Application of triple-branch artificial neural network system for catalytic pellets combustion DOI Creative Commons
Karol Postawa, Błażej Gaze, Bernard Knutel

et al.

Journal of Environmental Management, Journal Year: 2024, Volume and Issue: 366, P. 121678 - 121678

Published: July 10, 2024

On the international level, it is common to act on reducing emissions from energy systems. However, in addition industrial emissions, low-stack also make a significant contribution. A good step its environmental impact, move biofuels, including biomass. This paper examines impact of placing catalytic system retort boiler minimize greenhouse gases, dust and other pollutants when burning pellets. The effect platinum, oxides selected metals placed deflector as solid catalyst was studied. Based experimental data, branched artificial neural network constructed trained. routing three parallel topologies made possible achieve high accuracy while keeping input data relatively simple. showed an average error 3.54% against arbitrary test data. basis well predictions returned by network, recommendations were shown for catalysts used their amounts. Depending biomass which pellet produced, experiment suggested use titanium or copper oxides. In case able select better system, based improving emission reductions up more than 19%, depending type used.

Language: Английский

Characterization of Post-Production Waste from Winemaking of Selected Vitis vinifera L. Varieties Grown in Temperate Climates and Their Energy Valorization DOI Creative Commons
Magdalena Kapłan, Grzegorz Maj, Kamila Klimek

et al.

Energies, Journal Year: 2025, Volume and Issue: 18(3), P. 663 - 663

Published: Jan. 31, 2025

The study assessed the yield and quality as well energy potential of biomass from stalks pomace four grape varieties, Riesling, Chardonnay, Zweigelt, Merlot Vitis vinifera L., grown in temperate climate conditions. research is innovative because evaluation originating L. has not been carried out so far northern wine-growing regions. Field studies were conducted 2023 Experimental Vineyard University Life Sciences Lublin, located southeastern Poland. Biometric assessment showed that Chardonnay vines characterized by lowest mass clusters peduncles, number berries cluster, berry diameter, peduncle size, at same time highest among biotypes. largest peduncles. Riesling had most heaviest share peduncles cluster (8.99%). For pomace, LHV values range 15.98 MJ kg−1 for variety to 16.91 while these 15.11 MJ·kg−1 15.26 Chardonnay. differences pollutant emissions are more pronounced between grapevine varieties than types (pomace vs. peduncles). greatest variation was observed carbon dioxide (CO2) category, smallest noted sulfur (SO2) emissions. Total gas Zweigelt (7.72 Nm3 kg−1) (6.99 kg−1), stalks, (6.77 (7.32 kg−1). category. These results indicate exhaust different plant parts which relevant optimizing production processes ensuring sustainable development.

Language: Английский

Citations

0

Cascade-Forward, Multi-Parameter Artificial Neural Networks for Predicting the Energy Efficiency of Photovoltaic Modules in Temperate Climate DOI Creative Commons
Karol Postawa, Michał Czarnecki, Edyta Wrzesińska‐Jędrusiak

et al.

Applied Sciences, Journal Year: 2024, Volume and Issue: 14(7), P. 2764 - 2764

Published: March 26, 2024

Solar energy is a promising and efficient source of electricity in countries with stable high sunshine duration. However, less favorable conditions, for example continental, temperate climates, the process requires optimization to be cost-effective. This cannot done without support appropriate mathematical numerical methods. work presents procedure construction an artificial neural network (ANN), along its practical application under conditions mentioned above. In study, data gathered from photovoltaic system 457 consecutive days were utilized. The includes measurements generated power, as well meteorological records. cascade-forward ANN was trained resilient backpropagation sum squared error performance function. final has two hidden layers nine six nodes. resulted relative 10.78% R2 0.92–0.97 depending on sample. case study used present potential tool. approach proved real benefits consumption.

Language: Английский

Citations

1

Briquette Production from Vineyard Winter Pruning Using Two Different Approaches DOI Creative Commons
Ioan Ţenu, Radu Roşca, Oana-Raluca Corduneanu

et al.

Agriculture, Journal Year: 2024, Volume and Issue: 14(7), P. 1109 - 1109

Published: July 9, 2024

Worldwide, different strategies are being developed in order to ensure optimum conditions for the development and growth of economic competitiveness, as well increasing quality life environmental protection. All these closely linked modernization systems producing energy from clean renewable sources. In this context, present paper presents results research regarding evaluation sustainability briquette production using biomass resulting vine winter pruning raw material. An analysis scientific literature indicates that nearly 8 Mt would result over 7.4 million hectares plantations world, could be valorized through densification produce solid biofuels with a lower calorific value more than 17 MJ/kg. This study examines briquettes vineyard consideration two types technologies: baling natural drying tendrils, collection, shredding, artificial lignocellulose debris. The indices consumption efficiency were evaluated determine their feasibility an alternative fuel source. When designing endeavor, following aspects considered: defining aim objectives research; algorithm; collecting, preparing, conditioning biomass; conducting chemical briquettes; evaluating briquettes, taking into account methods (natural drying). meantime, some specific laboratory equipment was designed built biomass, mechanical durability, measurement consumption, etc. Analysis experimental data has led conclusion agricultural waste can constitute important sustainable source form fulfill most requirements imposed by international standards.

Language: Английский

Citations

1

A mathematical modeling of the turbulence combustion biodiesel in a compression ignition engine DOI Creative Commons
Francis BONGNE MOUZONG, Merlin Zacharie Ayissi

Silniki Spalinowe/Combustion Engines, Journal Year: 2024, Volume and Issue: unknown

Published: Nov. 7, 2024

The present work proposes a new model for biodiesel combustion in an internal engine. This first includes the balance equations of gas dynamics with heat release. Secondly, special properties that take into account turbulence effects is incorporated. chemical models implemented this study are biofuel used at less than 100% and biodiesel-diesel blends. resulting coupling describing premixing. obtained interesting applicable to wide range problems without major modifications. It then proposed scientific community order develop engines capable meeting future political expectations regarding reduction pollutant emissions from engines.

Language: Английский

Citations

1

Application of triple-branch artificial neural network system for catalytic pellets combustion DOI Creative Commons
Karol Postawa, Błażej Gaze, Bernard Knutel

et al.

Journal of Environmental Management, Journal Year: 2024, Volume and Issue: 366, P. 121678 - 121678

Published: July 10, 2024

On the international level, it is common to act on reducing emissions from energy systems. However, in addition industrial emissions, low-stack also make a significant contribution. A good step its environmental impact, move biofuels, including biomass. This paper examines impact of placing catalytic system retort boiler minimize greenhouse gases, dust and other pollutants when burning pellets. The effect platinum, oxides selected metals placed deflector as solid catalyst was studied. Based experimental data, branched artificial neural network constructed trained. routing three parallel topologies made possible achieve high accuracy while keeping input data relatively simple. showed an average error 3.54% against arbitrary test data. basis well predictions returned by network, recommendations were shown for catalysts used their amounts. Depending biomass which pellet produced, experiment suggested use titanium or copper oxides. In case able select better system, based improving emission reductions up more than 19%, depending type used.

Language: Английский

Citations

0