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27. Autodesk MaRs Office Building
Toronto
Geometry Performance Algorithm (MOGA) Analysis
Generative Design Process by The Living
MOGA = multi-objective genetic
algorithm
Pre-design
Post-design
28. Autodesk MaRs Office Building
Toronto
to create a
dynamic
+
highly functional
new office space for Autodesk in Toronto.
Vision Statement
32. Autodesk MaRs Office Building
Toronto
Study Types for Algorithmic Processing
Adjacenc
y
Work
Style
Buzz Productivi
ty
Daylight Views
33. Autodesk MaRs Office Building
Toronto
MOGA Search Algorithm
Gen 1
Design
Gen 2
Design
Gen 3
Design Best Options
“Cross-breeding”
Random
Sample
High
Performers
Random Mix of Two High
Performing Designs
“Elitism”
Modified
Parameters
“Mutation”
Repeated over
Multiple generations
“Survival of the
Fittest”
Based on input
parameters
Aka ”Genome”
38. Humans + Machines
• Autodesk has provided
software to help customers
exploit technological
disruptions for 30 years
• From 2D CAD documentation to
3D modeling and optimization
• Now the Era of Connection,
inspiring engineers in new
ways – optimizing how things
are designed, built and
interconnected for use
40. Generative Design Workflow Applications
+
FractalDynamo Studio Dynamo for
Revit
Revit
Easy to use
Simple upload
process
Simple run
study process
Easier than
traditional scripting
Clear onboarding
with Dynamo Primer
Usability Assessment
Design-oriented
workspace
Integrated Revit
workflow nodes
41. Dynamo – Gateway to Algorithms
Identify
Parameters
Operate on
Parameters
Visualize
Operations
Study Options (one
option at a time)
Define
Parameters
+
FractalDynamo Studio Dynamo for Revit
Algorithms to Generative
Studies
Algorithms to Design Development
and Construction Documentation
45. Project Fractal – Gateway to Generative Design
Run
Options
Analysis
Export
Results for
Further
Analysis
Set final options
in Dynamo script
for Revit
integration
Send script to
Fractal cloud Possible to add custom watch nodes as reporting values for analysis.
Review
Visualized
Results
Must work in Dynamo Studio and must not use custom nodes
FractalDynamo Studio
47. How do AEC generative design tools differ from the
manufacturing?
Key AEC Generative Design Factors
In a design space where everything matters,
how do we decide what matters the most?
ManufacturingAEC Overlap
▪ Fixed parameters
▪ Lightweighting
▪ Optimization
▪ Cost Analysis
▪ Any parameters
▪ Any objective
48. The Importance of Early Stage Definitions
Your model becomes what you believe.
▪ Identify values
▪ Identify the site
▪ Model the site
▪ Identify the parcel
▪ Identify comparative data
▪ Identify parameters
▪ Identify areas of flexibility vs. constraint
▪ Identify analysis goals
49. Autodesk Mars Office Building
Toronto
Pre-Generative Design: Values
Autodesk Mars Office Building
Toronto
Personal, Team, Corporation, Client, Contextual
▪ Personal: efficient design process with connected workflows to produce
elegant multi-family development
▪ Team: honest, sustainable design with an FAR value in the 15 – 20 range
and a fast-tracked design process
▪ Corporation: a multi-family development that will
make the world a better place to live in and inspire the future of design.
▪ Client: a high return on investment and a managed-cost design
▪ Contextual: a flagship building that will demonstrate the Seaport as an
innovation district and Boston as a world-class city.
50. Autodesk Mars Office Building
Toronto
Pre-Generative Design: Site Identification
Theoretical
Area for
Development
Identified in
Boston
Seaport
Autodesk Boston
52. Autodesk Mars Office Building
Toronto
Pre-Generative Design: Parcel Identification
53. Autodesk Mars Office Building
Toronto
Pre-Generative Design: Comparative Data
Early Stage Financial Elements
▪ Floor Area Ratio defined as Gross Floor Area / Lot Area
▪ Estimated rent at $60 / SF / Month with a 4% vacancy rate estimate
▪ Construction cost estimate at $500 / SF based on 2014 real estate
development article from Boston
▪ Land acquisition cost estimate of $359 million based on sale of adjacent
12.5 acre parcel in Seaport called ‘Seaport Square’.
▪ Estimated rental rate per square foot of anywhere from $50 - $100
54. Pre-Generative Design: Building Typology
High-rise Multi-family Residential Real Estate Development
▪ Typically contains podium, tower(s) and custom highest upper level.
▪ For this example we will explore this basic rectangular form
55. 3. Colored blocks are referred to as groups
1. Gray blocks are referred to as nodes
2. Nodes may have inputs and outputs,
and are connected by wires. Each node
contains an operation.
Anatomy of a High-rise Typology Dynamo Script
4. All of these nodes connected to
create this basic geometry.