Techniques for automatically generating urban and neighborhood designs
An urban design pipeline automatically generates design options for an urban design project based on a financial model. The urban design pipeline includes a geometry engine that generates candidate designs to meet various design criteria and design objectives associated with the urban design project. The urban design pipeline also includes an evaluation engine that evaluates the candidate designs based on the financial model. The financial model quantifies the financial performance of any given candidate design. The urban design pipeline operates iteratively to improve the candidate designs until one or more convergence criteria are met, thereby generating a set of design options with acceptable financial performance.
1 . A computer-implemented method for generating designs for an urban design project with acceptable financial performance, the method comprising:
generating, via a computer-aided design (CAD) application, first geometry associated with a first candidate design;
generating, via the CAD application, a first metric for the first candidate design based on a financial model, wherein the first metric indicates a first amount of revenue associated with developing a region of land according to the first candidate design, wherein the first amount of revenue is generated by selling a first structure indicated in the first candidate design;
determining that the first metric does not meet a design objective representing a financial objective associated with the financial model;
automatically modifying the first geometry based on the first metric to generate second geometry associated with a second candidate design;
generating a second metric for the second candidate design based on the financial model;
determining that the second metric meets the design objective; and
displaying the second metric to indicate a degree to which the second candidate design meets the financial objective.
2 . The computer-implemented method of claim 1 , wherein the second metric meeting the design objective indicates that the second candidate design is a higher ranked design than the first candidate design.
3 . The computer-implemented method of claim 1 , wherein the first geometry meets a different design objective associated with the region of land.
4 . The computer-implemented method of claim 1 , wherein the first metric further indicates a first amount of capital associated with developing the region of land according to the first candidate design.
5 . The computer-implemented method of claim 4 , wherein the first amount of capital includes a first cost associated with building a first structure on the region of land.
6 . The computer-implemented method of claim 5 , wherein the first cost comprises at least one of a unit cost associated with the first structure, a linear unit cost associated with a portion of the first structure, or an area unit cost associated with the portion of the first structure.
7 . The computer-implemented method of claim 4 , wherein generating the first metric comprises determining a total cost associated with building a first set of structures on the region of land based on the first amount of capital and a number of structures included in the first set of structures.
8 . The computer-implemented method of claim 1 , wherein generating the first metric comprises:
determining a total amount of revenue generated by selling a first set of structures indicated in the first candidate design based on the first amount of revenue and a number of structures included in the first set of structures; and
subtracting a total cost of building the first set of structures from the total amount of revenue to generate a total profit earned by selling the first set of structures.
9 . The computer-implemented method of claim 4 , wherein the second metric indicates a second amount of capital associated with developing the region of land according to the second candidate design.
10 . One or more non-transitory computer-readable media storing instructions that, when executed by one or more processors, causes the one or more processors to generate designs for an urban design project with acceptable financial performance by performing the steps of:
generating, via a computer-aided design (CAD) application, first geometry associated with a first candidate design;
generating, via the CAD application, a first metric for the first candidate design based on a financial model, wherein the first metric indicates a first amount of revenue associated with developing a region of land according to the first candidate design, wherein the first amount of revenue is generated by selling a first structure indicated in the first candidate design;
determining that the first metric does not meet a design objective representing a financial objective associated with the financial model;
automatically modifying the first geometry based on the first metric to generate a second candidate design;
generating a second metric for the second candidate design based on the financial model; and
determining that the second metric meets the design objective; and
displaying the second metric to indicate a degree to which the second candidate design meets the financial objective.
11 . The one or more non-transitory computer-readable media of claim 10 , wherein the first metric further indicates a first amount of capital associated with developing the region of land according to the first candidate design.
12 . The one or more non-transitory computer-readable media of claim 11 , wherein the first amount of capital includes a first cost associated with building a first structure on the region of land.
13 . The one or more non-transitory computer-readable media of claim 12 , wherein the first cost comprises at least one of a unit cost associated with the first structure, a linear unit cost associated with a portion of the first structure, or an area unit cost associated with the portion of the first structure.
14 . The one or more non-transitory computer-readable media of claim 11 , wherein generating the first metric comprises determining a total cost associated with building a first set of structures on the region of land based on the first amount of capital and a number of structures included in the first set of structures.
15 . The one or more non-transitory computer-readable media of claim 10 , wherein the design objective includes at least one of a maximum cost, a minimum revenue, and a minimum profit.
16 . The one or more non-transitory computer-readable media of claim 11 , wherein the second metric indicates a second amount of capital associated with developing the region of land according to the second candidate design.
17 . A system, comprising:
one or more memories storing instructions; and
one or more processors that, when executing the instructions, are configured to generate designs for an urban design project with acceptable financial performance by performing the steps of:
generating, via a computer-aided design (CAD) application, first geometry associated with a first candidate design,
generating, via the CAD application, a first metric for the first candidate design based on a financial model, wherein the first metric indicates a first amount of revenue associated with developing a region of land according to the first candidate design, wherein the first amount of revenue is generated by selling a first structure indicated in the first candidate design,
determining that the first metric does not meet a design objective representing a financial objective associated with the financial model;
automatically generating a second candidate design based on one or more modifications to the first geometry;
generating a second metric for the second candidate design based on the financial model;
determining that the second metric meets the design objective; and
displaying the second metric to indicate a degree to which the second candidate design meets the financial objective.
18 . The system of claim 17 , wherein automatically generating the second candidate design comprises automatically modifying the first geometry to generate second geometry associated with the second candidate design.