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Clustering Technique for Evaluating and Validating Neural Network Performance
Publisher: American Society of Civil Engineers
Abstract: Data used for training and testing a neural network (NN) are often collected from limited sample projects. They may constitute clusters instead of being evenly distributed over the entire space. This paper first studies ...
Reducing Prediction Error by Transforming Input Data for Neural Networks
Publisher: American Society of Civil Engineers
Abstract: The primary purpose of data transformation is to modify the distribution of input variables so that they can better match outputs. The performance of a neural network is often improved through data transformations. There ...
Closure to “Clustering Technique for Evaluating and Validating Neural Network Performance” by Jonathan Jingsheng Shi
Publisher: American Society of Civil Engineers
Mathematical Models for Maximizing Aggregate Plant Production
Publisher: American Society of Civil Engineers
Abstract: An aggregate production plant mainly consists of conveyors, crushers, and screens. How to set up the closed-side openings of crushers and the openings of screens is an important issue for the plant manager in order to ...
Automated Construction‐Simulation Optimization
Publisher: American Society of Civil Engineers
Abstract: This paper discusses the basis for automating system optimization through simulation‐feedback analysis. Optimizing site‐management objectives can be attained by manipulating resources in a construction operation provided ...
Resource-Based Modeling for Construction Simulation
Publisher: American Society of Civil Engineers
Abstract: The application of simulation in the construction industry has always been hindered by the complexities involved in constructing simulation models and the resultant time requirement. This paper presents a modeling method ...
Enterprise Resource Planning for Construction Business Management
Publisher: American Society of Civil Engineers
Abstract: Enterprise resource planning (ERP) was originated in the manufacturing industry. It provides a general working environment for an enterprise to integrate its major business management functions with one single common ...
Modular Neural Networks for Predicting Settlements during Tunneling
Publisher: American Society of Civil Engineers
Abstract: This paper discusses back-propagation neural networks (NN) for predicting the settlement during tunneling. Three settlement parameters and 11 major affecting factors have been identified from analyzing the general tunneling ...
Iconic Animation for Activity-based Construction Simulation
Publisher: American Society of Civil Engineers
Abstract: This paper discusses the development of an animation tool for the activity-based construction (ABC) modeling and simulation system. The tool uses an activity-based network diagram, i.e., ABC simulation model, as the animation ...
Application of Fuzzy Logic to Simulation for Construction Operations
Publisher: American Society of Civil Engineers
Abstract: This paper describes the application of fuzzy logic to discrete event simulation in dealing with uncertainties of construction operations. The uncertainties in the quantity of resources required to activate an activity are ...
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