Introduction

The Stockton Deep Water Ship Channel (DWSC) is a segment of the lower San Joaquin River (SJR), located in the eastern portion of the Sacramento–San Joaquin River inland delta. The delta is comprised of a complex network of river channels and diversion canals. The natural river flows are altered by export pumping for industrial, agricultural, and drinking water demands. Waters from the SJR alone provide drinking water for 22 million California residents (Jassby and Van Nieuwenhuyse 2005). Flows are further altered within the delta by the use of temporary barriers and gates, which are used in part to protect endangered species and oppose the salt water intrusion upstream (Kimmerer 2002). For instance, a temporary barrier is installed at the junction of the SJR and Old River, ∼22 km upstream from the DWSC, twice a year. The timing of the installation is associated with spring and fall salmon runs and helps keep the salmon within the SJR. The fall installation also helps maintain higher water flows through the DWSC by reducing flows towards pumps in Old River. The higher flows aid in reducing the seasonal hypoxia that often develops this time of year.

Seasonal hypoxia is characteristic of many estuaries, including the DWSC portion of the SJR. The 11.5 km stretch of channel, from the confluence of the upstream SJR (USJR) with the DWSC in Stockton, CA, USA downstream to Turner Cut, routinely experiences low dissolved oxygen (DO) concentrations (Fig. 1). Although low DO concentrations can be observed for all months of the year, depressed values primarily occur between summer and fall (June to October). DO values typically range between 2–2.5 mg l−1 during this time period (Foe et al. 2002). Historically, the depressed DO values have existed within the DWSC since the 1960s (Bain and Pierce 1968; Lehman et al. 2004).

Fig. 1
figure 1

Map depicting the study region within the Sacramento–San Joaquin Delta. The San Joaquin River (SJR) is shaded dark gray, the Deep Water Ship Channel (DWSC) portion of the SJR is highlighted in black, and the surrounding delta channels are shaded light gray. The locations along the DWSC are defined as the distance away from Turner Cut, with distance increasing upstream. The confluence of the DWSC with the upstream SJR is 11.6 km upstream of Turner Cut. BC Burns Cutoff at Rough and Ready Island, DWR Pumps Department of Water Resources pumping station, FMS Fourteen Mile Slough, KP kilometer point, LM Lake McLeod, OR Old River, SJR San Joaquin River, TB turning basin, TC Turner Cut, USBR Pumps United States Bureau of Reclamation pumping station

Low DO concentrations can have adverse impacts on aquatic life, including fish kills during times of severe hypoxia, fish egg and larvae mortality and growth rate reductions (Breitburg 2002). More directly, the SJR has traditionally served as a spawning ground for the endangered Chinook salmon. Low DO concentrations can prevent the upstream Fall migration of these fish which limits their ability to reach the spawning grounds (CRWQCB 2005). Consequently, the California Regional Water Quality Control Board (CRWQCB) has defined DO limits for the Sacramento–San Joaquin Delta. During the months of September through November, DO concentrations within the channel between the city of Stockton and downstream to Turner Cut must remain above 6 mg l−1. During all other times of the year, DO concentrations must remain above 5 mg l−1 (CRWQCB 2005). Violations of these regulations frequently occur. Over the span of the past three decades, the frequency of observing DO concentrations below 5 mg l−1 has not decreased (Lehman et al. 2004).

Many factors can contribute to low DO concentrations in estuary systems, but a few have been identified as most important for the DWSC. First, both point source and nonpoint source nutrient loading upstream of the DWSC contribute to increased algae growth, which subsequently is a source of oxygen demand for the DWSC. A very significant point source for nutrient loading is the Stockton Regional Wastewater Control Facility, which supplies a direct source of dissolved ammonia to the SJR system (Lehman et al. 2004). In natural unpolluted river systems, ammonia concentrations range between 0.005 and 0.04 mg l−1 (Meybeck 1993). The average ammonia concentration in the effluent discharge from the wastewater facility was 12.5 and 13.6 mg l−1 for the years 2000 and 2001, respectively, and the average ammonia concentration within the DWSC during the summer months in the years 2000 and 2001 was 0.40 mg l−1 with a maximum observed value of 1.10 mg l−1 (Lehman et al. 2004). Nitrate and phosphate also contribute significantly to the nutrient loading and furthermore contribute to significant algae growth (Diaz 2001). In natural river systems, nitrate concentrations range from 0.05 to 0.2 mg l−1, while phosphate concentrations range from 0.002 to 0.025 mg l−1 (Meybeck 1993). Nitrate concentrations in the SJR at Vernalis have ranged from 2.3 to 23.6 mg l−1 during the summer of 2001, and phosphate concentrations ranged from 0.063 to 0.104 mg l−1 during the same time period (Foe et al. 2002). For the years of 2000 and 2001, nitrification was identified as the largest contributor to oxygen demand (Lehman et al. 2004).

The second factor contributing to the low DO concentrations is the geometry of the DWSC. The DWSC is a dredged portion of the SJR, downstream of the city of Stockton. The increase in water depth moving from the USJR into the DWSC strengthens the influence of the biochemical oxygen demand (BOD) exerted on the system. The greater depth increases the time required to aerate the water column via gas exchange and increases the fraction of the water column removed from the photic zone, thereby increasing the portion of the water column that experiences net respiration. Finally, reduced net flows down the SJR during periods of the year increase the residence time of waters in the DWSC which consequently strengthens the influence of the BOD exerted on the system (CRWQCB 2005). Modeling results conducted for periods when the barrier at the head of Old River is in place and when there is no export pumping down Old River for agricultural and drinking water usage also suggest that substantial reductions in DO depletion can occur by maintaining flow down the SJR (Fig. 1; Jassby and Van Nieuwenhuyse 2005).

The goal of this study was to investigate the mixing dynamics in the DWSC portion of the SJR through the use of an sulfur hexafluoride (SF6) tracer release experiment. This method allows the quantification of mixing and residence times (e.g., Clark et al. 1996; Ho et al. 2002), as well as the examination of the connectivity of the different hydrological components in the DWSC system by determining the net velocity, the dispersion coefficient, and gas exchange rates from changes in tracer distribution and concentrations with time. Knowledge of the connectivity, transport, and mixing rates will enhance our understanding of the development and persistence of the low DO zone within the DWSC.

Study Location

The SJR, at 530 km long, is the second largest river in California and drains an area of 19,153 km2. Its headwaters are in the Sierra Nevada Mountain Range, and the river passes through the dense agricultural region of the San Joaquin Valley. It ultimately flows west and combines with the Sacramento River to form the Sacramento–San Joaquin Delta (Kratzer et al. 2004), which drains into San Francisco Bay.

The DWSC (Fig. 1) is located 125 km due east of the Golden Gate Bridge, which is located at the entrance to San Francisco Bay. Dredging of the DWSC to a depth of 9.25 m commenced in the 1930s, and between 1984 and 1987, the channel was deepened to 10.75 m (Bowersox 2002). The SJR is tidally influenced up to Vernalis, CA, located 48 km upstream of the confluence between the USJR and the DWSC at the Port of Stockton. Upstream of the confluence in Stockton, the mean width of the SJR is 60 m and the mean depth is ∼3.3 m with a tidal range of 1.2 m. The DWSC downstream of Stockton has tidal flows that range between 55 and 115 m3 s−1 and a tidal range of 1 m. The mean annual rainfall recorded in Stockton for the past 49 years is 354 mm per year, of which 89% falls between November and April. The mean SJR discharge recorded at Vernalis peaks at 236 m3 s−1 at the beginning of June and rapidly decreases to a minimum of 40 m3 s−1 during the month of August. Typically, flows slowly increase from August to December but remain below 75 m3 s−1 during this period.

Materials and Methods

Past studies have successfully utilized SF6 as a tracer in both river and estuarine environments (e.g., Clark et al. 1996; Ho et al. 2002, 2006b; Caplow et al. 2003, 2004a, b). SF6 is primarily of anthropogenic origin, and its atmospheric mixing ratio has been increasing since the 1950s (Maiss and Brenninkmeijer 1998). The primary use of SF6 is in high voltage switching gears as an electrical insulator. For tracer studies, SF6 is considered conservative when losses due to air–water gas exchange are accounted for in mass inventories. This loss can be quantified directly by injecting a second volatile tracer (e.g., 3He; Clark et al. 1994, 1996) or indirectly by using wind speed-based gas exchange parameterizations. SF6 also works well as a tracer for long-term (days to weeks) and large spatial scale (tens of kilometers) studies, whereas dyes like fluorescein are better suited for smaller time and length scales (Ho et al. 2006b).

For 9 days starting on August 14, 2005 (day 0), an SF6 tracer release experiment was conducted within the USJR and the DWSC portion of the SJR. On day 0, approximately 1.6 mol of SF6 were injected into the USJR over a period of 10 min at a mean depth of 3.3 m, while the boat traversed the width of the river channel. The injection was located 13 km upstream of the confluence between the USJR and the DWSC and occurred at slack before ebb tide (SBE). Based on the decay of the total SF6 mass inventory between days 2 and 8, ∼6.5 × 10−2 mol of SF6 (∼4% of the amount released) actually dissolved during tracer injection. This value is significantly lower than those achieved in previous experiments (e.g., Ho et al. 2002; Caplow et al. 2003) and is most likely due to the shallower depth of the tracer injection. As the gas was injected at shallower depths, the bubbles have less time to equilibrate with the surrounding water, and the decreased hydrostatic pressure reduces the equilibrium concentration.

SF6 samples were analyzed using an automated, high-resolution, measurement system that continuously measured the SF6 concentration in the water at approximately 1-min intervals (Ho et al. 2002; Caplow et al. 2004a). This system included a membrane contactor (Liqui-Cel) to extract gases from the water sample, dual analytical columns to separate SF6 from other gases, and a gas chromatograph with an electron capture detector to measure SF6. For this experiment, modifications were made to the original system to use a peristaltic pump in place of the submersible pump for water sampling.

While sampling, the gas stripping efficiency of the membrane contactor decreased due to particles (<40 μm) clogging the contactor pores, and water flow rates varied since the flow is controlled manually. Final data calibrations account for the variability of these parameters, and SF6 concentrations are expressed in femtomoles (10−15) per liter of water (fmol l−1).

Following the tracer release (days 1–8), two longitudinal surveys were conducted each day in the DWSC and the USJR to define the vertical and horizontal distribution of the tracer patch. Locations along the channel are defined as the distance from Turner Cut in kilometers, with positive kilometer point (KP) values being located upstream of Turner Cut. Surveys commenced and ended when background SF6 concentrations were observed. At the time of the study, the predicted background SF6 concentration was 1.5 fmol l−1 based on a northern hemisphere background atmospheric ratio of 5.9 parts per trillion (NOAA/CMDL 2007) and solubility equilibrium for the conditions in the DWSC. The average conditions observed during the survey include a water temperature of 24.7°C and a salinity of 0.263, where salinity values have no units as defined by the use of the Practical Salinity Scale (Lewis 1980). For solubility calculations, the low salinity value is negligible. Background concentration values were determined from surveys conducted outside of the tracer patch. The mean background concentration was 4.8 fmol l−1, a value approximately three times greater than that calculated from northern hemisphere background values. This result is not surprising, as previous studies have observed elevated atmospheric SF6 mixing ratios near urban areas (Ho and Schlosser 2000). The SF6 concentrations in the tracer patch were typically two–three orders of magnitude greater than background values and masked any elevated background signature.

Past experiments utilizing SF6 as a tracer in tidally influenced rivers have performed a tidal correction on the locations of the SF6 measurements in order to yield a synoptic distribution of the data (Clark et al. 1996; Ho et al. 2002, 2006b). As the DWSC is closed at the far eastern end of the turning basin (TB) at Lake McLeod, a standing wave persists within the study region, and the traditional correction following Ho et al. (2002) cannot be applied (Bowersox 2002). The standing wave is a result of a reflection of the tidal wave that progresses upstream at the end of the channel at Lake McLeod. The longitudinal transects for depicting the evolution of the tracer for this study are plotted at the time of sample collection rather than the time of slack before ebb tide (Figs. 2 and 3).

Fig. 2
figure 2

Temporal evolution of the SF6 tracer patch from the SJR through the DWSC for eight consecutive daily surveys following the tracer release in the upstream SJR. SF6 concentrations are in units of fmol l−1

Fig. 3
figure 3

Temporal evolution of the longitudinal SF6 and dissolved oxygen profiles in the DWSC and the turning basin for days 2–8 following the tracer injection. Locations upstream of the kilometer point 11.6 define the section of the channel leading to the TB and Lake McLeod, and Turner Cut is located at kilometer point 0. Note that the concentration scale changes following day 2. SBF slack before flood tide, SBE slack before ebb tide

During the replicate surveys on days 5, 6, and 8, a conductivity–temperature–depth (CTD) sonde (Sea-Bird SBE 19plus SEACAT Profiler) was lowered every 1 to 2 km to establish the temperature, salinity, and DO concentration gradients with depth. On days 3, 5, 6 and 8, in order to define the vertical SF6 concentration gradients, water samples from depth were pumped through the continuous system and analyzed aboard the boat. Discrete samples from depth were also collected, stored in evacuated glass containers (Vacutainers) and later analyzed in the laboratory at The University of California, Santa Barbara following the experiment using the procedure outlined by Clark et al. (2004). A total of three stations were sampled on these transects and samples were collected from three to five depths at each station. The calibrations for the continuous SF6 measurements and the Vacutainers are different, and the values are not directly comparable. The vertical SF6 profile data presented within depicts the ratio of surface to bottom concentrations and not the absolute concentration. The use of the ratio allows for a relative comparison between data collected in Vacutainers and the data collected via the continuous system.

SF6 mass inventories for each day were calculated from measured SF6 concentrations and channel volume. The SF6 mass inventory for days following the tracer injection was conducted to determine the mass of SF6 dissolved into the system upon injection and to determine the e-folding loss rate for tracer within the system. Volumes for the portions of the DWSC sampled during the study were determined using electronic NOAA navigational chart 18663 in ArcGIS. Depth measurements provided in the charts are sparse, and caution was used when interpolating depth measurement. As the volumes of side channels and embayments are much less than the volume of the main channel, they are excluded from the inventory calculations. Also, the measured vertical and horizontal SF6 gradients were generally small, so the concentration in the center of the channel was applied in all directions.

Since SF6 is a gas, air–water gas exchange must be included in the mass balance, utilizing the parameterization of gas exchange based on wind speed from (Ho et al. 2006a):

$$k_{600} = \left( {0.266 \pm 0.019} \right)u_{10}^2 $$
(1)

where k 600 (cm h−1) is the gas transfer velocity normalized to a Schmidt number, Sc, of 600, corresponding to CO2 in freshwater at 20°C, a common reference condition (Sc = the kinematic viscosity of water divided by the molecular diffusivity of the gas in water). u 10 is the wind speed at 10 m height, and measurements were obtained from the National Weather Service Station located at the Stockton Municipal Airport, where the mean hourly u 10 wind speed was 3.6 m s−1 during the course of the study. Hourly u 10 values were applied to the wind speed parameterization and a daily average k 600 was determined. Because the wind speed parameterization is nonlinear, an enhancement correction \(\left( {\varepsilon = {{\overline {u_{10}^2 } } \mathord{\left/ {\vphantom {{\overline {u_{10}^2 } } {\overline {u_{10} } }}} \right. \kern-\nulldelimiterspace} {\overline {u_{10} } }}^2 } \right)\) was made following the methods of Wanninkhof et al. (2004) and Ho et al. (2006a).

Results

Sulfur Hexafluoride

For 8 days following the tracer release, longitudinal transects were carried out in the DWSC and the USJR to define the evolution of the tracer. On day 1, the peak tracer concentration was located 11.5 km downstream of the tracer injection line and 1.5 km upstream of the confluence between the DWSC and the USJR. Small quantities of tracer entered the DWSC, and the maximum SF6 concentration detected on day 1 was 103,230 fmol l−1. The distribution of SF6 concentrations was highly skewed upstream of the peak location, and tracer concentrations decreased rapidly to background values within 2 km downstream of the peak location (Fig. 2).

The transect performed on day 2 revealed that only small quantities of tracer remained within the USJR and that the majority of tracer mass had entered the TB and was being advected and dispersed downstream in the DWSC. At this time, the tracer patch had spread to a width of 8 km and was defined by multiple peaks in tracer concentration (Fig. 3). A peak concentration of 9,465 fmol l−1 was observed on day 2. By day 3, the longitudinal tracer profile had grown to a width of 15 km, and the peak tracer concentration had decreased by roughly one half to 5,002 fmol l−1. By the last day of surveys, day 8, the tracer was detectable for nearly 23 km, stretching from the eastern end of the TB downstream past Turner Cut and the peak concentration had decreased to 1,132 fmol l−1.

During the course of the repeated surveys, two distinct regions of high SF6 concentrations emerged. These two regions were separated at KP 11.6, which corresponds to the confluence between the DWSC and the USJR. The evolution of these water masses was noted from very early on in the surveys (day 2) and was very distinct by day 5. The tracer peak along the DWSC stretch downstream of the confluence decayed more rapidly than the peak located within the TB, with SF6 concentrations decreasing from 9,465 fmol l−1 on day 2 to 1,132 fmol l−1 on day 8. For days 4 through 7, peak concentrations in the TB remained relatively stable near 2,000 fmol l−1. By day 8, the SF6 concentrations were homogeneous in the TB with a concentration of ∼1,000 fmol l−1.

Starting on day 5, when tracer tagged waters reached the confluence between Turner Cut and the DWSC (KP 0), tracer concentrations decreased rapidly. The furthest extent of tracer migration downstream of Turner Cut was 6 km on day 8. During this same time period, the portion of the SF6 profile between the peak location and the TB developed a very linear concentration gradient, thus skewing the profiles upstream. The minimum SF6 concentration at the confluence of the DWSC, USJR and the TB was relatively constant between days 5 and 8 at 700 fmol l−1.

Dissolved Oxygen

Along the length of the surveyed channel, the surface water (∼1 m in depth) DO concentrations were variable in space but temporally stable (Fig. 3). Upstream of the confluence between the DWSC and the USJR in the TB, DO concentrations in the upper ∼8 m of the water column remained above solubility equilibrium with the atmosphere for the duration of the study and reached values as high as 216% of solubility equilibrium (19.7 mg l−1) on day 8. The values at a depth of ∼10 m ranged from 5.0–5.5 mg l−1 within the TB. The elevated oxygen values were attributed to the presence of visible algae blooms near the surface of the water. Downstream in the DWSC, surface DO concentrations repeatedly decreased from 6 to ∼4 mg l−1 over a distance of approximately 4 km. Relatively constant surface DO concentrations of 4 mg l−1 were observed for 7 km from KP 7 to KP 0. The lowest DO concentration of 3.6 mg l−1 was observed on day 4 at KP 0.9. Concentrations increased downstream of KP 0, where surface DO values increased up to 6.5 mg l−1. The rise in DO values in this portion of the channel occurred over a shorter distance than the DO decrease that occurred upstream.

CTD profiles revealed that there exists little vertical stratification in DO except in the TB region where the highest DO concentrations were observed (Fig. 4). The DO signature of ∼7 mg l−1 from USJR water is clearly noted at depths below 6 m at KP 11.6 in the DWSC. The lowest surface DO concentrations were observed around Turner Cut and concentrations increased linearly moving downstream from KP −2 to end of the CTD profiles (KP −8).

Fig. 4
figure 4

Dissolved oxygen concentrations, salinity, and temperature measurements from CTD casts on day 6 of the longitudinal surveys. The survey commenced in the TB and progressed downstream to kilometer point −7.5. The last CTD cast in the survey was conducted 30 min following slack before flood tide. The profiles conducted on this day of survey are representative of the study period

Salinity

The salinity of the SJR has doubled during the past 60 years. The change in salinity is primarily attributed to upstream reservoir development, the use of higher salinity water for agriculture, and drainage from preexisting saline soils (CRWQCB 2004). Based on CTD profiles within the TB and the DWSC, the salinity structure from KP 13.2 downstream to KP −2.1 was fairly homogeneous with values ranging between 0.25 and 0.30 and averaging 0.28 (Fig. 4).

The USJR water imparted a characteristic salinity signal of 0.27 just downstream of KP 11.6. Upstream of this location in the TB, there was a slight increase in salinity that most likely developed from evaporation. Downstream in the DWSC, salinity concentrations were generally vertically homogeneous and tended to increase with distance downstream to Turner Cut. An exception to this trend occurred at KP 2.4. This location corresponds to the junction with Fourteen Mile Slough. The slight freshening documented at KP 2.4 could be attributed to this tributary, but no corresponding distinct signature was noticed in the DO and temperature profiles. Downstream of Turner Cut, waters freshened to 0.15 by KP −2.7, and continued to freshen to 0.1 by KP −7.6. The freshening downstream was associated with Sacramento River waters mixing upstream into the DWSC. In the vicinity of TC, significant mixing of Sacramento River waters and SJR waters has been documented (Brown 2002). Slight increases in surface salinity are most likely due to evaporation.

Temperature

Each water mass that composes the DWSC system displayed a characteristic signal in the temperature profile (Fig. 4). Slight thermal stratification was documented in the TB (KP 13.2) where surface water temperatures were 25.7°C and decreased to 24.1°C near the channel bed. The USJR waters that flowed into the DWSC at KP 11.6 displayed a distinct temperature signal of 23.5°C from the channel bed up to 4 m depth. At this location, temperatures rose quickly up to 24.5°C for waters shallower than 4 m. The cool water signal of the USJR had diminished by the time waters were advected to KP 4.5 downstream. Thermal stratification was slight but evident down to KP −2.1. It was here that the cooler signature of the Sacramento River water (23.3°C) was imprinted onto the system.

Discussion

San Joaquin River

The hydrology of the DWSC and SJR system is highly dynamic. The system is best described by separating it into three components: (1) the USJR waters, (2) the TB, and (3) the DWSC section of the SJR down to Turner Cut. In the USJR, net velocities are greater in comparison to those in the DWSC due to a smaller cross-sectional area and, hence, faster net velocity for a given volumetric flow rate (Q). Although advection should rapidly flush the USJR of all tracer tagged waters, tidal movement allows for exchange between the USJR and the DWSC sections. Each consecutive survey documented tracer tagged water within the USJR up to 2.2 km from the confluence. Provided that the peak concentration migrated 11.5 km from the injection line between the time of injection and the time of the first survey, the net velocity for the sampled portion of the USJR during the time of study was 13.2 km day−1.

Turning Basin

From the longitudinal SF6 profiles in the DWSC and the TB beginning on day 2, two peaks emerged on the upstream edge of the profile and persisted throughout the study. The peak furthest upstream corresponded to waters located within the TB. The existence of this peak was most likely derived by the tidal trapping mechanism characterized by Fisher et al. (1979). First, as water is advected out of the USJR, some tracer tagged waters may be entrained into the TB, while the majority flows downstream in the DWSC. As waters flow upstream during flood tide, tracer tagged water will enter both the TB and the USJR from the DWSC. Upon ebb tide, tracer-free water from the USJR separates the TB water from DWSC and two peaks are formed. It is possible that tidal waves in the DWSC and USJR are out of phase with the tidal wave in the TB embayment. Provided this is true, then the migration of tracer tagged waters from the TB will be separated from the bulk of the tracer mass since the currents within the TB and those in the DWSC will be out of phase.

Net velocity within the TB was very small, and dispersivity due to tidal motion determined the evolution of the tracer concentrations in the TB. By day 8, this tidal movement uniformly mixed the SF6 in the surface waters of the TB. Surveys on this day revealed that surface tracer concentrations were nearly homogenous from the confluence with the SJR up to Lake McLeod, which suggests that mixing processes acted on shorter timescales than the processes that created heterogeneity within the water mass. Within the TB though, the water column never fully mixes, and surface concentrations remain greater than at depth (Fig. 5).

Fig. 5
figure 5

Ratios of surface to bottom SF6 concentration compiled from all of the vertical concentration profiles. For locations upstream of KP 8, waters are not vertically well mixed with respect to SF6 concentrations

The TB also influenced tracer concentrations downstream of KP 11.6. As the effluent from the USJR entered the DWSC, water from the TB was entrained and served as a continuous source of SF6 to the downstream system. This concept was supported by the fact that for days 6–8 (Fig. 3), there appeared to be mixing between two end members: mixing between the peak concentration in the DWSC and waters entering from the TB. The upstream limb of the SF6 tracer profile had a linear rather than the expected Gaussian shape, consistent with rapid mixing of waters from two end members. As the peak tracer concentrations within the TB decreased more slowly than the peak downstream, the e-folding flushing time for waters in the TB appears to be longer than that for the downstream system.

Deep Water Ship Channel

From days 2–8, the tracer mass advected in the DWSC in a fashion similar to that of standard tidal river systems. The net velocity of 1.75 ± 0.03 km day−1 was determined by plotting the location of the peak tracer concentration against the time since tracer injection and fitting a linear least-squares regression (R 2 = 0.98; Fig. 6). A flushing time of ∼7 days was then determined for the section of the channel from KP 11.6 downstream to KP 0 simply by length of the channel/net velocity. This is a first order analysis of the hydraulic timescales in the channel and assumes a constant cross-sectional area. Also, given an average cross-sectional area of 1,500 m2 for the DWSC between KP 11.6 and KP 0, the net volumetric flow rate was about 30.4 m3 s−1 through this section of the channel. The mean measured flow exiting the USJR for the duration of the study was 34.1 m3 s−1 (US Geological Survey (USGS) gauging station 11304810, below Garwood Bridge), which is in good agreement with the flow determined from the SF6 tracer release experiment.

Fig. 6
figure 6

Net velocity of the SF6 tagged water in the Stockton Deep Water Channel. The full dots represent the location of the measured SF6 maxima, and the open circles depict the location of the maxima of the fitted Gaussian distributions (Fig. 7). The net velocity of 1.75 km day−1 is derived from location of the measured maxima

Below KP 0, tracer concentrations eroded rapidly as a result of mixing with SF6-free Sacramento River waters from downstream, as well as loss of DWSC water into Turner Cut. Mixing with Sacramento River water has been documented at this location as well as the diversions down Turner Cut (Brown 2002). In this study, losses down Turner Cut are simply deduced from USGS gauging measurements, as sampling did not occur in the Turner Cut channel. Mean flows out of the DWSC into Turner Cut were 50.9 m3 s−1 during this study (USGS gauging station 11311300, Turner Cut Near Holt, CA). The increase in mean flow into Turner Cut above the measured SJR flow of 34.1 m3 s−1 is attributed to contributions from the Sacramento River downstream.

Dispersion Coefficient

To assess the dispersion in the system, we first use a simple one-dimensional (1-D) estimation. We assume that the transverse and the vertical are well mixed with regard to the SF6 tracer. The advection and the dispersion coefficient can be described by the 1-D advection diffusion equation (Fischer et al. 1979; Rutherford 1994):

$$\frac{{\partial c}}{{\partial t}} + u\frac{{\partial c}}{{\partial x}} = K_x \frac{{\partial ^2 c}}{{\partial x^2 }} - \lambda c$$
(2)

where c is averaged cross-sectional concentration, t is time, u is the net downstream velocity, x is distance along the length of the channel, K x is the dispersion coefficient, and λ is the first order loss rate for processes such as gas exchange.

In order to calculate the dispersion coefficient, we apply the change in moment method that tracks changes in the variance of a Gaussian curve fitted through the data, using the following equation (Fischer et al. 1979; Rutherford 1994):

$$K_x = \frac{1}{2}\left( {\frac{{d\sigma _x^2 }}{{dt}}} \right) \approx \frac{1}{2}\frac{{\sigma _x^2 \left( {t_2 } \right) - \sigma _x^2 \left( {t_1 } \right)}}{{t_2 - t_1 }}$$
(3)

where \(\sigma _x^2 \left( {t_1 } \right)\) and \(\sigma _x^2 \left( {t_2 } \right)\) are the variance of the Gaussian curve fit for times 1 and 2, respectively. The times that are used in the calculation correspond to the time that the peak SF6 concentration was encountered during the daily surveys (Fig. 7). Only days 2–6 were used to determine the dispersion coefficient because the errors of the Gaussian fits were too large for days 7 and 8. For these days, the longitudinal SF6 concentration profiles were highly skewed toward the upstream portion of the profile and were no longer Gaussian in shape. For the stretch of the DWSC from KP 11.6 to KP 0, the longitudinal dispersion coefficient was determined to be 32.7 ± 3.6 m2 s−1, with an R 2 value for the fit of 0.89 (Fig. 8). Downstream of this point, tracer tagged waters are diluted due to mixing with Sacramento River water and are removed from the DWSC via Turner Cut. Due to the complex nature of this process dispersion coefficients for this portion of the channel cannot be calculated using this method.

Fig. 7
figure 7

Gaussian distributions fitted to the observed longitudinal SF6 concentration profiles used to determine the dispersion within the DWSC for days 2–6

Fig. 8
figure 8

Values of \({1 \mathord{\left/ {\vphantom {1 {2\sigma ^2 }}} \right. \kern-\nulldelimiterspace} {2\sigma ^2 }}\) used for the calculation of the dispersion coefficient plotted versus the time when the peak concentration was reached in the longitudinal surveys. The slope of the linear regression defines K x  = 32.7 m2 s−1 (R 2 = 0.89)

To better understand the relative importance of advection versus dispersion in the system, an estimate for the time scale of each process is computed. For advection within the DWSC down to Turner Cut, the time scale is defined as length/net velocity and yields an advective time scale of ∼7 days. The dispersive time scale can be estimated by length2/K x , and yields a timescale of ∼48 days. Therefore, net advection should dominate as the removal mechanism for this stretch of the channel under the observed flow conditions.

SF6 Mass Inventory

The SF6 mass inventory was utilized to determine the pulse residence time (PRT) for waters within the DWSC and the TB (Miller and McPherson 1991; Sheldon and Alber 2002). This method is used to describe the time required to remove a portion of dissolved substance given that it was introduced to the system and one location as a pulse. Here, we present an e-folding PRT for waters in the DWSC, thus describing the time required to remove 63% of the tracer mass. The PRT is explicitly determined as 1/loss rate. The SF6 mass inventory followed an exponential decay and yielded a first order loss rate (λ) of 0.14 day−1 (R 2 = 0.86) for combined flushing from the DWSC due to all loses such as advection, dispersion, and gas exchange (Fig. 9). This translated into a PRT of 7.1 days for the combined losses due to flushing from the system and gas exchange.

Fig. 9
figure 9

SF6 mass inventories based on loss due to predicted gas exchange alone (open grey circles) and the measured SF6 concentrations (closed black circles). The measured SF6 concentrations account for combined losses due to gas exchange and removal from the DWSC system via flushing

The decay in SF6 mass as predicted by gas exchange alone was also exponential. Application of the above gas exchange parameterization (Eq. 1) yielded a first order loss rate due to gas exchange (λ GasEx = re-aeration coefficient) alone of 0.08 day−1 (R 2 = 0.99). Therefore, the first order loss rate of tracer due to flushing or dilution out of the system was calculated as follows:

$$\lambda _{{\text{Flushing}}} = \lambda - \lambda _{{\text{GasEx}}} $$
(4)

where λ Flushing = 0.06 day−1, which translates to a PRT of 17 days if gas exchange was not included in the loss calculations. The 17-day PRT is much larger than the flushing time determined via the advection of the SF6 peak through the DWSC. This is attributed to the fact that the PRT derived from the mass inventory includes the tracer tagged waters in the TB, whereas the flushing time derived for the DWSC only includes waters downstream of the TB. On the last day of survey, the TB waters contained 26% of the tracer mass in the system.

For comparison, the air–water gas exchange versus wind speed parameterizations from Wanninkhof (1992), Clark et al. (1995), and Nightingale et al. (2000) were also applied to the data. Using these parameterizations, the first order loss rates due to gas exchange alone range from 0.076–0.12 day−1, with the Nightingale parameterization yielding the lowest value and the Clark parameterization yielding the highest value. The variability of the determined loss rate due to gas exchange suggests that the PRT of 17 days for DWSC and TB portions of the system might serve as a lower bound under the observed flow conditions.

Dissolved Oxygen

During the course of the study, the longitudinal DO distributions remained more or less in steady state. This steady state was defined by DO concentrations of ∼6 mg l−1 at the confluence of the USJR and the DWSC, and a minimum DO concentration of ∼4 mg l−1 that was persistent from KP 7 to KP 0.

There are four factors that determine the DO steady state balance within the DWSC system: (1) the biochemical oxygen demand and nitrogenous oxygen demand (NOD) contributed from upstream sources such as the Stockton Regional Wastewater Control Facility, agricultural runoff in the SJR watershed, and algal biomass; (2) the BOD from sediments along the length of the DWSC; (3) DO added by air–water oxygen exchange; and (4) water discharge rates through the system. The BOD and NOD added from upstream sources and from the sediments within the channel continually caused the DO to decrease moving downstream of the USJR to KP 7 in a nearly linear fashion. From this location downstream to KP 0, the influence of the BOD exerted from the water column and the sediments must match the addition of DO from atmospheric gas exchange.

Dissolved Oxygen Mass Balance

Based on the net velocity in the DWSC calculated in this study, a first order mass balance was used to estimate the apparent biochemical oxygen demand (BOD A ) value for the DWSC during the study:

$${\text{BOD}}_A = {\text{DO}}\,{\text{Flux}}{}_{{\text{SJR}}}{\text{ + DO}}\,{\text{Flux}}_{{\text{GasEx}}} {\text{ - DO}}\,{\text{Flux}}_{{\text{TC}}} $$
(5)

where BOD A (kg day−1) is the rate of oxygen consumption through the combined oxidation processes in the sediments, as well as the organic and inorganic oxidation reactions within the water column; DOSJR (kg day−1) is the DO flux associated with the supply of DO from the SJR to the DWSC; DOGasEx (kg day−1) is the DO flux added via air–water gas exchange and was derived from the k 600 value determined in this study; and DOTC is the DO flux associated with the removal of waters from the system via exports to Turner Cut and the downstream SJR. The difference in DO fluxes from inputs and removals is attributed to BOD A .

To calculate the oxygen flux from the SJR, the average observed surface DO concentration at the junction of the SJR and the DWSC, 7.1 mg l−1, was multiplied by an average SJR discharge rate of 35.3 m3 s−1, yielding a dissolved oxygen flux of 2.16 × 104 kg day−1. The discharge rate includes additions of treated sewage effluent from the municipal sewage facility of ∼1.2 m3 s−1. The net oxygen flux into the channel due to predicted air–water gas exchange was calculated to be approximately 1.25 × 104 kg day−1. For the oxygen exports at Turner Cut, we used the same flow rate as the input multiplied with a DO value of 4.0 mg l−1, yielding a value of 1.22 × 104 kg day−1. To close the mass balance, any oxygen load deficit was attributed to BOD exerted on the system. Therefore, the BOD A estimate was determined to be 2.19 × 104 kg day−1.

The first order estimate for BOD A loading rates compares well with the BOD10 loading rates presented by Volkmar and Dahlgren (2006), which were calculated under flow conditions (32 m3 s−1) very similar to this study. That study presented a loading rate of ∼2.7 × 104 kg day−1 for samples collected in the SJR at Mossdale, 26 km upstream of the DWSC. One factor that contributes to this study’s lower value is that dispersive fluxes are not included in the mass balance. As net advection appears to dominate over dispersion under the observed flows, only advective fluxes were included in the mass balance. The BOD A loading rate is associated solely with the flushing time scale of 7 days calculated from the net velocity of the peak tracer concentration. A more complete mass balance based on a PRT of 17 days, which incorporates the effects dispersion, would increase the estimated BOD A loading rate.

The 17-day PRT determined from the exponential decay of the SF6 mass inventory is comparable to flushing rates presented in other studies. Monsen et al. (2007) performed a modeling investigation to determine the impact of flow diversions on water quality and flushing times within the Sacramento–San Joaquin delta. The modeled flushing time for the DWSC was determined by counting the number of neutrally buoyant particles that remain in the DWSC domain over time, after being released evenly throughout the domain. The PRT calculation in this study is determined very similarly, except the initial release of particles is a pulse at one location and not spread evenly through the domain. For net flows slightly higher (40–60 m3 s−1) than observed in this study, the model flushing time was 16 days. For net flows near 0 m3 s−1, the flushing time increased to 31 days. The Monsen et al. (2007) modeling results indicate that DO depletions in the DWSC develop on flushing time scales of one to several weeks and also find that these results agree well with the BOD half-life of 12–15 days determined by Volkmar and Dahlgren (2006), a time-scale that leads to depleted DO concentrations. At the beginning of this study, the low DO conditions were already established, as flow rates similar to those observed were already occurring for a month prior to the investigation. The results presented within suggest DO depletions persist over the determined flushing and residence times.

The DO concentrations observed over the majority of the DWSC during this study fall below the CRWQCB regulations for DO of 6 mg l−1. The CRWQCB identified nutrient and algal loading, geometry of the DWSC, and low volumetric flow rates as potential factors contributing to the low dissolved oxygen concentrations. Out of the factors that can contribute to BOD such as nitrification of ammonium, oxidation of dissolved organic carbon and nitrogen, and respiration of algal biomass, nitrification has been identified as the principle contributor to BOD for waters in the DWSC (Lehman et al. 2004). For waters upstream of Mossdale, algal biomass was the principle source of BOD in the SJR (Volkmar and Dahlgren 2006). One way to alleviate the observed DO deficit is to decrease algal loads delivered from the USJR waters to the DWSC by reducing nutrient concentrations, but the high nutrient concentrations in the SJR suggest that nutrient reductions may not work alone (Volkmar and Dahlgren 2006).

The impacts of geometry and flow on the low DO are inversely correlated, as the net velocity decreases when the channel area increases stepping from the USJR into the DWSC. Modifications to the shipping channel geometry as a solution to DO depletions are highly unlikely, since shipping traffic will continue through the DWSC and water depths must be maintained.

For the duration of the tracer study and for the entire year of 2005, the water flow barrier at the head of Old River was removed. The Monsen et al. (2007) modeling results were for the same operational state of the barrier, and for comparison, with the barrier in place, model flushing times decreased by a factor greater than 5. It has also been shown that on monthly time scales, net river flows provide the greatest impact on DO concentrations and exert more influence on changes in DO concentrations than ammonium and chlorophyll concentrations (Jassby and Van Nieuwenhuyse 2005). The Jassby and Van Nieuwenhuyse (2005) modeling results suggest that minor increases in net river flow can significantly decrease the DO deficit. The flow diverted down Old River was small in this study. By computing the difference in discharge rates at Vernalis, upstream of the SJR junction with Old River, and the Garwood Bridge gauging station, the flow diverted to Old River was only 6.7 m3 s−1. Depending on the level of export pumping down Old River, the entire SJR flow can be diverted down Old River thus reducing the net flow in the DWSC to zero and even reversing the direction of flow. This extreme case will certainly create a low DO problem and increase the flushing and residence times observed in this study.

Conclusions

The observed low DO concentrations suggest that the 17-day PRT determined for a net flow of 34.1 m3 s−1 is of a long enough timescale for DO depletions to persist and that the BOD within the DWSC has sufficient time to decrease oxygen concentrations. In order to comply with regulations, flushing and residence times would need to decrease so that the BOD from the SJR has less time to exert its full potential on the system. Shipping traffic through the DWSC will not be eliminated so modification to the channel geometry by reducing the volume of the channel is not a viable solution for decreasing the flushing and residence times in the DWSC. Reductions could partly be achieved by reducing water diversion and export flows from the USJR into Old River, so that net flows through the USJR into the DWSC increase. Reduced diversions at Turner Cut could also potentially allow more oxygen rich Sacramento River water to mix upstream into the DWSC. Most likely, a combination of reducing BOD sources and increasing flows down the USJR into the DWC is necessary to achieve the DO standards set by the CRWQCB.