Modeling and simulation of individual user behavior for building performance predictions
نویسنده
چکیده
User behavior is a key to the correct prediction of building performance. Performance is meant here not only in relation to energy consumption, but more importantly to user satisfaction and, in commercial buildings, job performance. The contributions of this paper are static and dynamic models of individual users and user activities in an office environment in relation to building control systems. The models are based on a well structured general model of five different domains of building entities, including user activities. Models for specific simulation projects are refinements of this general model. It is shown how multi-agent based simulations can be automatically derived from such models. A case study of an university office with irregular occupancy is introduced as an example. 1. INTRODUCTION Contemporary buildings are becoming more complex in structure, control, and operation. At the same time, demands for energy savings, user comfort, and security for example are increasing. Therefore, simulations during the design, construction , commissioning, and operation phases are becoming more and more important. So far, building simulations are primarily performance simulations. Most simulators assume simple algorithms for the control of internal air temperature and humidity, illumi-nance and other human comfort parameters and also assume fixed schedules for occupancy. With today's flexible work hours and more sophisticated occupation based and interactive controls these assumptions may lead to erroneous simulation results, which do not reflect the situation of the buildings during its operation. Therefore, the behaviors of individuals and user groups have to be modeled and integrated into building performance simulators to get more realistic results. This is the goal of our research work. Applications that we envision are for example in the design and test of control systems for heating, cooling, air quality, and natural lighting that react to individual user
منابع مشابه
An Improved Modular Modeling for Analysis of Closed-Cycle Absorption Cooling Systems
A detailed modular modeling of an absorbent cooling system is presented in this paper. The model including the key components is described in terms of design parameters, inputs, control variables, and outputs. The model is used to simulate the operating conditions for estimating the behavior of individual components and system performance, and to conduct a sensitivity analysis based on the give...
متن کاملOPTIMIZATION-BASED MONITORING-SUPPORTED CALIBRATION OF A THERMAL PERFORMANCE SIMULATION MODEL
Building performance simulation is being increasingly deployed beyond the building design phase to support efficient building operation. Specifically, the predictive feature of the simulation-assisted building systems control strategy provides distinct advantages in view of building systems with high latency and inertia. Such advantages can be exploited only if model predictions can be relied u...
متن کاملTime Delay and Data Dropout Compensation in Networked Control Systems Using Extended Kalman Filter
In networked control systems, time delay and data dropout can degrade the performance of the control system and even destabilize the system. In the present paper, the Extended Kalman filter is employed to compensate the effects of time delay and data dropout in feedforward and feedback paths of networked control systems. In the proposed method, the extended Kalman filter is used as an observer ...
متن کاملImproving the performance of recommender systems in the face of the cold start problem by analyzing user behavior on social network
The goal of recommender system is to provide desired items for users. One of the main challenges affecting the performance of recommendation systems is the cold-start problem that is occurred as a result of lack of information about a user/item. In this article, first we will present an approach, uses social streams such as Twitter to create a behavioral profile, then user profiles are clusteri...
متن کاملAN EFFICIENT METHOD FOR OPTIMUM PERFORMANCE-BASED SEISMIC DESIGN OF FUSED BUILDING STRUCTURES
A dual structural fused system consists of replaceable ductile elements (fuses) that sustain major seismic damage and leave the primary structure (PS) virtually undamaged. The seismic performance of a fused structural system is determined by the combined behavior of the individual PS and fuse components. In order to design a feasible and economic structural fuse concept, we need a procedure to ...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2007