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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Gwo-Jiun Horng Jian-Pan Li Sheng-Tzong Cheng |
| Copyright Year | 2013 |
| Description | Author affiliation: Dept. of Inf. Manage., Fortune Inst. of Technol., Kaohsiung, Taiwan (Gwo-Jiun Horng) || Dept. of Comput. Sci. & Inf. Eng., Nat. Cheng Kung Univ., Tainan, Taiwan (Jian-Pan Li; Sheng-Tzong Cheng) |
| Abstract | Using fuzzy logic, we propose a model with a neural network for public transport, normal cars, and motorcycles. The model controls traffic-light systems to reduce traffic congestion and help vehicles with high priority pass through. A fuzzy neural network (FNN) calculates the traffic-light system and extends or terminates the green signal according to the traffic situation at the given junction while also computing from adjacent intersections. In the presence of public transports, the system decides which signal(s) should be red and how much of an extension should be given to green signals for the priority-based vehicle. The system also monitors the density of car flows and makes real-time decisions accordingly. In order to verify the proposed design algorithm, we adapted the simulations of sumo, ns2, and GLD to our model, and further results depict the performance of the proposed FNN in handling traffic congestion and priority-based traffic. The promising results present the efficiency and the scope of the proposed multi-module architecture for future development in traffic control. |
| Starting Page | 714 |
| Ending Page | 717 |
| File Size | 275525 |
| Page Count | 4 |
| File Format | |
| DOI | 10.1109/CECNet.2013.6703431 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2013-11-20 |
| Publisher Place | China |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Fuzzy control Adaptation models Traffic-signal control Intersection-delay prediction Roads Neural networks FNN Fuzzy neural networks Delays Traffic congestion Vehicles |
| Content Type | Text |
| Resource Type | Article |
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