Artificial Intelligent for Decision Making in Construction Management
|
Category |
Model Name |
Algorithms |
Applied Topics |
Duration |
Description |
Software |
|
Neural
Network |
Evolutionary Fuzzy Neural
Inference Model (EFNIM) |
GA
+ FL + NN |
1.
Subcontractor Performance 2.
Project Success 3.
Decision-making in Geotechnical Engineering 4.
Cash Flow 5.
Excavation deflection 6.
Estimates at Completion 7.
Conceptual Cost Estimate |
2000~2008 |
A pioneer research
integrated GA, FL, and NN. |
Requirement: VB6.0 |
|
GA
+ FL + NN + HONN |
2.
Cash Flow 3.
Subcontractor Performance 4.
Project Success |
2008~ |
To evolve previous EFNIM
with advantages of HONN. |
Requirement: VB6.0 |
||
|
Support
Vector Machine |
Evolutionary Support
Vector Inference Model (ESIM) |
fmGA
+ SVM |
1.
Conceptual Cost Estimate 2.
Subcontractor Performance 3.
Excavation deflection 4.
Project Success |
2006~2008 |
A pioneer research
optimized SVM’s parameters. |
|
|
Evolutionary Risk Preference
Support Vector Machine Inference Model(ERP-SIM) |
fmGA
+ Risk Preference
+ SVM |
1.
Slope Landslides |
2009~ |
To improve ESIM with risk
preference of decision maker |
|
|
|
Evolutionary Fuzzy
Support Vector Inference Model (EFSIM) |
fmGA
+ FL +SVM |
1.
Estimates at Completion 2.
Conceptual Cost Estimate |
2008~ |
To improve ESIM with
concept of FL for handling uncertainties. |
|
|
|
Evolutionary Support
Vector Time Series Inference Model (EFSIMT) |
fmGA
+ FL +SVM + Fuzzy Time Series Weighting Function |
1.
Project Success 2.
Cash Flow |
2009~ |
To improve ESIM with
fuzzy weighting functions for time series prediction. |
|
|
|
Optimal
Algorithm |
Particle Bee Algorithm(PBA) |
PSO+BA |
1.
Locations of tower crane 2.
Construction site layout |
2009~ |
To fuse PSO and BA for
globe and local search. |
|
|
K-means Chaotic Genetic
Algorithms(KCGA) |
GA+
K-means + Chaotic |
1.
Route Planning Algorithm |
2009~ |
A pioneer research
integrated GA,K-means, and Chaotic. |
|
Note: GA:
Genetic Algorithm; FL: Fuzzy Logic;
NN: Neural
Network; HONN: High Order Neural Network;
fmGA: fast messy genetic
algorithm; SVM: support Vector Machine