2.1. Site Description
Figure 2 shows an alluvial fan of Toyohira River, Sapporo, in Hokkaido, the most northern island of Japan. Sapporo City is the largest city in the northern part of Japan, with a population of almost two million. The climate is subarctic, with average monthly temperatures in winter, December to March, between −3.2 and 0.9 °C. Total depth of snowfall during these four months reaches about nine meters. For winter transportation in the urbanized city, snow melting is required on roads, pavement, and around buildings. Many snow melting systems are based on fossil fuels and electricity, but their operation costs have become problematic, especially in recent decades as the energy market prices have increased.
The alluvial fan was formed with a radius of ~7 km and an area of ~31 km
2 by the depositional process of the river flowing through what is now the heart of the city. The topographic slope is over several percentages in most areas of the fan and becomes less than 1% in the lowland areas. A description of the hydrogeology of the alluvial fan is summarized in a previous report [
14].
Figure 3 shows a geologic cross-section along the S–N center line of the alluvial fan. This figure was modified from a previous study [
15]. Tertiary rocks occur beneath the riverbed at the fan head, but the fan basement suddenly inclines northward to a depth of several hundred meters. Various Quaternary sediment units underlie the central to distal parts of the fan, with a thickness of hundreds of meters. The unconsolidated formation is classified hydrogeologically into Aquifers I–IV. The deepest aquifer, Aquifer IV, is composed of alternating clay, sand, and gravelly layers deposited fluvially before the alluvial fan developed. The Aquifer III (Pleistocene) and Aquifer II (Holocene) units consist mainly of alluvial fan gravel deposits, i.e., poorly sorted sandy gravel sediments. The boundary between Aquifer II and III is not obvious, and the total thickness of the gravel aquifers is more than 100 m at the middle of the fan. This study focused on Aquifer II for heat extraction by ground-heat pipes that were 20 m in length, which is typical for commercial products in Japan. Aquifer I is distributed only near the ground surface in the fan toe and consists of fine materials related to the fan recession.
Figure 3 shows the aquifer units, water table level, and the potentiometric head contours in the cross section. In the upper fan (<6 km in distance), the hydraulic head decreases in the downstream and downward directions, reflecting the three-dimensional groundwater flow system.
Figure 3.
Hydrogeologic cross section along the S–N direction along the black line in
Figure 2, modified from [
15].
Figure 3.
Hydrogeologic cross section along the S–N direction along the black line in
Figure 2, modified from [
15].
Figure 2 and
Figure 3 also show two experiment sites: Site 1 near the fan toe (43.067° N and 141.320° E), and Site 2 in the fan apex (43.030° N and 141.383° E), respectively. At Site 1, a previous study [
15] conducted thermal response tests at the same site, finding that groundwater velocity is at a negligible rate, less than 0.1 m/d, because of the flat topography. In contrast, groundwater at Site 2 flows actively, because the topography is steeper than at Site 1. In addition, Site 2 is located near a losing section of the river discharge, as determined in the numerical simulation based on synoptic discharge surveying [
16].
Figure 4 shows the temperature observations of groundwater at a depth of 7 m in Site 1 and 12 m in Site 2, respectively. The groundwater temperature at Site 2 was seasonally variable, and the peak was delayed relative to the peak of the river temperatures. In contrast, the temperature of groundwater measured at Site 1 was almost constant, indicating negligible groundwater flow at the site.
In this study, an analysis of peak delay in temperatures by heat transfer from the river to the groundwater was conducted to estimate the specific discharge of groundwater, i.e., Darcy velocity [
17]. The records of river temperatures near Site 2 until March 2011 were publicly available [
18]. The author also measured groundwater temperatures in a borehole at Site 2 from June 2010 [
19] to the present. Here, the temperature data between June 2010 to March 2011 were used for the analysis of peak delay in temperatures. This study conducted a filtering pass of frequency between 0.01 and 100 1/s, indicating the long-term changes, with a temperature peak on 25 November 2010 at Site 2 and on 19 August 2010 in the river; the peak delay was ∆
T = 98.1 days. The specific discharge
u of groundwater from the river to Site 2 was evaluated from:
where
and
are the volumetric heat capacity of the soils, assumed to be 3.0
for the unconsolidated sediments in this study, and 4.2
for groundwater, respectively;
is the peak velocity [m/d], equal to the distance from the river to the observation well,
[m], and divided by the peak delay
[d]. At Site 2, the distance
was 42 m, and thus the specific discharge
was evaluated at 1.0 m/d. The value was higher than 10
−5 m/s = 0.86 m/d, meeting the criteria of specific discharge for an advection effect in shallow geothermal utilization [
20]. The discharge was an average during August to December 2011 as the period for heat transfer from the river to Site 2; the value might be variable in other periods according to the water levels in the river and groundwater. The temperature measurements were also conducted in a borehole at Site 1 between June 2016 and January 2017, indicating an unclear peak in the groundwater temperatures. This means that groundwater flows were not apparent in the flat area of small hydraulic gradients.
2.2. Field Experiment Setting
This study conducted field experiments by using the most popular heat pipe product in Japan, with an inner diameter of 25 mm and an outer diameter of 28 mm (Kowa Co., Ltd., Niigata, Japan). R134A fluid filled the heat pipes. Single and double heat pipes were tested in the experiment; each pipe had an upper section of 3 m, made of SUS304/SUS316 with a corrugated structure for efficient condensation or heat dissipation. The 20 m lower section in this case was installed into a borehole, which was used for heat extraction from the ground by evaporation.
The field experiments were set up schematically as shown in
Figure 5.
Figure 5 also shows a photo of the experiment at Site 2. At the experiment site, the heat pipe denoted as (I) was tested for single heat pipe cases, while for double heat pipe cases, both heat pipes (I) and (II) were tested in a borehole of each site. The borehole depths were 64 and 34.5 m at Sites 1 and 2, respectively. An inner diameter of 75 mm and outer diameter of 77 mm were common to the two boreholes. The water table depth was 4.5 m at Site 1 and 7.5 m at Site 2. Heat flow to the borehole wall was mainly by conduction at Site 1 and by groundwater advection in Site 2. The evaporator section length was 14.7 m at Site 1 and 11.7 m at Site 2. The adiabatic section was between the water table depth and the condenser section. At both sites, the condenser section length was 3 m and placed above the ground surface in a thermally insulated PVC tube (40 mm diameter. The adjustable slope of the condenser section was set at 2% in this study.
The temperature of water in the borehole was recorded by a distributed temperature sensor (DTS) at 0.5 m intervals. This sensor was an optic fiber cable SKF–VP13L404CC140 of NK Systems, Co., Ltd., Tokyo, Japan with an accuracy of 0.5 °C. The sensor data were observed by the DTS device, N4385A-008, of A.P. Sensing, Co., Ltd., Herrenberg, Germany. The thermally insulated PVC tube was connected to the chiller via the insulated inlet and outlet pipe connections. The chiller PCU-SL10000 (Apiste Co., Ltd., Osaka, Japan), with an output power of 4 kW, was used in this experiment to control the brine set temperature and flowrate of the fluid circulating around the condenser section in the tube. The flowrate was then adjusted by a valve along the inlet pipe connection. The fluid circulation set temperatures selected for the field experiments were −5, 0, and 5 °C.
The inlet and outlet temperatures of the circulating fluid were measured by Pt100 sensors (Class A), with an accuracy of 0.1 °C. In the double heat pipes, the inlet temperatures for heat pipes (I) and (II) were measured by one Pt100 sensor, while the outlet temperatures were measured individually. The flowrate was measured by ND-type flow sensors: ND10-NATAAA-RC and ND20-NATAAA (Aichi Tokei Denki Co., Ltd., Nagoya, Japan), with an accuracy of 0.2%. All field experiment data were recorded per minute by the PC and the data logger (Hioki 8424-50, Hioki E. E. Co., Ltd., Nagano, Japan). The observed heat transfer rates with time
of the heat pipes were calculated based on the cooling temperatures of the brine (ethylene glycol at 40% concentration) circulating in the annular tube:
where the volumetric heat capacity
of the fluid (brine) was 3.55
at
5 °C, 3.59
at 0 °C, and 3.65
at 5 °C;
represents the flow rate of the circulating brine, which was set at
.
and
are the outlet and inlet temperatures of the fluid circulating in the annular pipe per minute, respectively.
is the temperature difference between
and
.
The testing durations were different between 1440 to 5760 min, according to the site situation. However, the heat transfer rates
were commonly converged after several hours in each test, as described later, in
Figure 5a. Thus, the average of
after half a day (720 min) was calculated in each test condition as a value in a steady state condition. The steady state condition was also confirmed by using the filter approach, based on the ratio of variance [
21]; the results were omitted for the paper restriction. The uncertainty in the observed heat transfer rate was calculated as the square root of each component in Equation (1), where
is the uncertainty in
,
is the uncertainty in the fluid heat capacity,
is the uncertainty in the fluid density,
is the uncertainty in the flow rate, and
is the uncertainty in
. The uncertainties in
,
, and
were considered negligibly small, and therefore not included in the calculation for the uncertainty in the observed heat transfer rate in Equation (3):
where
and
are the standard deviations from the measurements of the inlet and the outlet temperatures, and
is the average temperature difference between the outlet and inlet temperatures. To reduce the standard deviations of temperature fluctuations to within 0.1 °C, a three-minute moving average was used for the inlet and outlet temperatures. To calculate the uncertainty in
for double heat pipes, the individual uncertainties for heat pipe (I) and (II) were averaged to give the uncertainty for the total
for both heat pipes. The field experiments were conducted from 11 March 2020 to 25 June 2020 at Site 1 and from 21 November 2019 to 24 December 2019 at Site 2, as summarized in
Table 1.
2.3. Comparison with Theoretical Potential for Heat Transfer
This study compared measured
with theoretical potentials for heat extraction of
by ground-source heat pipes. The potential
for heat extraction by a single heat pipe was estimated as below [
22], where
and
are the average evaporator and condenser surface temperatures,
is the total thermal resistance of the ground-source heat pipe, and
is the maximum heat extraction rate.
was calculated as an average from Equation (5) below, where
is the evaporator surface temperature,
is the temperature of water in the borehole,
is the measured heat extraction rates, and
is the heat transfer coefficient due to natural convection where the Nusselt number that was used assumed a condition of fully developed natural convection inside the water-filled borehole [
23].
is the average condenser surface temperature calculated from Equation (6), where
is the condenser surface temperature,
is the temperature of fluid circulating in the PVC tube, which was used as a heat sink,
is the measured heat transfer rate,
is the heat transfer coefficient due to forced flow in the PVC tube, and
is the area of the condenser section of the heat pipe. In Equation (6), the Nusselt number that was utilized in the analysis to determine
assumed a thermally and simultaneously developing flow around the condenser of the heat pipe in the PVC tube [
24].
To study the performance of this ground-source heat pipe, Imura’s correlation was employed as a nucleate boiling heat transfer coefficient
for the analysis. This correlation was specially developed for thermosiphon heat pipes such as the ground-source heat pipe used in the field experiment, indicating an excellent accuracy at high filling ratios [
25]. In Equation (7),
is the liquid density,
is the thermal conductivity of the liquid,
is the liquid heat capacity,
is the acceleration due to gravity,
is the heat flux at the evaporating area,
is the density of the vapor,
is the latent heat,
is the dynamic viscosity of the liquid,
is the ground-source heat pipe internal pressure, and
is the ambient pressure.
Film-wise condensation was assumed to be taking place in the model of this heat pipe. The Nusselt heat transfer coefficient is the most used to predict condensation heat transfer coefficients in laminar and wavy-laminar films [
26]. Thus, in this model, the Nusselt correlation for condensation was selected to calculate
, as shown in Equation (8) for the heat transfer analysis in the of the ground-source heat pipe. In Equation (8),
is the thermal conductivity of the liquid,
is the density of the liquid,
is the acceleration due to gravity,
is the latent heat,
is the dynamic viscosity of the liquid,
is the temperature difference between the vapor temperature and wall temperature at the condenser section of the ground-source heat pipes, and
is the condenser length section of the ground-source heat pipe.
The total thermal resistance of the ground-source heat pipe
was then calculated as shown below, where
is the area of the evaporator and
is the area of the condenser.
In a ground-source heat pipe, the vapor flows from the evaporator to the condenser, forming a continuous cyclic flow from the condenser to the evaporator. However, the performance of the ground-source heat pipe is limited by various heat transport limitations. The main heat transport limitation on ground-source heat pipes is the entrainment limit. This type of heat transport limitation depends on geometric dimensions for example diameter, and evaporator length, working fluid fill charge, and radial heat flux. Thus, an entrainment limit occurs for high fill charges, and high axial heat flows, but small radial evaporator heat fluxes [
27]. The high axial heat flows cause a high relative velocity between the counter-current vapor and liquid flows and consequently an increase in the shear stress at the vapor/liquid interface. Thus, an instability of the liquid flow is created, which leads to an entrainment of the liquid. The entrained liquid is transported to the condenser by the vapor and is collected there. The high shear stresses can also cause the returning condensate flow to be completely stopped. Then, the condensate flow breaks up at the flooding point. In any case, the intense entrainment or flooding causes an insufficient liquid supply to the evaporator. This leads to local dry out and ultimately to a complete dry-out of the evaporator [
27].
In this work, the entrainment limit was determined by Equation (10) and Equation (11) as called the Imura’s method [
28], where
is the Kutateladze number.
The maximum heat extraction rate of the heat pipe was determined by using Equation (12).
From Equation (10) to Equation (12), is the latent heat, surface tension, is the acceleration due to gravity, is the vapor density, is the liquid density, is the inner diameter of the ground-source heat pipe, is the length of the evaporator section, and is the area of the evaporator section.