Predictive control of HVAC systems in buildings

Dissertação de Mestrado, Engenharia Eletrónica e Telecomunicações, Faculdade de Ciências e Tecnologia, Universidade do Algarve, 2015

Multiple-model fault tolerant control of terminal unites of HVAC Systems

In this work, a fault-tolerant control scheme is applied to a air handling unit of a heating, ventilation and air-conditioning system. Using the multiple-model approach it is possible to identify faults and to control the system under faulty and normal conditions in an effective way. Using well known techniques to model and control the process, this work focuses on the importance of the cost function in the fault detection and its influence on the reconfigurable controller. Experimental results show how the control of the terminal unit is affected in the presence a fault, and how the recuperation and reconfiguration of the control action is able to deal with the effects of faults.

Energy performance comparison of three innovative HVAC systems for renovation through dynamic simulation

In this paper, dynamic simulation was used to compare the energy performance of three innovativeHVAC systems: (A) mechanical ventilation with heat recovery (MVHR) and micro heat pump, (B) exhaustventilation with exhaust air-to-water heat pump and ventilation radiators, and (C) exhaust ventilationwith air-to-water heat pump and ventilation radiators, to a reference system: (D) exhaust ventilation withair-to-water heat pump and panel radiators. System A was modelled in MATLAB Simulink and systems Band C in TRNSYS 17. The reference system was modelled in both tools, for comparison between the two.All systems were tested with a model of a renovated single family house for varying U-values, climates,infiltration and ventilation rates.It was found that A was the best system for lower heating demand, while for higher heating demandsystem B would be preferable. System C was better than the reference system, but not as good as A or B.The difference in energy consumption of the reference system was less than 2 kWh/(m2a) betweenSimulink and TRNSYS. This could be explained by the different ways of handling solar gains, but also bythe fact that the TRNSYS systems supplied slightly more than the ideal heating demand.

HVAC system size – getting it right

There is evidence that many heating, ventilating & air conditioning (HVAC) systems, installed in larger buildings, have more capacity than is ever required to keep the occupants comfortable. This paper explores the reasons why this can occur, by examining a typical brief/design/documentation process. Over-sized HVAC systems cost more to install and operate and may not be able to control thermal comfort as well as a “right-sized” system. These impacts are evaluated, where data exists. Finally, some suggestions are developed to minimise both the extent of, and the negative impacts of, HVAC system over-sizing, for example: • Challenge “rules of thumb” and/or brief requirements which may be out of date. • Conduct an accurate load estimate, using AIRAH design data, specific to project location, and then resist the temptation to apply “safety factors • Use a load estimation program that accounts for thermal storage and diversification of peak loads for each zone and air handling system. • Select chiller sizes and staged or variable speed pumps and fans to ensure good part load performance. • Allow for unknown future tenancies by designing flexibility into the system, not by over-sizing. For example, generous sizing of distribution pipework and ductwork will allow available capacity to be redistributed. • Provide an auxiliary tenant condenser water loop to handle high load areas. • Consider using an Integrated Design Process, build an integrated load and energy use simulation model and test different operational scenarios • Use comprehensive Life Cycle Cost analysis for selection of the most optimal design solutions. This paper is an interim report on the findings of CRC-CI project 2002-051-B, Right-Sizing HVAC Systems, which is due for completion in January 2006.

Application of machine learning in fault diagnostics of mechanical systems

A diagnostic method based on Bayesian Networks (probabilistic graphical models) is presented. Unlike conventional diagnostic approaches, in this method instead of focusing on system residuals at one or a few operating points, diagnosis is done by analyzing system behavior patterns over a window of operation. It is shown how this approach can loosen the dependency of diagnostic methods on precise system modeling while maintaining the desired characteristics of fault detection and diagnosis (FDD) tools (fault isolation, robustness, adaptability, and scalability) at a satisfactory level. As an example, the method is applied to fault diagnosis in HVAC systems, an area with considerable modeling and sensor network constraints.

Influences of green star rating tool on HVAC system design

Buildings are one of the most significant infrastructures in modern societies. The construction and operation of modern buildings consume a considerable amount of energy and materials, therefore contribute significantly to the climate change process. In order to reduce the environmental impact of buildings, various green building rating tools have been developed. In this paper, energy uses of the building sector in Australia and over the world are first reviewed. This is then followed by discussions on the development and scopes of various green building rating tools, with a particular focus on the Green Star rating scheme developed in Australia. It is shown that Green Star has significant implications on almost every aspect of the design of HVAC systems, including the selection of air handling and distribution systems, fluid handling systems, refrigeration systems, heat rejection systems and building control systems.

Buildings Sustainability: The HVAC Contribution

A very important part of the globally produced energy is consumed in buildings, being an important share frequently used in the HVAC systems. These ones are increasing both in performance and in complexity, taking advantage from the use of the recent advances in mechanical and power electronic devices, particularly in the speed variation field. However the improved efficiency only occurs while the HVAC unit is working in the conditions specified by the manufacturer, otherwise the energy consumption raises to values considerably higher than the nominal ones. The adequate maintenance enforces the system to run on its nominal performance and the contrary has undesirable impact both in the performance and in the system expected life time. Therefore, HVAC field maintenance assumes a very important role in the global building sustainability concept. This work presents some results of an incorrect use of HVAC and the associated electric energy overconsumption that can assume values 50% higher than those that occur when the installation is operated according to the adequate maintenance plan.

Distributed fuzzy logic for building management systems using local operating networks

This paper describes the development of an experimental distributed fuzzy control system for heating and ventilation (HVAC) systems within a building. Each local control loop is affected by a number of local variables, as well as information from neighboring controllers. By including this additional information it is hoped that a more equal allocation of resources can be achieved.

Definición e implantación de herramientas avanzadas 3D en el diseño integrado y eficiente de sistemas HVAC en buques, desde el proyecto conceptual hasta la producción

Uno de los aspectos más complicados del diseño de sistemas HVAC en buques es la correcta evaluación de las necesidades de aire fresco y el correcto dimensionado de los conductos que suministran dicho aire y evacuan el calor generado a bordo. Contrariamente a lo que sucede en los sistemas de tuberías, las características particulares del caudal de aire hacen que el dimensionado de los conductos sea muy sensible al trazado y geometría de los mismos, por lo que para obtener un buen diseño es necesaria una relación muy estrecha y una integración bidireccional entre los cálculos y el trazado de los propios conductos en el buque. Asumida la utilización de sistemas CAD/CAM para las tareas de diseño, históricamente, aquellos que permitían modelar conductos HVAC no incluían en su alcance de suministro los aspectos de cálculo, y como consecuencia de ello, el trazado de conductos se reducía a la inclusión en el modelo 3D de circuitos y sistemas previamente calculados y dimensionados, Así, servían únicamente para calcular interferencias con otros elementos del modelo 3D y para obtener posteriormente planos de fabricación y montaje. Esto, que por sí no es poco, dejaba el diseño de sistemas HVAC pendiente de una importante interacción manual y de habituales retrabajos, ya que cualquier modificación en el trazado de los conductos, consecuencia de otras necesidades del diseño, obligaba a los diseñadores a recalcular y redimensionar los conductos en un entorno diferente al del propio sistema CAD/CAM, y volver a realizar el modelado de los mismos, reduciendo significativamente las ventajas de la utilización de un modelo 3D. Partiendo de esta situación real, y con objeto de solucionar el problema que para el diseño y la propia producción del buque se creaba, se concibió una herramienta que permitiera la definición en el modelo 3D de diagramas de ventilación, el cálculo de pérdidas de presión, el dimensionado automático de los conductos, y que toda esta información pudiera estar disponible y reutilizarse en las etapas posteriores del diseño. Con ello, los diseñadores podrían realizar su trabajo en un entorno único, totalmente integrado con el resto de disciplinas. El objeto de esta Tesis Doctoral es analizar en detalle el problema y las ineficiencias actuales del diseño de HVAC, describir la innovadora herramienta concebida para paliar estas ineficiencias, detallando las bases sobre la que se construye, y destacar las ventajas que se obtienen de su uso. La herramienta en cuestión fue concebida como una funcionalidad adicional del sistema CAD/CAM naval FORAN, referente tecnológico en el mundo del diseño y la construcción navales, y como consecuencia de ellos se llevó a cabo el desarrollo correspondiente. En la actualidad, el sistema FORAN incluye en su alcance de suministro una primera versión de esta herramienta, cuya utilidad queda avalada por el uso que de la misma hacen astilleros y oficinas técnicas en todo el mundo. Esta Tesis Doctoral es eminentemente práctica. No es un estudio teórico de dudosa aplicación, sino que tiene por objeto aportar una solución eficiente a un problema real que muchos astilleros y oficinas técnicas, incluidas los más avanzados, padecen hoy en día. No tiene otra motivación que servir de ayuda para lograr diseñar y construir mejores barcos, en un plazo más corto, y a un coste menor. Nada más, pero nada menos. ABSTRACT One of the most complicated aspects of the design of HVAC systems in shipbuilding is the correct evaluation of the fresh air needs, the correct balancing of the ducts that supply this air and evacuate the existing heat on board. In opposition to piping systems, due to the particular characteristics of the air flow, the balancing of the ducts is very sensitive to the routing and the aspect of the ducts, so the correct design requires a close interconnectivity between calculations and routing. Already assumed the use of CAD/CAM systems for design tasks, historically, those CAD/CAM systems capable of modelling HVAC ducts did not cover calculation aspects, with the result that the routing of HVAC ducts was reduced solely to the input of previously balanced circuits into the 3D Product Model for the purpose of interference checking and generation of fabrication and assembly drawings. This situation, not negligible at all, put the design of HVAC ducts very dependent on manual operations and common rework task, as any modification in the routing of the HVAC ducts, derived from design needs, obliged engineers to re-balance the ducts and eventually to re-size them independently of the CAD-CAM environment, thus annulling the advantages of the 3D Product Model. With this situation in mind, and with the objective of filling the gap created in the design and construction of the ship, it was conceived a tool allowing the definition, within the 3D Product model, of HVAC diagrams, the calculation of pressure drops, the automatic dimensioning of ducts. With this, engineers could make the complete HVAC design in a single working environment, fully integrated with the rest of the disciplines. The present Ph. D. thesis analyses in deep the existing problem and the current lack of efficiency in HVAC design, describes the innovative tool conceived to minimize it, details the basis on which the tool is built, and highlights the advantages of its use. This tool was conceived as an additional functionality of the marine CAD/CAM system FORAN, a technological reference in the shipdesign and shipbuilding industry. As a consequence, it was developed, and nowadays FORAN System includes in its scope of supply a first version of the tool, with its usefulness endorsed by the fact that it is used by shipyards and shipdesign offices all over the world. This Ph. D. thesis is on top everything, of practical nature. It is not a theoretical study with doubtful application. On the contrary, its objective is to provide with an efficient solution for solving a real problem that many shipyards and shipdesign offices, including those more advanced, suffer nowadays. It has no other motivation that to help in the process of designing and building better and cheaper ships, within a shorter deliver time. Nothing more, but nothing less.

Techno-economic analysis of three HVAC retrofitting options

Accounting for around 40% of the total final energy consumption, the building stock is an important area of focus on the way to reaching the energy goals set for the European Union. The relatively small share of new buildings makes renovation of existing buildings possibly the most feasible way of improving the overall energy performance of the building stock. This of course involves improvements on the climate shell, for example by additional insulation or change of window glazing, but also installation of new heating systems, to increase the energy efficiency and to fit the new heat load after renovation. In the choice of systems for heating, ventilation and air conditioning (HVAC), it is important to consider their performance for space heating as well as for domestic hot water (DHW), especially for a renovated house where the DHW share of the total heating consumption is larger. The present study treats the retrofitting of a generic single family house, which was defined as a reference building in a European energy renovation project. Three HVAC retrofitting options were compared from a techno-economic point of view: A) Air-to-water heat pump (AWHP) and mechanical ventilation with heat recovery (MVHR), B) Exhaust air heat pump (EAHP) with low-temperature ventilation radiators, and C) Gas boiler and ventilation with MVHR. The systems were simulated for houses with two levels of heating demand and four different locations: Stockholm, Gdansk, Stuttgart and London. They were then evaluated by means of life cycle cost (LCC) and primary energy consumption. Dynamic simulations were done in TRNSYS 17. In most cases, system C with gas boiler and MVHR was found to be the cheapest retrofitting option from a life cycle perspective. The advantage over the heat pump systems was particularly clear for a house in Germany, due to the large discrepancy between national prices of natural gas and electricity. In Sweden, where the price difference is much smaller, the heat pump systems had almost as low or even lower life cycle costs than the gas boiler system. Considering the limited availability of natural gas in Sweden, systems A and B would be the better options. From a primary energy point of view system A was the best option throughout, while system B often had the highest primary energy consumption. The limited capacity of the EAHP forced it to use more auxiliary heating than the other systems did, which lowered its COP. The AWHP managed the DHW load better due to a higher capacity, but had a lower COP than the EAHP in space heating mode. Systems A and C were notably favoured by the air heat recovery, which significantly reduced the heating demand. It was also seen that the DHW share of the total heating consumption was, as expected, larger for the house with the lower space heating demand. This confirms the supposition that it is important to include DHW in the study of HVAC systems for retrofitting.

Comparison of two HVAC renovation solutions : A case study

Within the aging building stock of Europe, there is great potential of saving energy through renovation and upgrading to modern standards, and to thereby approach the internationally set goals of lower energy use. This paper concerns the planned renovation of the building envelope and HVAC systems in a multi-family house in Ludwigsburg, Germany. Five systemic HVAC solutions were compared, with special focus on two systems: A) Balanced ventilation with HRC + Micro heat pump, and B) Forced exhaust ventilation + Heat pump with exhaust air HRC + Ventilation radiators. Given the predicted heating demand and ventilation rate of the house after renovation, the performance of the two systems was compared, alongside three common systems for reference. Calculations were made using TMF Energi, a tool developed by SP Technical Research Institute of Sweden.    Both systems A and B were found to have the lowest electrical energy use together with the ground source heat pump system for the assumed conditions. For other assumptions, including different climate and degree of insulation, some differences between these three systems were noted. Most significant is the increased electrical use of system B for higher heating loads due to limitations in the power available from the heat source, exhaust air, which is dependent on the ventilation rate.

Adjusting building thermostats for environmental gains : understanding the issues

There has been increasing reliance on mechanical heating, ventilation and air-conditioning (HVAC) systems to achieve thermal comfort in office buildings. The use of universal standards for thermal comfort adopted in air-conditioned spaces often results in a large disparity between mean daily external summer temperatures and temperatures experienced indoors. The extensive overuse of air-conditioning in warm climates not only isolates us from the vagaries of the external environment, but is generally dependent on non-renewable energy. A pilot study conducted at the Queensland University of Technology (QUT) involved altering the thermostat set-points to two or three degrees above the normal summer setting in two air-conditioned buildings during the subtropical summer. This paper presents the findings of the research that led to the formulation of the test study. The findings of the test study are printed in the companion paper DES 72: Adjusting Building Thermastats for Environmental Gains – a Pilot Study.

Fault diagnostics and supervised testing : How fault diagnostic tools can be proactive?

The topic of fault detection and diagnostics (FDD) is studied from the perspective of proactive testing. Unlike most research focus in the diagnosis area in which system outputs are analyzed for diagnosis purposes, in this paper the focus is on the other side of the problem: manipulating system inputs for better diagnosis reasoning. In other words, the question of how diagnostic mechanisms can direct system inputs for better diagnosis analysis is addressed here. It is shown how the problem can be formulated as decision making problem coupled with a Bayesian Network based diagnostic mechanism. The developed mechanism is applied to the problem of supervised testing in HVAC systems.