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Efficiency Assessment of Fully Mechanized Harvesting System through the Use of Fleet Management System

Authors: Bacescu Narcis Mihail; Cadei Alberto; Moskalik Tadeusz; Wisniewski Mateusz; Talbot Bruce; Grigolato Stefano;

Efficiency Assessment of Fully Mechanized Harvesting System through the Use of Fleet Management System

Abstract

Nowadays the spread of precision forestry has led to the possibility of collecting data related to forest machines for an extended period and with enough precision to support decisions in the optimization of harvesting strategies in terms of technological and environmental efficiency. This study aims to evaluate the effective benefit of automatic data collection through the fleet management system (FMS) of two forest harvesters and two forwarders in pine forests in Poland. The study also aims to determine how the use of FMS can help forest companies to manage their fleet and take advantage of long-term monitoring. Focusing on performance indicators of fuel consumption and CO2 emissions, as well as on the engine parameters from the Can Bus data, the exploration of data was performed following a Big Data approach, from the creation of an aggregate dataset, pre-elaboration (data cleaning, exploration, selection, etc.) using GIS and R software. The investigation has considered the machine productivity, in the case of the harvesters, and the specific fuel consumption of each machine studied, as well as the time used by each of them during the different working cycle activities and the total amount of timber processed. The main results indicate an average emission of 2.1 kg of CO2 eq/m3 for the harvesters and 2.56 kg of CO2 eq/m3 for the forwarders, which equates in total to 0.24% of the carbon stored in one cubic meter of wood.

Keywords

Environmental effects of industries and plants, long-term monitoring, digital forestry, TJ807-830, TD194-195, digital forestry; long-term monitoring; harvester; forwarder; CO<sub>2</sub> emissions; pine stands, Renewable energy sources, Environmental sciences, CO<sub>2</sub> emissions, pine stands, forwarder, harvester, GE1-350, digital forestry; long-term monitoring; harvester; forwarder; CO2 emissions; pine stands

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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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