Name
Title | ||
|---|---|---|
Task Value Calculus: Multi-Objective Trade off Analysis Using Multiple-Valued Decision Diagrams |
Abstract | ||
|---|---|---|
Most multiple-objective optimization algorithms utilize continuous input variables. Given that many decision variables in common use-cases are discrete rather than continuous, we develop a multiple-objective optimization framework over discrete variables known as task value calculus (TVC). The underlying mathematical models in TVC utilize a multiple-valued algebraic framework where both the objective functions and the system or process structure models are represented as multiple-valued functions. TVC allows for fast multiple-objective optimization through the use of the multiple-valued decision diagram (MDD) data structure. The algorithms and structures internal to TVC are described and experimental results are provided. TVC is implemented with a simple graphical user interface making it suitable for use by both laypersons and domain experts. |
Year | DOI | Venue |
|---|---|---|
2019 | 10.1109/ISMVL.2019.00030 | 2019 IEEE 49th International Symposium on Multiple-Valued Logic (ISMVL) |
Keywords | Field | DocType |
multiple-valued logic,multiple-objective optimization,multiple-valued decision diagram | Decision variables,Data structure,Algebraic number,Computer science,Graphical user interface,Influence diagram,Optimization algorithm,Mathematical model,Calculus | Conference |
ISSN | ISBN | Citations |
0195-623X | 978-1-7281-0093-7 | 0 |
PageRank | References | Authors |
0.34 | 7 | 5 |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Tyler Giallanza | 1 | 0 | 0.34 |
| Erik Gabrielsen | 2 | 0 | 0.34 |
| Michael A. Taylor | 3 | 0 | 0.68 |
| Eric Larson | 4 | 1230 | 77.28 |
| Mitchell A. Thornton | 5 | 280 | 40.94 |