json')) + functionality= json.load(f) + + ## Create plot for single intensity assessment of PBEE Recovery + main_plot_functionality(functionality, plot_dir, p_gantt, systems) + def main_plot_functionality(functionality, save_dir, p_gantt, systems): '''Plot function and occupancy loss and recovery at for a single model at a single intensity levels @@ -43,7 +81,7 @@ def main_plot_functionality(functionality, save_dir, p_gantt, systems): ## Plot Mean Recovery Trajectories plot_dir = os.path.join(save_dir,'recovery_trajectories') - other_plot_functions.plt_recovery_trajectory( recovery, full_repair_time, plot_dir) + other_plot_functions.plt_recovery_trajectory(recovery, full_repair_time, plot_dir) # Plot Gantt Charts plot_dir = os.path.join(save_dir,'gantt_charts') diff --git a/plotters/other_plot_functions.py b/plotters/other_plot_functions.py index 6280b4f..c7873b1 100644 --- a/plotters/other_plot_functions.py +++ b/plotters/other_plot_functions.py @@ -157,7 +157,7 @@ def plt_heatmap_breakdowns(recovery, plot_dir): return -def plt_histograms( recovery, plot_dir ): +def plt_histograms(recovery, plot_dir): '''Plot all realizations of building level recovery as a histogram @@ -197,7 +197,7 @@ def plt_histograms( recovery, plot_dir ): return -def plt_recovery_trajectory( recovery, full_repair_time, plot_dir): +def plt_recovery_trajectory(recovery, full_repair_time, plot_dir): '''Plot mean recovery trajectories Parameters @@ -247,8 +247,8 @@ def plt_recovery_trajectory( recovery, full_repair_time, plot_dir): plt.xlabel('Days After Earthquake') plt.ylabel('Fraction of Floor Area') plt.legend(loc='upper left') + plt.title('Mean Recovery Trajectories') plt.grid() - plt.show() plt.savefig(plot_dir + 'recovery_trajectory.png', dpi=300) @@ -266,6 +266,27 @@ def plt_recovery_trajectory( recovery, full_repair_time, plot_dir): plt.grid() plt.savefig(plot_dir + 'functional_recovery_trajectories.png', dpi=300) + + med = np.median(np.array(recovery['reoccupancy']['recovery_trajectory']['recovery_day']), axis=0) + per_10 = np.percentile(np.array(recovery['reoccupancy']['recovery_trajectory']['recovery_day']), 10, axis=0) + per_90 = np.percentile(np.array(recovery['reoccupancy']['recovery_trajectory']['recovery_day']), 90, axis=0) + full = np.mean(full_repair_time) + level_of_repair = recovery['reoccupancy']['recovery_trajectory']['percent_recovered'] + + plt.figure(figsize=(6,4)) + for i in range(len(recovery['reoccupancy']['recovery_trajectory']['recovery_day'])): + plt.plot(recovery['reoccupancy']['recovery_trajectory']['recovery_day'][i] , level_of_repair, color = 'lightgrey', linewidth = 0.5) + plt.plot(med, level_of_repair,'r-', linewidth = 1.5, label= 'Median') + plt.plot(per_10, level_of_repair,'b--', linewidth = 1.0, label= '10th percentile') + plt.plot(per_90, level_of_repair,'b--', linewidth = 1.0, label= '90th percentile') + plt.xlim([0,np.ceil((max(max(recovery['reoccupancy']['recovery_trajectory']['recovery_day'])))/10)*10]) + plt.title('Reoccupancy Trajectories') + plt.xlabel('Days After Earthquake') + plt.ylabel('Fraction of Floor Area') + plt.legend(loc='upper left') + plt.grid() + + plt.savefig(plot_dir + 'reoccupancy_trajectories.png', dpi=300) return @@ -350,10 +371,11 @@ def plt_gantt_chart(p_idx, recovery, full_repair_time, workers, schedule, impede sys_repair_times = [] labs = [] for s in range(len(sys)): - duration = schedule['full']['repair_complete_day']['per_system'][p_idx][s] - schedule['full']['repair_start_day']['per_system'][p_idx][s] - if duration > 0: - sys_repair_times.append([schedule['full']['repair_start_day']['per_system'][p_idx][s], duration]) - labs.append(sys[s][0].upper() + sys[s][1:len(sys[s])] + ' Repairs') + end_day = schedule['full']['repair_complete_day']['per_system'][p_idx][s] + start_day = schedule['full']['repair_start_day']['per_system'][p_idx][s] + duration = end_day - start_day + sys_repair_times.append([start_day, duration]) + labs.append(sys[s][0].upper() + sys[s][1:len(sys[s])] + ' Repairs') labs.reverse() labs_rep = labs diff --git a/plotModel_PBEErecovery.py b/plotters/plotModel_PBEErecovery.py similarity index 67% rename from plotModel_PBEErecovery.py rename to plotters/plotModel_PBEErecovery.py index a738f4c..207cf45 100644 --- a/plotModel_PBEErecovery.py +++ b/plotters/plotModel_PBEErecovery.py @@ -1,12 +1,14 @@ -def plot_results(model_name): +def plot_results(outputs_dir, p_gantt=50): """ Plot Functional Recovery Plots For a Single Model and Single Intensity Parameters ---------- - model_name: string - Name of the model. Inputs are expected to be in a directory with this - name. Outputs will save to a directory with this name + output dir: string + Directory of outputs + p_gantt: float + percentile of functional recovery time to plot for the gantt chart + default: 50 = 50th percentile of functional recovery time (median) """ import os @@ -19,14 +21,11 @@ def plot_results(model_name): ## Define User inputs # Load systems information - systems = pd.read_csv(os.path.join(os.path.dirname(__file__), 'static_tables', 'systems.csv')) + systems = pd.read_csv(os.path.join(os.path.dirname(__file__), 'src', 'atc138', 'data', 'systems.csv')) systems = systems['name'] # outputs will save to a directory with this name - outputs_dir = os.path.join(os.path.dirname(__file__), 'outputs/'+model_name) # Directory where the assessment outputs are saved plot_dir = outputs_dir +'/plots' # Directory where the plots will be saved - p_gantt = 50 # percentile of functional recovery time to plot for the gantt chart - #e.g., 50 = 50th percentile of functional recovery time ## Import Packages from plotters import main_plot_functionality diff --git a/src/atc138/cli.py b/src/atc138/cli.py index 5934609..95a160c 100644 --- a/src/atc138/cli.py +++ b/src/atc138/cli.py @@ -8,6 +8,7 @@ def main(): parser.add_argument("input_dir", help="Path to the directory containing input files (e.g., simulated_inputs.json)") parser.add_argument("output_dir", help="Path to the directory where outputs will be saved") parser.add_argument("--seed", type=int, help="Random seed for reproducibility", default=None) + parser.add_argument("--force_rebuild", type=bool, help="Flag to force override of simulated_inputs.json and rebuild", default=False) args = parser.parse_args() @@ -17,7 +18,7 @@ def main(): sys.exit(1) try: - run_analysis(args.input_dir, args.output_dir, seed=args.seed) + run_analysis(args.input_dir, args.output_dir, seed=args.seed, force_rebuild=args.force_rebuild) except Exception as e: print(f"Error running analysis: {e}", file=sys.stderr) sys.exit(1) diff --git a/src/atc138/driver.py b/src/atc138/driver.py index 3fbb0ec..cebca7b 100644 --- a/src/atc138/driver.py +++ b/src/atc138/driver.py @@ -1,4 +1,4 @@ -def run_analysis(input_dir, output_dir, seed=None): +def run_analysis(input_dir, output_dir, seed=None, force_rebuild=False): '''This script facilitates the performance based functional recovery and reoccupancy assessment of a single building for a single intensity level @@ -24,6 +24,10 @@ def run_analysis(input_dir, output_dir, seed=None): seed: int Random seed to be passed to the Numpy random engine. Default behavior is set as None and will not pass a random seed. + + force_rebuild: bool + Flag to force rebuilding of simulated_inputs.json even if existing file is found. + Default is set to False. """''' import time @@ -47,15 +51,21 @@ def run_analysis(input_dir, output_dir, seed=None): ## 2. Define User Inputs # Input/Output directories are passed as arguments + # set a seed + # this seed propagates through the entire subfunctions + # so if subfunction requires a distinct random variate, a seed instance will have to be used instead + if seed is not None: + np.random.seed(seed) + ## 3. Load FEMA P-58 performance model data and simulated damage and loss # Check if simulated_inputs.json exists, if not build it sim_inputs_path = os.path.join(input_dir, 'simulated_inputs.json') - if os.path.exists(sim_inputs_path): + if os.path.exists(sim_inputs_path) and not force_rebuild: f = open(sim_inputs_path) simulated_inputs = json.load(f) else: - print(f"simulated_inputs.json not found in {input_dir}. Building from raw inputs...") + print(f"Building simulated_inputs.json from raw inputs...") from .input_builder import build_simulated_inputs simulated_inputs = build_simulated_inputs(input_dir) @@ -128,12 +138,6 @@ def run_analysis(input_dir, output_dir, seed=None): ## 5. Run Recovery Method from .engine import main_PBEE_recovery - - # set a seed - # this seed propagates through the entire subfunctions - # so if subfunction requires a distinct random variate, a seed instance will have to be used instead - if seed is not None: - np.random.seed(seed) functionality, damage_consequences = main_PBEE_recovery(damage, damage_consequences, diff --git a/src/atc138/functionality/other_functionality_functions.py b/src/atc138/functionality/other_functionality_functions.py index 103fede..5442e92 100644 --- a/src/atc138/functionality/other_functionality_functions.py +++ b/src/atc138/functionality/other_functionality_functions.py @@ -953,6 +953,7 @@ def fn_tenant_function( damage, building_model, system_operation_day, import numpy as np import sys + import warnings '''Subfunction''' def subsystem_recovery(subsystem, damage, repair_complete_day, @@ -1110,8 +1111,10 @@ def check_roof_function(roof_sys_filter, damage_threshold, repair_complete_day_w num_elev_pgs = len(np.unique(damage['comp_ds_table']['comp_idx'][damage['fnc_filters']['elevators']])) is_sim_ds = any(damage['comp_ds_table']['is_sim_ds'][damage['fnc_filters']['elevators']]) if (num_elev_pgs > 1) and is_sim_ds: - sys.exit('Error! PBEE_Recovery:Function','Elevator Function check does not handle multiple performance groups with simultaneous damage states') - + # sys.exit('Error! PBEE_Recovery:Function: Elevator Function check does not handle multiple performance groups with simultaneous damage states') + warnings.warn('Elevator function check does not handle multiple performance groups with simultaneous damage states.') + print('Ignoring simultaneous DS. Consider using alternative elevator components without simultaneous damage states.') + damage['comp_ds_table']['is_sim_ds'][damage['fnc_filters']['elevators']] = 0 # turn off is_sim_ds flag # quantifty the number of occupancy needing to use the elevators # all occupants above the first floor will try to use the elevators diff --git a/src/atc138/input_builder.py b/src/atc138/input_builder.py index 9cb9c7c..b4059ee 100644 --- a/src/atc138/input_builder.py +++ b/src/atc138/input_builder.py @@ -39,6 +39,21 @@ def recursive_update(d, u): return d def load_custom_static_tables(model_dir, static_dir, filename): + ''' + Safely loads static tables if custom versions are found in model directory + + Parameters + ---------- + model_dir: string + Path to the directory containing raw input files. + + static_dir: string + Path to the original default static tables + + filename: string + Name of static table + ''' + path = os.path.join(model_dir, filename) if os.path.exists(path): print(f"found custom {filename} in inputs. Overriding static tables...") @@ -82,6 +97,14 @@ def build_simulated_inputs(model_dir): tenant_function_requirements = load_custom_static_tables( model_dir, static_data_dir, 'tenant_function_requirements.csv') + '''LOOK FOR RAW INPUTS + If Pelicun files exist, build from there + ''' + pelicun_path = os.path.join(model_dir, 'DMG_sample.csv') + if os.path.exists(pelicun_path): + print(f"Pelicun outputs found in {model_dir}. Attempting build...") + convert_pelicun(model_dir) + ''' LOAD BUILDING DATA This data is specific to the building model and will need to be created @@ -201,12 +224,12 @@ def build_simulated_inputs(model_dir): # Write in individual dictionaries part of larger 'damage' dictionary damage = {'story' : {}, 'tenant_units' : {}} - if 'story' in list(sim_damage.keys()): + if 'tenant_units' in list(sim_damage.keys()): for tu in range(len(sim_damage['tenant_units'])): damage['tenant_units'][tu] = sim_damage['tenant_units'][tu] - if 'tenant_units' in list(sim_damage.keys()): + if 'story' in list(sim_damage.keys()): for s in range(len(sim_damage['story'])): damage['story'][s] = sim_damage['story'][s] @@ -474,3 +497,513 @@ def build_simulated_inputs(model_dir): simulated_inputs = clean_types(simulated_inputs) return simulated_inputs + +def save_json(data, path): + '''util to save json''' + with open(path, "w") as f: + json.dump(data, f, indent=2) + +def clean_frag_id(frag_id: str) -> str: + """ + Remove characters at positions 2 and 5 + + To convert from B.10.10.100a to B1010.100a + """ + return frag_id[0] + frag_id[2:4] + frag_id[5:] + +def reorder_dv_cols(df, dv_tag_meta, ordered_tags=("dmg","loc","dir","ds")): + """ + Rename columns from dv-loss-dmg-ds-loc-dir -> dmg-loc-dir-ds. + + Parameters + ---------- + df : pandas.DataFrame + dv_tag_meta : list[str] + Order of tags in the column names. + ordered_tags : tuple[str] + Tags to retain in output column names. + + Returns + ------- + pandas.DataFrame + DataFrame with renamed columns. + """ + keep_idx = [dv_tag_meta.index(k) for k in ordered_tags] + + new_cols = [] + for col in df.columns: + parts = col.split("-") + if len(parts) == len(dv_tag_meta): + new_cols.append("-".join(parts[i] for i in keep_idx)) + else: + new_cols.append(col) + + df.columns = new_cols + return df + +def story_mask(location, num_stories): + """Translate story selection""" + stories = np.arange(1, num_stories + 1) + + if location == "all": + return np.ones(num_stories, dtype=bool) + + if location == "roof": + mask = np.zeros(num_stories, dtype=bool) + mask[-1] = True + return mask + + if "--" in location: + start, end = map(int, location.split("--")) + return (stories >= start) & (stories <= end) + + loc_vec = np.array(location.split(), dtype=int) + return np.isin(stories, loc_vec) + +def convert_pelicun(model_dir): + ''' + Function to load in Pelicun files + + Requirements: + - CMP_QNT.csv: component sheet + - DL_summary.csv: summary of damage and loss, to read in irreparable cases + - DMG_sample.csv: damage sample of all realizations + - DV_repair_sample.csv: decision variable sample of all realizations + - general_inputs.json: egress, occupancy, dimensions + - input.json: JSON file with number of stories, replacement cost, plan area + ''' + + from copy import deepcopy + + with open(os.path.join(model_dir, 'input.json')) as file: + pelicun_inputs = json.load(file) + file.close() + + ############ Pull basic model info from Pelicun Inputs + num_stories = int(pelicun_inputs['DL']['Asset']['NumberOfStories']) + if 'Repair' in pelicun_inputs['DL']['Losses']: + total_cost = float(pelicun_inputs['DL']['Losses']['Repair']['ReplacementCost']['Median']) + else: + total_cost = float(pelicun_inputs['DL']['Losses']['BldgRepair']['ReplacementCost']['Median']) + plan_area = float(pelicun_inputs['DL']['Asset']['PlanArea']) + + ########### Load Pelicun files + # pull components + comps = pd.read_csv(os.path.join(model_dir, 'CMP_QNT.csv')) + + # repair cost realizations + DV_summary = pd.read_csv(os.path.join(model_dir, 'DL_summary.csv')) + + # damage realizations + damage = pd.read_csv(os.path.join(model_dir, 'DMG_sample.csv')) + + # decision variables + if os.path.exists(os.path.join(model_dir, "DV_repair_sample.csv")): + dvs = pd.read_csv(os.path.join(model_dir, "DV_repair_sample.csv")) + else: + dvs = pd.read_csv(os.path.join(model_dir, "DV_bldg_repair_sample.csv")) + + # siding damage ratio + if os.path.exists(os.path.join(model_dir, "side_damage_ratio.csv")): + ratio_damage_per_side = np.loadtxt( + os.path.join(model_dir, "side_damage_ratio.csv"), delimiter=',') + else: + ratio_damage_per_side = None + + # ds attributes + static_data_dir = os.path.join(os.path.dirname(__file__), 'data') + + ds_attributes = pd.read_csv( + os.path.join(static_data_dir, "damage_state_attribute_mapping.csv") + ) + + # general inputs + with open(os.path.join(model_dir, 'general_inputs.json')) as file: + general_inputs = json.load(file) + file.close() + + + # Get meta-naming convention, then filter to just cmp columns + # (case insensitive) + tag_name_list = damage.columns[0].lower().split('-') + frag_cols = damage.columns[ + damage.columns.str.match(r"^[B-F]") + ] + damage = damage[frag_cols] + + # remove the units row + damage = damage[:-1] + dvs = dvs[:-1] + DMG_ids = damage.columns.tolist() + + # damage column convention: cmp-loc-dir-ds, B.10.44.101-1-2-1 + # DV column convention: dv-loss-dmg-ds-loc-dir, Cost-B.10.44.101-B.10.44.101-1-1-2 + + # Filter DV columns + dv_tag_meta = dvs.columns[0].lower().split('-') + DV_time = dvs.loc[:, dvs.columns.str.upper().str.startswith("TIME")] + DV_cost = dvs.loc[:, dvs.columns.str.upper().str.startswith("COST")] + + # reformat dv columns to cmp-loc-dir-ds + DV_cost = reorder_dv_cols(DV_cost, dv_tag_meta) + DV_time = reorder_dv_cols(DV_time, dv_tag_meta) + + ########### building_model.json + + # if stairs_per_story is not provided, calculate from CMP_QNT + if 'stairs_per_story' not in general_inputs: + # count number of stairs in the building + stair_mask = comps["ID"].str.contains("C.20.11", regex=False) + # Assumes number of vertical egress routes is the min number of stairs on any story. This is faulty logic and wont hold true for all comp tables + num_stairs = comps.loc[stair_mask, "Theta_0"].min() if stair_mask.any() else 0 + stairs_per_story = [int(num_stairs)] * num_stories + else: + stairs_per_story = general_inputs['stairs_per_story'] + + # if num_elevators is not provided, calculate from CMP_QNT + if 'num_elevators' not in general_inputs: + # Count the number of elevator bays in the building + # HP: should there be an override for this (manual elevator specification not in CMP list) + elev_mask = comps["ID"].str.contains("D.10.14", regex=False) + num_elev = comps.loc[elev_mask, "Theta_0"].max() if elev_mask.any() else 0 + else: + num_elev = general_inputs['num_elevators'] + + # construct building_model.json + building_model = dict( + building_value=total_cost, + num_stories=num_stories, + area_per_story_sf=[plan_area] * num_stories, + ht_per_story_ft=[general_inputs["typ_story_ht_ft"]] * num_stories, + edge_lengths=[ + [general_inputs["length_side_1_ft"]] * num_stories, + [general_inputs["length_side_2_ft"]] * num_stories, + ], + struct_bay_area_per_story=[ + general_inputs["typ_struct_bay_area_ft"] + ] * num_stories, + num_entry_doors=general_inputs["num_entry_doors"], + num_elevators=int(num_elev), + stairs_per_story=stairs_per_story, + occupants_per_story=[ + general_inputs["peak_occ_rate"] * plan_area + ] * num_stories, + ) + + save_json(building_model, os.path.join(model_dir, "building_model.json")) + + + ################ construct damage_consequences.json + + # determine replacement cases + replacement_mask = DV_summary["collapse"].astype('int') | DV_summary["irreparable"].astype('int') + + # calculate repair cost ratio + # HP: check nomenclature "-" vs "_" + + # HP: missing racked stair doors per story, racked entry doors + + if 'engineering_cost_ratio' not in general_inputs: + eng_cost_ratio = 0.10 + else: + eng_cost_ratio = general_inputs['engineering_cost_ratio'] + + damage_consequences = dict( + repair_cost_ratio_total=( + DV_summary["repair_cost-"] / total_cost + ).tolist(), + repair_cost_ratio_engineering=( + DV_summary["repair_cost-"] / total_cost * eng_cost_ratio + ).tolist(), + simulated_replacement_time=np.where( + replacement_mask, + DV_summary["repair_time-parallel"], + np.nan, + ).tolist(), + ) + + save_json( + damage_consequences, + os.path.join(model_dir, "damage_consequences.json"), + ) + + ############### build comp_ds_list.csv + + from re import search + # Unique components + clean frag_id + unique_frags = ( + comps["ID"] + .dropna() + .unique() + ) + + frag_df = pd.DataFrame({ + "comp_id": [clean_frag_id(f) for f in unique_frags] + }) + + # Cross-match using regex found in static table + rows = [] + + for _, frag_row in frag_df.iterrows(): + + frag_id = frag_row["comp_id"] + + # regex match + matches = ds_attributes[ + ds_attributes["fragility_id_regex"] + .apply(lambda pat: bool(pd.notna(pat) and search(pat, frag_id))) + ] + + if matches.empty: + continue + + # Build rows in one go + temp = matches[["ds_index", "sub_ds_index"]].copy() + temp["comp_id"] = frag_id + + rows.append(temp) + + if not rows: + comp_ds_list = pd.DataFrame( + columns=["comp_id", "ds_seq_id", "ds_sub_id"] + ) + else: + comp_ds_list = pd.concat(rows, ignore_index=True) + + # Clean sub_ds_index + comp_ds_list["ds_sub_id"] = ( + comp_ds_list["sub_ds_index"] + .replace(np.nan, 1) + .astype(float) + .astype(int) + ) + + comp_ds_list = comp_ds_list.rename( + columns={"ds_index": "ds_seq_id"} + )[["comp_id", "ds_seq_id", "ds_sub_id"]] + + # Save + output_path = os.path.join(model_dir, "comp_ds_list.csv") + comp_ds_list.to_csv(output_path, index=False) + + + ################# construct comp_population.csv + + # list of stories and directions + stories = np.arange(1, num_stories + 1) + dirs = np.array([1, 2, 3]) + + # handle multi index + multi_index = pd.MultiIndex.from_product( + [stories, dirs], + names=["story", "dir"] + ) + + comp_population = pd.DataFrame(index=multi_index) + + # build comp_population.csv + for _, comp in comps.iterrows(): + + # remove first two periods + temp_string = comp["ID"].replace(".", "", 1) + frag_id = temp_string.replace(".", "", 1) + frag_id = frag_id.replace('.', '_') + + # initiate the frag_id column iff it doesn't exist + if frag_id not in comp_population.columns: + comp_population[frag_id] = 0.0 + + story_sel = story_mask(comp["Location"], num_stories) + + dir_vec = np.array( + str(comp["Direction"]).replace("0", "3").split(","), + dtype=int + ) + + mask = ( + np.isin(comp_population.index.get_level_values("story"), stories[story_sel]) + & np.isin(comp_population.index.get_level_values("dir"), dir_vec) + ) + + comp_population.loc[mask, frag_id] += float(comp["Theta_0"]) + + comp_population.reset_index().to_csv( + os.path.join(model_dir, "comp_population.csv"), + index=False + ) + + + #################### build simulated_damage.json + # parse damage column metadata + dmg_meta = [] + + for col in damage.columns: + parts = col.split("-") + + # find location of 'cmp-loc-dir-ds' and reassign + # damage column convention: cmp-loc-dir-ds, B.10.44.101-1-2-1 + + dmg_meta.append({ + "column": col, + "frag_id": f"{parts[tag_name_list.index('cmp')]}", + "story": int(parts[tag_name_list.index('loc')]), + "dir": int(parts[tag_name_list.index('dir')]) or 3, + "ds": int(parts[tag_name_list.index('ds')]), + }) + + dmg_meta = pd.DataFrame(dmg_meta) + + + # Map (frag_id, ds_seq, ds_sub) -> column index in comp_ds_list + comp_ds_list = comp_ds_list.reset_index(drop=True) + comp_ds_list["lookup_key"] = ( + comp_ds_list["comp_id"] + + "_" + + comp_ds_list["ds_seq_id"].astype(str) + + "_" + + comp_ds_list["ds_sub_id"].astype(str) + ) + + lookup_index = { + key: idx + for idx, key in enumerate(comp_ds_list["lookup_key"]) + } + + num_reals = len(damage) + num_ds = len(comp_ds_list) + + simulated_damage = { + "story": {} + } + + for s in range(1, num_stories + 1): + simulated_damage["story"][s] = { + "qnt_damaged": np.zeros((num_reals, num_ds)), + "worker_days": np.zeros((num_reals, num_ds)), + "repair_cost": np.zeros((num_reals, num_ds)), + "qnt_damaged_dir_1": np.zeros((num_reals, num_ds)), + "qnt_damaged_dir_2": np.zeros((num_reals, num_ds)), + "qnt_damaged_dir_3": np.zeros((num_reals, num_ds)), + "qnt_damaged_side_1": np.zeros((num_reals, num_ds)), + "qnt_damaged_side_2": np.zeros((num_reals, num_ds)), + "qnt_damaged_side_3": np.zeros((num_reals, num_ds)), + "qnt_damaged_side_4": np.zeros((num_reals, num_ds)), + "num_comps": np.zeros(num_ds), + } + + + # if no side-damage is specified, randomly distribute between 2 directions, then split between sides + # two parallel sides will have the same damage + if ratio_damage_per_side is None: + ratio_damage_per_side = np.random.rand(num_reals,2) # assumes square footprint + dmg_per_row = ratio_damage_per_side.sum(axis=1, keepdims=True) + # normalize to 1, then split between two parallel sides + ratio_damage_per_side = ratio_damage_per_side / dmg_per_row / 2 + + for _, meta in dmg_meta.iterrows(): + + story = meta["story"] + frag_id = meta["frag_id"] + frag_id = clean_frag_id(frag_id) + ds_seq = meta["ds"] + dir_id = meta["dir"] + col = meta["column"] + + if story not in simulated_damage["story"]: + continue + + # Build lookup key (assume sub_id = 1 unless mapping requires otherwise) + key = f"{frag_id}_{ds_seq}_1" + + if key not in lookup_index: + continue + + # use lookup index to add damage sample + idx = lookup_index[key] + + dmg_data = np.array(damage[col].fillna(0), dtype=float) + simulated_damage["story"][story]["qnt_damaged"][:, idx] += dmg_data + + if col in DV_time.columns: + repair_time_data = DV_time[col].fillna(0).astype(float) + simulated_damage["story"][story]["worker_days"][:, idx] += repair_time_data + + if col in DV_cost.columns: + repair_cost_data = DV_cost[col].fillna(0).astype(float) + simulated_damage["story"][story]["repair_cost"][:, idx] += repair_cost_data + + + simulated_damage["story"][story]["qnt_damaged_side_1"][:, idx] = ratio_damage_per_side[:,0]*simulated_damage["story"][story]["qnt_damaged"][:, idx] + simulated_damage["story"][story]["qnt_damaged_side_2"][:, idx] = ratio_damage_per_side[:,1]*simulated_damage["story"][story]["qnt_damaged"][:, idx] + simulated_damage["story"][story]["qnt_damaged_side_3"][:, idx] = ratio_damage_per_side[:,0]*simulated_damage["story"][story]["qnt_damaged"][:, idx] + simulated_damage["story"][story]["qnt_damaged_side_4"][:, idx] = ratio_damage_per_side[:,1]*simulated_damage["story"][story]["qnt_damaged"][:, idx] + + # Direction-specific + simulated_damage["story"][story][ + f"qnt_damaged_dir_{dir_id}" + ][:, idx] += dmg_data + + + # add component quantity to simulated_damage + for _, comp in comps.iterrows(): + frag_id = clean_frag_id(comp["ID"]) + theta = comp["Theta_0"] + + story_sel = story_mask(comp["Location"], num_stories) + + + frag_matches = comp_ds_list["comp_id"] == frag_id + + for s_idx, is_story in enumerate(story_sel, start=1): + if not is_story: + continue + + simulated_damage["story"][s_idx]["num_comps"][frag_matches] += theta + + ############# convert to json-serializable and save + # Convert numpy arrays to lists + story_list = [] + tu_list = [] + + # place damage breakdown into tu and story divisions + # HP: if there is a category not covered below, it will be missed + tenant_categories = ['repair_cost', 'num_comps', 'qnt_damaged', + 'qnt_damaged_side_1', 'qnt_damaged_side_2', + 'qnt_damaged_side_3', 'qnt_damaged_side_4', + 'worker_days'] + story_categories = ['qnt_damaged_dir_1', 'qnt_damaged_dir_2', + 'qnt_damaged_dir_3'] + + for s in sorted(simulated_damage["story"].keys()): + story_content = simulated_damage["story"][s] + + new_story = { + k: (v.tolist() if hasattr(v, "tolist") else v) + for k, v in story_content.items() if k in story_categories + } + story_list.append(new_story) + + for s in sorted(simulated_damage["story"].keys()): + tu_content = simulated_damage["story"][s] + + new_tu = { + k: (v.tolist() if hasattr(v, "tolist") else v) + for k, v in tu_content.items() if k in tenant_categories + } + tu_list.append(new_tu) + + # Rebuild structure to match simulated_damage + simulated_damage = { + "tenant_units": tu_list, + "story": story_list + } + + # # HP: some troubleshooting prints to verify rebuild + # print("QNT SUM:", np.sum(simulated_damage["tenant_units"][0]["qnt_damaged"])) + # print("COST SUM:", np.sum(simulated_damage["tenant_units"][0]["repair_cost"])) + # print("TIME SUM:", np.sum(simulated_damage["tenant_units"][0]["worker_days"])) + + output_path = os.path.join(model_dir, "simulated_damage.json") + + with open(output_path, "w") as f: + json.dump(simulated_damage, f, indent=2) \ No newline at end of file