• Corpus ID: 60951271

Human machine collaborative decision making in a complex optimization system

  title={Human machine collaborative decision making in a complex optimization system},
  author={Jeremy Malasky},
Abstract : Numerous complex real-world applications are either theoretically intractable or unable to be solved in a practical amount of time. Researchers and practitioners are forced to implement heuristics in solving such problems that can lead to highly sub-optimal solutions. Our research focuses on inserting a human in-the-loop of the decision-making or problem solving process in order to generate solutions in a timely manner that improve upon those that are generated either solely by a… 

Trust-Based Design of Human-Guided Algorithms

Abstract : By combining the strengths of human and computers, Human Machine Collaborative Decision Making has been shown to generate higher quality solutions in less time than conventional

Title of Paper : Decision allocation of C 2 system based on ULMADM

This paper first proposes the decision allocation step of C2 system, and then it integrates the decision-making advantages of human and automation with uncertain linguistic multiple attribute decision making (ULMADM) method and determines the optimal automation level of C1 system.

Mission planning for coupled human-robot teams using adaptive human performance models

Fast algorithms that integrate humans into the planning problem using well-established models from the human factors community to produce task allocations and schedules for tightly coupled human-robot teams are presented.

Decision Allocation of Formation Command and Control System

Simulation result indicates the decision allocation process is feasible and effective in decision allocation and a group decision making method combined with UEWAA operator and uncertain linguistic hybrid aggregation operator is used to determine the automation level.

VisMatchmaker: Cooperation of the User and the Computer in Centralized Matching Adjustment

This paper presents VisMatchmaker, a visualization system which allows the central planner to explore alternatives to an algorithm-generated matching, and identified three common tasks in the process of matching adjustment: problem detection, matching recommendation and matching evaluation.

The research of man-machine cooperation in warehousing system based on agent

The warehousing simulation system of man-machine cooperation is established and assisting AGV to get rid of the dead interval of path of man -machine cooperation are realized in warehousing system, which lays the foundation for further practical human- machine cooperation of ware housing system.

The Silicon Oscillating Accelerometer: A High-Performance MEMS Accelerometer for Precision Navigation and Strategic Guidance Applications

2 4 14 26 32 42 56 70 77 78 81 82 84 85 86 88 1 This year is the 10 th anniversary of Draper' s Technology Digest. For the past 10 years, the Digest has included over 60 of the best papers Draper

Human-Machine cooperation for control and decision in Information Fusion System

A user-centered model for information fusion system (IFS) was presented and the issues about Human-Machine Interface (HMI) design and methodology in situation and threat assessment were mentioned.



Investigating human-computer optimization

Experiments on an interactive optimization system are described that show that users can successfully identify promising areas of the search space as well as manage the amount of computational effort expended on different subproblems.

Mixed Initiative Planning and Control Under Uncertainty

Computational cognitive process models capture expert human decision-making, thereby providing a foundation for bridging the gap between engineering estimation/optimization algorithms and naturalistic human machine interfaces that support effective mixed initiative monitoring, planning, and control in dynamic environments.

Human-Guided Simple Search

The approach to the problem of capacitated vehicle routing with time windows, a commercially important problem with a rich research history, is applied, and has the advantage of keeping a human tightly in the loop to handle the complexities of real-world applications.

The Allocation of Functions in Systems

The systems approach to design and how the allocation of functions is a part of it is described, as a five-step procedure with four principal rules for arriving at a hypothetical allocation.

A model for types and levels of human interaction with automation

A model for types and levels of automation is outlined that can be applied to four broad classes of functions: 1) information acquisition; 2) information analysis; 3) decision and action selection; and 4) action implementation.

Composite-variable modeling for service parts logistics

This work considers the problem of how to stock repair parts which are both high cost and very low demand, and presents a composite-variable model that enables the model to improve tractability significantly.

Human in the Loop Evaluation of a Mixed-Initiative System for Planning and Control of Multiple UAV Teams

An evaluation of an early prototype mixed-initiative control system that generated plans for single operator supervision of multiple unmanned aerial vehicles (UAV) missions provided compelling evidence for the need to communicate more effectively the rationale behind plan elements proposed by the automated controller and to provide ‘levers' to enable the user to modify the plan.

Hierarchical generation of Pareto optimal solutions in large-scale multiobjective systems

Trust in Automation: Designing for Appropriate Reliance

This review considers trust from the organizational, sociological, interpersonal, psychological, and neurological perspectives, and considers how the context, automation characteristics, and cognitive processes affect the appropriateness of trust.

Automating Planning and Scheduling of Shuttle Payload Operations