1. Introduction
Mining is one of the oldest industries in the world, and it lies at the foundation of human civilization [
1]. However, the underground mining sector faces a number of environmental and health hazards [
2,
3,
4]. Recently, for example, there has been an increase in the awareness of the exposure of operators of the mobile machines that are used in mines [
5].
In underground mines, mobile mining equipment is critical for the production system [
6]. Currently, this industry is heavily and extensively mechanized by self-propelled, mobile, diesel-powered or electric equipment that is designed to operate underground, produce and transport coal, ore, and personnel, for lifting or loading materials, and to work with the attached equipment [
7]. The flexibility and totally independent operational capabilities of this equipment have resulted in substantial productivity gains compared to early mining methods.
The quality of air in the cabins of mobile machines is affected by many factors [
8,
9]. In underground mobile machines, pollutants come from the outside environment or they are emitted directly inside the vehicles. The main external sources of air pollution are the underground mining operations themselves (exploitation of resources) and diesel engine exhaust; oftentimes, the mine ventilation system is insufficient to remove this pollution [
10]. Harmful pollutants from these sources may enter the cabin by infiltration, or they may be carried in by the cabin ventilation system. The most hazardous pollutants originate from the combustion of diesel fuel, which is commonly used to power underground vehicles and mining equipment [
11]. Diesel engine exhaust is a complex mixture of combustion products [
11,
12,
13]. Its exact composition depends on the kind of engine, the operating conditions, lubricating oil, additives, the emission control system, and fuel composition. The mixture mainly includes particulate matter (both coarse and fine particles), soot, carbon dioxide, carbon monoxide (a toxic component that interferes with the blood’s ability to transport oxygen), nitrogen oxides (NOx), volatile organic compounds, e.g., benzene, toluene, formaldehyde, acetaldehyde, and naphthalene (known or suspected carcinogens). The particulate fraction of diesel exhaust fumes consists of elemental and organic carbon components as well as unburnt hydrocarbons and other solid materials. The potential effects of exposure to diesel exhaust on human health are well documented. Diesel exhaust can induce respiratory and cardiovascular diseases, as well as increasing the risk of cancer. In 2012, the International Agency for Research on Cancer (IARC) classified diesel exhaust emissions as carcinogenic to humans. Due to the complexity of the content of exhaust fumes, indicator substances such as CO and NOx have commonly been used to quantify the exposure of mine workers to pollutants emitted from engines. Additionally, the problem is not limited to this specific environment [
14,
15].
One approach to reducing the exposure to air pollution inside the cabins of underground mobile machines is to isolate the cabin interior from the surrounding atmosphere. Enclosing the cabin can be an effective means of preventing or reducing exposure to harmful components in the surrounding air. However, this strategy is not always fully efficient and substances may accumulate in the cabin air. These can originate from interior materials as well as from the evaporation and leakage of chemicals such as gasoline, transmission fluid, radiator fluid, or hydraulic fluid. Volatile compounds that are released through the breathing process of the machine operator also play an important role in cabin air pollution. One of the main indicators of indoor air quality is the content of carbon dioxide (CO
2). In a confined space, such as the vehicle cabin, a CO
2 concentration can build up due to human exhalation at the expense of oxygen (O
2) availability [
16]. The concentration of CO
2 inside the vehicle cabin can increase rapidly [
17,
18,
19,
20]. The rate of increase is dependent on the vehicle volume, ventilation rate, and a number of other vehicle-specific parameters [
21]. CO
2 is generally not considered hazardous to humans at low concentrations. However, high levels of this gas can cause unpleasant feelings, dizziness, headaches, fatigue, sleepiness, impaired vision and coordination, impaired decision-making, and can slow down reactions. The American Society of Heating, Refrigeration and Air-Conditioning Engineers (ASHRAE) recommends a comfort limit of a CO
2 concentration of 700 ppm over the ambient level of approximately 400 ppm. Subtle cognitive effects have been identified at exposure levels of 1000 ppm and lower, but are not considered to be relevant in the case of machine operators. Exposure to high CO
2 concentrations of 2500 ppm can significantly reduce decision-making performance. Other adverse effects including fatigue, headaches, and visual disturbances have been reported at CO
2 levels above 0.3% (3000 ppm). The National Institute of Occupational Safety and Health (NIOSH) recommends exposure limits of 5000 ppm CO
2 for an 8-h time-weighted average.
Keeping the air clean inside the cabin of a mobile machine that operates in a polluted environment poses several challenges. In the case of mines, these challenges include the limited methods available to improve cabin air quality, the wide spectrum of air pollutants, high pollution levels, the numerous and various sources of pollutants, and specific requirements with regard to vehicle interiors. Effective tools and guidelines are needed to optimize air hygiene in this kind of microenvironment. This work aims to discuss ways to improve the quality of the air inhaled by underground mobile machine operators. These improvements are based on both the ventilation and the supply of clean air into the vehicle cabin. In our opinion, the proposed approach offers an innovative perspective, which is not limited to this particular application.
2. Methods
2.1. Assumptions
In this work, it was assumed that the air quality inside the cabin of the mobile machine in an underground mine may be examined under the assumption of spatial homogeneity of the concentration of gaseous species. This assumption is justified because the free volume of the cabin is relatively small compared with the typical air exchange rate between the cabin and its surroundings. In addition, the air inside the cabin is strongly mixed due to circulation realized by the air-conditioning system. Therefore, in our analysis, the concept of a well-mixed zone was utilized, which allowed the development of relatively simple analytical models which offered a great insight [
22].
The models were proposed for two groups of gaseous species. The first group includes substances that are generated outside cabins, but excludes emission sources inside them. The exemplary, important pollutants in this group are CO, NO, and NO2. Measurements of mine air quality revealed considerable and long-lasting exceedance of CO, NO, and NO2 limit values, particularly in the vicinity of machines. The second group includes substances that have their sources outside cabins as well as inside them. The main representative of this group is CO2. Measurements of cabin air quality in mobile machines operating underground revealed long-lasting elevated CO2 concentration levels in this microenvironment.
In the analysis we assumed that no gas filters were used. Their availability for the substances in question is currently very limited.
2.2. Indoor Air Quality Model for a Substance That Is Generated Only Outside the Cabin
The cabin air mass balance equation for a gaseous substance that has its sources only outside the cabin of the mobile machine is
where:
is the total mass of the substance in the air inside the cabin,
is the incoming mass flow of this substance, and
is the outgoing mass flow. Additionally, (1)
, where:
is the substance concentration in the cabin air, and
is the free volume of the cabin; (2)
, where:
is the ventilation air flow between the cabin and its surroundings, and
is the substance concentration in the ambient air; (3)
. The differential equation (Equation (1)) is solved under the following assumptions:
,
and
, and the solution is given by
This describes the temporal variation of the substance concentration in the cabin air,
, provided initial conditions
. Based on Equation (2), one may derive the time,
needed to attain the particular concentration of the substance,
in the cabin air. This time is given by
In further analysis, we used the following substitutions: ( represents a multiple of the predefined threshold concentration) and ( is expressed using the air exchange rate, ).
2.3. Indoor Air Quality Model for CO2 in Vehicle Cabin
The cabin air mass balance equation for CO
2 is
where:
is the total mass of CO
2 in the air inside the cabin;
is the CO
2 mass flow coming into the cabin air due to human exhalation;
is the CO
2 mass flow going out from the cabin air due to human inhalation;
is the CO
2 mass flow coming into the cabin due to ventilation, and
is the CO
2 mass flow going out from the cabin because of ventilation. Additionally, (1)
, where
is human ventilation per minute, and
is the CO
2 concentration in the exhaled air; (2)
, where
is the CO
2 concentration in the cabin air; (3) for
and
(see Equation (1)).
The differential equation (Equation (4)) is solved under the following assumptions:
,
,
,
, and
. The solution is given by
which describes the temporal variation of the CO
2 concentration in the cabin air,
, provided the initial conditions are
. Based on Equation (5), one may derive the time,
needed to attain the particular concentration of CO
2,
in the cabin air. The time is given by
In further analysis, we used the following substitutions: ( represents a multiple of the threshold concentration) and ( is expressed using the air exchange rate, ).
2.4. Time-Weighted Average Concentration in Cabin Air
Occupational health and safety standards regarding gaseous pollutants are usually based on the notion of the time-weighted average concentration,
within the predefined period of time,
:
Assuming that
is derived from indoor air quality models (Equations (2) and (5)), the following analytical description of
is attained:
where: (1) For substances generated exclusively outside the cabin (Equation (2)):
,
,
; (2) for substances generated outside the cabin as well as inside it and due to the human metabolism, e.g., CO
2 (Equation (5)):
,
,
. Using Equation (8), it is possible to determine the combinations of
and
that allow for compliance with the health and safety (H&S) standard. In further analysis, we used the following substitution:
(
represents a multiple of the threshold concentration).
2.5. Acceptable Time of Threshold Concentration Exceedance in Mobile Machine Cabin Air
It is possible to adjust the time of threshold concentration exceedance in the cabin air to ensure that the concentration averaged in the predefined, longer period of time complies with the H&S standard. In order to perform the analysis that demonstrates this possibility, the following assumptions were made: (1)
is the value of air quality standard for the particular substance (considered as the momentary concentration); (2)
is the concentration smaller than
(
, where
); (3)
is the concentration greater than
(
, where
); (4)
is the time when
is observed in the cabin air, while
is the time when
is observed in the cabin air, and
; (5)
is the fraction of time when the threshold concentration is exceeded in the cabin air. The following relationship ensures that the concentration averaged in the time period
does not exceed
Hence, the fraction of time when it is permitted to exceed the threshold concentration has to comply with the following criterion:
Using Equation (10), it is possible to determine the combinations of and that allow for compliance with the H&S standard.
2.6. Required Contribution of Clean Air Delivered to the Stream of Air Inhaled by Machine Operator
The high quality of air inhaled by the mobile machine operators is essential for their health and working performance. It is possible to determine the contribution of clean air, which has to be delivered directly to the operator, so that in the inhaled air, the concentration of the particular substance remains below the predefined level. In order to perform the respective analysis, the following assumptions were made: (1)
is the desired concentration of the particular substance in the air inhaled by the machine operator (
, where
); (2)
is the substance concentration in the cabin air (
, where
); (3)
is the substance concentration in the clean air; (4)
is the volume flow of air inhaled by the operator; (5)
, where
is the volume flow of cabin air inhaled by a human and
is the volume flow of clean air inhaled by a human; (6)
is the contribution of the clean air in the inhaled air. The following relationship ensures that the particular concentration
is not exceeded in the air inhaled by the cabin occupant:
Hence, the fraction of the clean air in the inhaled air has to comply with the following criterion:
2.7. Input Data for Models and Calculations
The clean air concentrations of the gaseous substances considered in this work are given in
Table 1 [
23]. The limit values for these substances in the mine air are quoted in
Table 2 [
24].
The ventilation rate per minute of the machine operator was assumed,
L/min, which is the upper limit of the range 5–8 L/min, representing the normal ventilation rate per minute of an average human being. The CO
2 concentration in the exhaled air was assumed to be
5.3%, which is the upper limit of the range of the CO
2 content in the air exhaled by humans, 4.0–5.3%. The cabin of a loader machine chosen for our analysis is shown in
Figure 1.
It is generally representative of the pool of cabins of the mobile machines operating underground in mines. In the analysis, we considered an air exchange rate in the range from = 10 h−1 to = 70 h−1 (with reference to the free volume of the cabin). Based on the workplace measurements, the volume flow of cabin ventilation air for an exemplary loader was 22 m3/h, approximately. The free volume of the cabin was estimated as 0.4255 m3, using information obtained from the loader producer.
4. The Concept of the Method for Improving Air Quality Inside Machines Operating Underground
The analysis presented in
Section 3 was the inspiration to propose a system which makes it possible to achieve an acceptable quality of air inhaled by the human operators of mobile machines operating underground. The system is the combination of ventilation, air-conditioning, filtration, and personal air supply. The concept is based on several assumptions.
An operator can be exposed to many harmful species originating from different sources, including pollutants emitted by himself, mainly CO2. In most cases, it is impossible to accurately describe the air quality inside the vehicle cabin by a single indicator, as it combines the influences of various pollutants. Hence, improving the indoor air quality cannot focus on individual substances, and a comprehensive approach is recommended.
The quality of the air inhaled by the machine operator depends on the pollution level around and inside the cabin of the mobile machine as well as the technical measures designed to remove harmful substances from the indoor air.
The assurance of the appropriate air quality in the whole cabin can be ineffective, difficult from the technical point of view, economically unjustified, and/or unnecessary.
The quality of the air inhaled by the operator depends mainly on the characteristics of the air in the breathing zone, i.e., a semi-spherical space around the mouth and nose. Therefore, the air in this space should be under particular control.
Currently, the temperature and humidity inside cabins are easy to control. Filtration techniques allow the concentration of particulate matter to be reduced. However, easy removal of gaseous pollutants from the inhaled air is still an unresolved issue.
In response to these assumptions, a system was proposed that performs several functions: Heating and air-conditioning, ventilation, filtration, and the delivery of clean air directly to the inhalation region of the machine operator. The heating and air-conditioning are dedicated to maintaining the temperature and humidity of the indoor air at a comfortable level. Ventilation is responsible for the air exchange between the outdoor environment and the cabin, proper distribution of gas inside the cabin, and the dilution and removal of gaseous pollutants (especially CO2) from the indoor environment, but only in the situation when the concentration of these substances at the gas intake is lower than inside the cabin. Filtration allows the removal of particulate matter from the ventilation air and keeps its concentration inside the cabin below the required limits. The delivery of clean air directly to the strictly defined area of the cabin is aimed at obtaining acceptable air quality in the breathing zone of the operator.
In the proposed concept, the primary issues are the source of clean air, its delivery rate, and some technical aspects of air supply. We propose to use clean air from reusable, pressurized, onboard cylinders. Currently, compressed air cylinders are available with a filling pressure of 200 to 300 bar. They are made of steel, aluminum, or carbon fiber composites. The latter is the lightest and offers the greatest comfort. The compressed air tank may be fitted with a shut-off valve and a pressure regulator connected to this valve. The number and size of cylinders is determined by the required delivery rate of clean air. In traditional ventilation, 20 to 30 air changes per hour are required to vent the confined space. Such an amount cannot be delivered to the cabin using gas cylinders. We propose the direct supply of clean air into the inhalation region of the machine operator. In this way, an unpolluted microenvironment is created to serve as the source of breathing air for this person. The appropriate quality of the inhaled air is attained at much lower delivery rates of clean air. Assuming a human breathing rate of
L/min, the duration of working period—8 h, and the limiting case when the operator’s breathing is completely covered by the clean air, the volume of clean air consumed is estimated as V = 3.84 m
3. This demand may certainly be secured. There are commercially available compressed air cylinders providing 9.0 L/300 bar made of carbon composite [
24] and with a free air volume of 2454 L. Roughly, two cylinders would be sufficient for the delivery of breathing air during the working shift of the mobile machine operator. If the actual breathing rate is higher, three cylinders would be recommended. It should be underlined that the presented solution is feasible regarding the consumption of clean air also in the case that all the breathing air of the machine operator is clean air.
5. Conclusions
The problem of ensuring proper air quality inside the cabins of mobile machines operating in underground mines has not been addressed successfully so far. The currently available cabin ventilation systems are insufficient when air pollution is high in the vicinity of the machines.
Based on the analytical models of indoor air quality, it was demonstrated that, upon normal ventilation, without gas filters involved, the vehicle cabin attains equilibrium with the surrounding air within minutes. Therefore, in the case of elevated concentrations of pollutants in the mine atmosphere, air quality standards will not be respected inside cabins. The isolation of this environment by lowering air exchange rates is ineffective, because it causes the build-up of CO2 and O2 depletion.
Calculations were presented showing that it is possible to ensure compliance with air quality standards in machine cabins by balancing the time periods when limit values are exceeded and not exceeded. However, for the implementation of this solution, it is crucial to recognize clearly the means of ensuring exceedance and non-exceedance conditions. Moreover, an air pollution monitoring system is needed.
Based on the overall analysis presented in this work, we proposed a comprehensive solution that allows acceptable air quality for the mobile machine operator to be achieved in almost every condition. The system is based on ventilation, air-conditioning, filtration, and a personal supply of clean air to the breathing zone of the operator. We demonstrated that this kind of clean air delivery is technically feasible, and the other components of the system are already in place. In our opinion, this concept offers an innovative perspective, and its range of applications is not limited to the mine environment.