Household Location Choice Model (HLCM)
Objective
The Household Location Choice Model predicts the location choices of new or relocating households.
Algorithm
Households to be located by this model are those that were added by the
HouseholdTransitionModel or predicted to move by the
HouseholdRelocationModel. The model selects all those households with no location, and identifies all available, vacant housing units within the simulation year. Since the choice sets are generally too large, normally random sampling of alternatives is used to construct plausible sized choice sets. It then uses a Multinomial Logit Model structure to generate location choice probabilities across the choice set for each household. The location probabilities are used with Monte Carlo Sampling to make a determination for each household regarding which of the available locations they will choose. Once a household has chosen a location, that location is committed to the household (like a rental contract or closing on a purchase of a house) and the residential unit becomes unavailable for any other households, until such time as the occupying household is predicted to move.
Configuration
The configuration of the HLCM in the parcel model system is summarized in the following table:
| Element |
Setting |
| Agent |
Household |
| Location Set |
Buildings - which are located on parcels |
| Dependent Variable |
Location of each household: building_id |
| Model Type |
Multinomial Logit Model |
| Estimation Method |
Maximum Likelihood |
| Submodels |
Building Type - separate models can be specified for groups of households by household characteristics, such as size or income group |
| Independent Variables |
Attributes of households interacted with attributes of buildings: Price, density, accessibility, zonal composition of households and employment |
Data
The following tables are used by the Household Location Choice Model in the parcel-based version of UrbanSim.
| Table Name |
Brief Description |
| households |
Synthetic households table |
| buildings |
Buildings from which available residential units are evaluated for location |
| zones |
Zones are used to compute density, social composition, and accessibility variables |
| travel_data |
Skims from the travel model are used to compute accessibility variables |
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PaulWaddell - 09 Dec 2009
Topic revision: r1 - 09 Dec 2009 - 14:26:48 -
PaulWaddell