Use of optimised MLP neural networks for spatiotemporal estimation of indoor environmental conditions of existing buildings

Moving to a green building: Indoor environment quality, thermal comfort and health

(2021) Rana Elnaklah et al.   BUILDING AND ENVIRONMENT

Incorporating SLAM and mobile sensing for indoor CO2 monitoring and source position estimation

(2021) Yuan Yang et al.   JOURNAL OF CLEANER PRODUCTION

Temporal and spatial variation of PM2.5 in indoor air monitored by low-cost sensors

(2021) Huizhong Shen et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Using neural network optimized by imperialist competition method and genetic algorithm to predict water productivity of a nanofluid-based solar still equipped with thermoelectric modules

(2020) Mehdi Bahiraei et al.   POWDER TECHNOLOGY

Application of artificial neural network (ANN) model for prediction and optimization of coronarin D content in Hedychium coronarium

(2020) Asit Ray et al.   INDUSTRIAL CROPS AND PRODUCTS

Employing artificial bee colony and particle swarm techniques for optimizing a neural network in prediction of heating and cooling loads of residential buildings

(2020) Guofeng Zhou et al.   JOURNAL OF CLEANER PRODUCTION

Path Loss Prediction Based on Machine Learning Techniques: Principal Component Analysis, Artificial Neural Network, and Gaussian Process

(2020) Han-Shin Jo et al.   SENSORS

A performance comparison of multi-objective optimization-based approaches for calibrating white-box building energy models

(2020) Sandra Martínez et al.   ENERGY AND BUILDINGS

A proper model to predict energy efficiency, exergy efficiency, and water productivity of a solar still via optimized neural network

(2020) Saeed Nazari et al.   JOURNAL OF CLEANER PRODUCTION

IndoAirSense: A framework for indoor air quality estimation and forecasting

(2020) Praveen Kumar Sharma et al.   Atmospheric Pollution Research

Prediction of Building’s Thermal Performance Using LSTM and MLP Neural Networks

(2020) Miguel Martínez Comesaña et al.   Applied Sciences-Basel

Spatial interpolation-based analysis method targeting visualization of the indoor thermal environment

(2020) Zhuoyu Yu et al.   BUILDING AND ENVIRONMENT

Measuring the right factors: A review of variables and models for thermal comfort and indoor air quality

(2020) Nan Ma et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Heat Loss Coefficient Estimation Applied to Existing Buildings through Machine Learning Models

(2020) Miguel Martínez-Comesaña et al.   Applied Sciences-Basel

EE-CTA: Energy efficient, concurrent and topology-aware virtual network embedding as a multi-objective optimization problem

(2019) Arezoo Jahani et al.   COMPUTER STANDARDS & INTERFACES

Engineering characteristics of nanosilica/polymer-modified bitumen and predicting their rheological properties using multilayer perceptron neural network model

(2019) Nur Izzi Md. Yusoff et al.   CONSTRUCTION AND BUILDING MATERIALS

An applied framework to evaluate the impact of indoor office environmental factors on occupants’ comfort and working conditions

(2019) Maedot S. Andargie et al.   Sustainable Cities and Society

Critical factors and thresholds for user satisfaction on air quality in office environments

(2019) Jihyun Park et al.   BUILDING AND ENVIRONMENT

Prediction of formation of polycyclic aromatic hydrocarbon (PAHs) on sediment of Caspian Sea using artificial neural networks

(2019) Javad Sayyad Amin et al.   PETROLEUM SCIENCE AND TECHNOLOGY

Enabling full‐length evolutionary profiles based deep convolutional neural network for predicting DNA‐binding proteins from sequence

(2019) Sucheta Chauhan et al.   PROTEINS-STRUCTURE FUNCTION AND BIOINFORMATICS

Investigation of pitch damping derivatives for the Standard Dynamic Model at high angles of attack using neural network

(2019) Massoud Tatar et al.   AEROSPACE SCIENCE AND TECHNOLOGY

A review of smart building sensing system for better indoor environment control

(2019) Bing Dong et al.   ENERGY AND BUILDINGS

Landslide Susceptibility Prediction Using Particle-Swarm-Optimized Multilayer Perceptron: Comparisons with Multilayer-Perceptron-Only, BP Neural Network, and Information Value Models

(2019) Deying Li et al.   Applied Sciences-Basel

Interpolation of greenhouse environment data using multilayer perceptron

(2019) Taewon Moon et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Herding Behaviors of grasshopper and Harris hawk for hybridizing the neural network in predicting the soil compression coefficient

(2019) Hossein Moayedi et al.   MEASUREMENT

An Indoor Environmental Quality (IEQ) assessment of a partially-retrofitted university building

(2018) Sheikh Zuhaib et al.   BUILDING AND ENVIRONMENT

Automated mobile sensing: Towards high-granularity agile indoor environmental quality monitoring

(2018) Ming Jin et al.   BUILDING AND ENVIRONMENT

Climate control in broiler houses: A thermal model for the calculation of the energy use and indoor environmental conditions

(2018) Andrea Costantino et al.   ENERGY AND BUILDINGS

A Stochastic Computational Multi-Layer Perceptron with Backward Propagation

(2018) Yidong Liu et al.   IEEE TRANSACTIONS ON COMPUTERS

Real-time prediction of online shoppers’ purchasing intention using multilayer perceptron and LSTM recurrent neural networks

(2018) C. Okan Sakar et al.   NEURAL COMPUTING & APPLICATIONS

Prediction of soil compression coefficient for urban housing project using novel integration machine learning approach of swarm intelligence and Multi-layer Perceptron Neural Network

(2018) Dieu Tien Bui et al.   ADVANCED ENGINEERING INFORMATICS

A comparison of deep networks with ReLU activation function and linear spline-type methods

(2018) Konstantin Eckle et al.   NEURAL NETWORKS

Validation of Calibrated Energy Models: Common Errors

(2017) Germán Ruiz et al.   Energies

Implementing an ANN model optimized by genetic algorithm for estimating cohesion of limestone samples

(2017) Manoj Khandelwal et al.   ENGINEERING WITH COMPUTERS

Expected Improvement of Penalty-Based Boundary Intersection for Expensive Multiobjective Optimization

(2017) Nobuo Namura et al.   IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION

Optimization, modeling and accurate prediction of thermal conductivity and dynamic viscosity of stabilized ethylene glycol and water mixture Al 2 O 3 nanofluids by NSGA-II using ANN

(2017) Mohammad Hemmat Esfe et al.   INTERNATIONAL COMMUNICATIONS IN HEAT AND MASS TRANSFER

CFD simulation of stratified indoor environment in displacement ventilation: Validation and sensitivity analysis

(2016) Sara Gilani et al.   BUILDING AND ENVIRONMENT

Predicting the CO 2 levels in buildings using deterministic and identified models

(2016) Alexandros Pantazaras et al.   ENERGY AND BUILDINGS

An optimized ANN model based on genetic algorithm for predicting ripping production

(2016) Edy Tonnizam Mohamad et al.   NEURAL COMPUTING & APPLICATIONS

MLPNN Training via a Multiobjective Optimization of Training Error and Stochastic Sensitivity

(2016) Daniel S. Yeung et al.   IEEE Transactions on Neural Networks and Learning Systems

An assessment of indoor environmental quality in schools and its association with health and performance

(2015) Ulla Haverinen-Shaughnessy et al.   BUILDING AND ENVIRONMENT

Simulation of occupancy in buildings

(2015) Xiaohang Feng et al.   ENERGY AND BUILDINGS

Optimal Monthly Reservoir Operation Rules for Hydropower Generation Derived with SVR-NSGAII

(2015) Mahyar Aboutalebi et al.   JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT

Optimal Monthly Reservoir Operation Rules for Hydropower Generation Derived with SVR-NSGAII

(2015) Mahyar Aboutalebi et al.   JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT

A moving-average filter based hybrid ARIMA–ANN model for forecasting time series data

(2014) C. Narendra Babu et al.   APPLIED SOFT COMPUTING

A fast-POD model for simulation and control of indoor thermal environment of buildings

(2012) Kangji Li et al.   BUILDING AND ENVIRONMENT

Literature survey on how different factors influence human comfort in indoor environments

(2010) Monika Frontczak et al.   BUILDING AND ENVIRONMENT