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Since process models are nowadays ubiquitous in many applications, the challenges and alternatives related to their development, validation, and efficient use have become more apparent. In addition, the massive amounts of both offline and online data available today open the door for new applications and solutions. However, transforming data into useful models and information in the context of the process industry or of bio-systems requires specific approaches and considerations such as new modelling methodologies incorporating the complex, stochastic, hybrid and distributed nature of many processes in particular. The same can be said about the tools and software environments used to describe, code, and solve such models for their further exploitation. Going well beyond mere simulation tools, these advanced tools offer a software suite built around the models, facilitating tasks such as experiment design, parameter estimation, model initialization, validation, analysis, size reduction, discretization, optimization, distributed computation, co-simulation, etc. This Special Issue collects novel developments in these topics in order to address the challenges brought by the use of models in their different facets, and to reflect state of the art developments in methods, tools and industrial applications.
polyacrylonitrile-based carbon fiber --- n/a --- coagulation bath --- binder dissolution --- sensitivity analysis --- simulation --- neural networks --- kernel development --- thermodynamics --- phytochemicals --- wave resonance --- natural extracts --- population balance model --- optimization --- vane --- parameter estimation --- grey-box model --- observability --- optimal clustering --- energy --- idling test --- data-mining --- extents --- computational fluid dynamics --- scrap dissolution --- Combined Heat and Power --- dynamic optimization --- scrap melting --- swelling --- engineering --- dry-jet wet spinning process --- fluid bed granulation --- point estimation method --- algebraic modeling language --- Design of Experiments --- costing stopping --- materials --- hydration --- SOS programming --- kinetics --- moisture content --- CHP legislation --- model predictive control --- graph theory --- robust optimization --- dynamic converter modelling --- partial least square regression --- uncertainty --- state decoupling --- utility management --- fluidized bed drying --- reactor coolant pump --- condensation --- wheat germ --- cooking --- maximum wave amplitude --- moving horizon estimation --- gray-box model --- chemistry --- barley --- machine learning --- heat and mass balance --- equality constraints --- porridge --- process model validation --- Pharmaceutical Processes --- mathematical model --- model identification --- Mammalian Cell Culture --- process modeling --- parameter correlation
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HVAC systems, load shifting, indoor climate, and energy and ventilation performance analyses are the key topics when improving energy performance in new and renovated buildings. This development has been boosted by the recently established nearly zero energy building requirements that will soon be in use in all EU Member States, as well as similar long-term zero energy building targets in Japan, the US, and other countries. The research covered in this Special Issue provides evidence of how new technical solutions have worked, in practice, in new or renovated buildings, and also discusses problems and how solutions should be further developed. Another focus is on the more detailed calculation methods needed for the correct design and sizing of dedicated systems, and for accurate quantification of energy savings. Occupant behavior and building operation is also examined, in order to avoid common performance gaps between calculated and measured performance. These topics demonstrate the challenge of high performance buildings as, in the end, comfortable buildings with good indoor climate which are easy and cheap to operate and maintain are expected by end customers. Ventilation performance, heating and cooling, sizing, energy predictions and optimization, load shifting, and field studies are some of the key topics in this Special Issue, contributing to the future of high performance buildings with reliable operation.
indoor air quality --- stratification --- chiller plants --- alternate operation --- displacement ventilation --- draught rate --- building --- indoor temperature after renovation --- DHW heating --- daylight factor --- energy --- energy performance modeling --- hybrid displacement device --- building energy modelling --- energy performance of buildings directive --- condenser evaporative precooling --- DHW energy use --- heating mode --- ground source heat pump --- personalized ventilation --- daylight --- existing buildings --- optimal energy management --- cooling --- mixing ventilation --- daylight survey --- user behavior --- local air change effectiveness --- basketball hall --- CFD --- sizing --- electricity use --- control strategy --- HVAC systems --- ventilation --- occupant behavior --- smart readiness indicator --- energy signature --- standard use --- building energy simulation --- outdoor air --- monitoring measurements --- COP --- qualitative control --- wind pressure --- decentralized ventilation unit --- field measurement --- thermal comfort --- student dormitories --- data-driven analysis --- energy performance --- daylight simulations --- air jet --- ISO 52016-1 --- multiple sensor nodes --- downdraught --- energy efficiency --- building pressure condition --- meteorological reanalysis data --- ISO 7730 --- thermal analysis --- Monte Carlo method --- corner impinging jet --- greenhouse --- Pro-GET-onE H2020 --- in situ measurements --- smart buildings --- skin temperature --- retirement home --- demand side management --- indoor climate --- user input data --- Indoor Environmental Quality (IEQ) --- ventilation renovation --- tracer gas --- gray box --- Jaya algorithm --- single room ventilation unit --- satellite-based solar radiation data --- chiller performance --- rooftop air conditioners --- smart grid --- TRNSYS --- stack effect --- space heating --- energy flexibility --- corner mixing ventilation --- load shifting --- heating power --- air exchange effectiveness --- indoor temperature uniformity --- demand response
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