[PDF] Top 20 Point-Based Planning for Multi-Objective POMDPs

... as multi-objective partially observable Markov deci- sion processes ...single-objective POMDPs, each cor- responding to a different weighting of the objec- ...scalarized POMDPs in ... See full document

... in multi-objective optimisation based on a metaheuristic is to obtain a set of trade-off solutions at the end of the search process for the decision makers, population based search techniques ... See full document

... However, based on transportation cost discounts, joint cluster replenishment may be superior to single cluster ...to multi- item replenishment under volume (weight) discounts on transportation ...a ... See full document

... for multi-agent planning under partial observ- ...QMDP planning algorithm that solves the model in a neural network archi- ...the planning phase, we test the trained network on new, unseen ... See full document

... a point at which the efficient set of solutions and the indifference curves, which represent the contours of the DM‟s utility functions, are tangent of each ...our multi-objective model using this ... See full document

... iteration based method and Barrett and Narayanan (2008) extend value iter- ation with CCS computations in the back-up phase to form convex hull value iteration ...finite-horizon multi- objective ... See full document

... obtained based on different execution modes with two meta-heuristic ...activities. Based on this solution, the values of the expected time cost and quality and overall risk objective functions are ... See full document

... online planning algorithm that exploits mul- tiagent ...Carlo planning (FV-POMCP), is based on POMCP and is the first MCTS method that exploits locality of interaction: in many MASs, agents interact ... See full document

... health planning based on ...health planning is essential to the achievement of the proposed objectives, and "constitutes a continuous instrument for diagnosing the reality and propose ... See full document

... traveler's planning on the travel routes, the optimal single-objective path model with the shortest time and the lowest cost and the shortest multi-objective path model based on cost ... See full document

... agent based architecture and multi-objective optimization to answer trip planning requests from multiple users in a co-modal setting, considering vehicle preferences and conflicting ...trip ... See full document

... transmission planning considering distributed generation (DG) impacts is proposed by ...the planning process, many researches have been focused on this ...analysis based on a ... See full document

... sequence planning plays an important role in the end-of-life treatment of elec- trical and electronic equipment waste ...Effective planning methods can improve recovery rates and reduce environmental ... See full document

... usually based on the concept of randomness and probability theory, and they are limited to tackling uncertainties with probability distributions (Tang et ...single objective stochastic APP models (Leung et ... See full document

... modified multi-objective ...as objective functions and handles them using the concept of Pareto ...is based on objective function value and the second ranking is based on Pareto ... See full document

... propose a single objective optimization model with time windows, e.g., Fan and Le (2011), Wang, Chi and Ge (2011a), and Liu et al. (2011). However, the solution of the first kind of method depends on the value of ... See full document

... overall objective was to maximize the preference of servicing the demand and minimize the number of partners ...A multi-phase mathematical approach based on Genetic Algorithms, Analytical Hierarchy ... See full document

... Production planning and control has crucial impact on the production and business activities of ...Resource Planning (ERP) is the most popular resources planning and management system, however there ... See full document

... the multi-agent rovers domain, where multiple rovers must collect together measurements of soil, and ...not based on whether the waypoint is appropriate for that ... See full document

... Our objective is to enable the agent to utilize knowledge that it may learn from its ex- ...reference point that defines “typical” actions in the POMDP, and we will only expect the agent to understand the ... See full document