FDMS with Q-Learning: A Neuro-Fuzzy Approach to Partially Observable Markov Decision Problems

FDMS with Q-Learning: A Neuro-Fuzzy Approach to Partially Observable Markov Decision Problems

Show other versions (1)

Finding optimal solutions to Partially Observable Markov Decision Problems is known to be NP-hard. This paper describes a novel neuro-fuzzy approach to obtain fast, robust and easily interpreted solutions by utilizing a combination of several learning techniques including neural networks, fuzzy deci...

Full description

Bibliographic Details
Main Authors:	Levent Akin, Toygar Karadeniz
Format:	Article
Language:	English
Published:	SAGE Publishing 2008-11-01
Series:	International Journal of Advanced Robotic Systems
Subjects:	POMDP neuro-fuuzy rule-based systems
Online Access:	http://www.intechopen.com/articles/show/title/fdms_with_q-learning__a_neuro-fuzzy_approach_to_partially_observable_markov_decision_problems

Similar Items

FDMS with Q-Learning: A Neuro-Fuzzy Approach to Partially Observable Markov Decision Problems
by: Toygar Karadeniz, et al.
Published: (2004-12-01)

Radar Anti-Jamming Countermeasures Intelligent Decision-Making: A Partially Observable Markov Decision Process Approach
by: Huaixi Xing, et al.
Published: (2023-02-01)

Multi-UAV Mapping and Target Finding in Large, Complex, Partially Observable Environments
by: Violet Walker, et al.
Published: (2023-07-01)

Guided Soft Actor Critic: A Guided Deep Reinforcement Learning Approach for Partially Observable Markov Decision Processes
by: Mehmet Haklidir, et al.
Published: (2021-01-01)

Kalman Based Finite State Controller for Partially Observable Domains
by: H. Levent Akin, et al.
Published: (2008-11-01)

A Deep Hierarchical Reinforcement Learning Algorithm in Partially Observable Markov Decision Processes
by: Tuyen P. Le, et al.
Published: (2018-01-01)

Decentralized Coordination of Multi-Agent Systems Based on POMDPs and Consensus for Active Perception
by: Marijana Peti, et al.
Published: (2023-01-01)

A Framework for Multi-Agent UAV Exploration and Target-Finding in GPS-Denied and Partially Observable Environments
by: Ory Walker, et al.
Published: (2020-08-01)

Detecting Changes and Avoiding Catastrophic Forgetting in Dynamic Partially Observable Environments
by: Jeffery Dick, et al.
Published: (2020-12-01)

On the performance and interpretability of Mamdani and Takagi-Sugeno-Kang based neuro-fuzzy systems for medical diagnosis
by: Hafsaa Ouifak, et al.
Published: (2023-07-01)

Improved Deep Recurrent Q-Network of POMDPs for Automated Penetration Testing
by: Yue Zhang, et al.
Published: (2022-10-01)

Genetic-neuro-fuzzy system for grading depression
by: Kumar Ashish, et al.
Published: (2018-01-01)

Sorting Objects from a Conveyor Belt Using POMDPs with Multiple-Object Observations and Information-Gain Rewards
by: Ady-Daniel Mezei, et al.
Published: (2020-04-01)

Neuro-fuzzy modeling in bankruptcy prediction
by: Vlachos D., et al.
Published: (2003-01-01)

Investigations on Speed Planning Algorithm and Trajectory Tracking Control of Intersection Scenarios Without Traffic Signs
by: Wei Liang, et al.
Published: (2023-01-01)

Multi-Agent Planning under Uncertainty with Monte Carlo Q-Value Function
by: Jian Zhang, et al.
Published: (2019-04-01)

Robotic action/observation planning for playing yamakuzushi based on human motion
by: Tomohiro MOTODA, et al.
Published: (2020-12-01)

Neuro-Optometry, Neuro-Optometrist, and Neuro-Optometric Rehabilitative Implications
by: Ali Nouraeinejad
Published: (2019-01-01)

Analysis on the technology of preparing diamond tools by FDMS
by: Qian ZHANG, et al.
Published: (2023-04-01)

Neuro- Fuzzy Statistical Process Control
by: Nezamalldin Faghih, et al.
Published: (2009-09-01)

Pumping System Controlled by Neuro-fuzzy
by: Mansouri smail, et al.
Published: (2019-10-01)

Electrophysiological Markers of Aberrant Cue-Specific Exploration in Hazardous Drinkers
by: Ethan M. Campbell, et al.
Published: (2023-07-01)

Neuro-Fuzzy Control of a Robotic Manipulator
by: P. Gierlak, et al.
Published: (2014-08-01)

A neuro-fuzzy approach for the diagnosis of depression
by: Subhagata Chattopadhyay
Published: (2017-01-01)

NEURO-FUZZY CONTROL OF THE LUMBER DRYING PROCESS
by: A.I. Diveev, et al.
Published: (2021-11-01)

Red flags in neuro-ophthalmology
by: Olufunmilola Ogun
Published: (2017-03-01)

Simposium de Neuro-Oncología
by: Ivan X Mena
Published: (2019-09-01)

Modelling production uncertainties using the adaptive neuro-fuzzy inference system
by: Azizi, Amir, et al.
Published: (2015-05-01)

Optimization of Neuro-Fuzzy System
by: M. Sarosa, et al.
Published: (2007-05-01)

Pre-Project Neuro-Fuzzy Decision Support Model for Oil Industry Projects
by: Mahmood Golabchi, et al.
Published: (2015-12-01)

Dos casos de neuro-retinitis
by: Alfonso Tribin Piedrahita
Published: (1948-03-01)

Total harmonic distortion analysis of inverter fed induction motor drive using neuro fuzzy type-1 and neuro fuzzy type-2 controllers
by: G. Srinivas, et al.
Published: (2024-01-01)

Novelties in neuro-ophthalmology
by: D. Costin
Published: (2011-03-01)

Romanian neuro-ophthalmology
by: Tatiana Rosca
Published: (2007-08-01)

Design and Optimization of a Neuro-Fuzzy System for the Control of an Electromechanical Plant
by: Helbert Espitia, et al.
Published: (2022-01-01)

Modular Neuro-Fuzzy Networks: Sollutions For Explicit And Implicit Knowledge Integration
by: Ciprian Daniel NEAGU
Published: (2000-12-01)

Infection-Associated Mechanisms of Neuro-Inflammation and Neuro-Immune Crosstalk in Chronic Respiratory Diseases
by: Belinda Camp, et al.
Published: (2021-05-01)

Reactive Power Control of Thyristor Controlled Reactor using Neuro - Fuzzy Controller
by: Ö. Fatih KEÇECİOĞLU, et al.
Published: (2019-06-01)

Deep Reinforcement Learning for Attacking Wireless Sensor Networks
by: Juan Parras, et al.
Published: (2021-06-01)

Dual Sensor Control Scheme for Multi-Target Tracking
by: Wei Li, et al.
Published: (2018-05-01)