JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION AMERICAN WATER RESOURCES ASSOCIATION DISCHARGE AND NUTRIENT TRANSPORT BETWEEN LAKES IN A HYDROLOGICALLY COMPLEX AREA OF VOYAGEURS NATIONAL PARK, MINNESOTA, 2010-2012 Victoria G. Christensen, Eric S. Wakeman, and Ryan P. Maki2 ABSTRACT: An acoustic Doppler velocity meter (ADVM) was deployed in the narrows between Namakan and Kabetogama Lakes in Voyageurs National Park, Minnesota, from November 3, 2010, through October 3, 2012. The ADVM can account for wind, seiche, and changing flow direction in hydrologically complex areas. The objectives were to (1) estimate discharge and document the direction of water flow, (2) assess whether specific conductance can be used to determine flow direction, and (3) document nutrient and chlorophyll a concentrations at the narrows. The discharge direction through the narrows was seasonal. Water generally flowed out of Kabetogama Lake and into Namakan Lake throughout the ice-covered season. During spring, water flow was generally from Namakan Lake to Kabetogama Lake. During the summer and fall, the water flowed in both directions, affected in part by wind. Water flowed into Namakan Lake 70% of water year 2011 and 56% of water year 2012. Nutrient and chlorophyll a concentrations were highest during the summer months when water-flow direction was unpredictable. The use of an ADVM was effective for assessing flow direction and provided flow direction under ice. The results indicated the eutrophic Kabetogama Lake may have a negative effect on the more pristine Namakan Lake. The results also provide data on the effects of the current water-level management plan and may help determine if adjustments are necessary to help protect the aquatic ecosystem of Voyageurs National Park. (KEY TERMS: surface water hydrology; nutrients; watershed management; eutrophication; water-level changes; index velocity method.) Christensen, Victoria G., Eric S. Wakeman, and Ryan P. Maki, 2016. Discharge and Nutrient Transport between Lakes in a Hydrologically Complex Area of Voyageurs National Park, Minnesota, 2010-2012. Journal of the American Water Resources Association (JAWRA) 1-14. DOI: 10.1111/1752-1688.12412 cern, and a study of nutrient cycling (Christensen et al., 2011) indicated that water flows in an unpredictable pattern in both directions between the eutrophic Kabetogama Lake and the more pristine Namakan Lake. Measurements made at Kabetogama Lake, East End, near Old Dutch Bay (U.S. Geological Survey site no. 482611092483801, referred to as “the narrows” throughout this article) during the INTRODUCTION Artificial water-level management of the large lakes in Voyageurs National Park, located in Minnesota, along the Canadian border, has led to several multidisciplinary studies. Yearly cyanobacterial blooms in Kabetogama Lake are a particular con- 1 Paper No. JAWRA-15-0018-P of the Journal of the American Water Resources Association (JAWRA). Received February 11, 2015; accepted January 4, 2016. © 2016 American Water Resources Association. Discussions are open until six months from issue publication. 2 Hydrologist (Christensen), Minnesota Water Science Center, U.S. Geological Survey, 2280 Woodale Drive, Mounds View, Minnesota 55112; Supervisory Hydrologic Technician (Wakeman), Minnesota Water Sceince Center, U.S. Geological Survey, Grand Rapids, Minnesota 55744; and Aquatic Ecologist (Maki), Voyageurs National Park, National Park Service, Grand Rapids, Minnesota 55744 (E-Mail/Christensen: vglenn@usgs.gov). JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION 1 JAWRA CHRISTENSEN, WAKEMAN, MAKI oligotrophic. Sources of nutrients to Kabetogama Lake include recycling of lake bottom sediments (Christensen et al., 2011) and inflows from areas on the south shore (Kallemeyn et al., 2003; Christensen et al., 2011). The IJC will reevaluate the effects of the changes in operating procedures likely starting in 2016 to determine if the management of water levels is achieving its objectives. More information on the change in operating procedures is reported in Kallemeyn et al. (2003) and Christensen and Maki (2015). The assessment of discharge and water quality can be difficult in areas where water flows in more than one direction. In these areas, an acoustic Doppler velocity meter (ADVM) can be used to monitor both the velocity and direction of flow. The ADVM method has been used in other studies where water flows in both directions, for example, in tidal areas or estuaries (e.g., Ruhl and Simpson, 2005; Gotvald and Oberg, 2008; Chen et al., 2012) and in river systems (e.g., Gotvald and Oberg, 2008), particularly those in which flow is stratified (Garcıa et al., 2007). Other applications of the ADVM include measurement of discharge under ice (e.g., Morse et al., 2010) and to estimate sediment in river systems (Wood, 2010). However, the use of an ADVM in a complex reservoir system, such as that in Voyageurs National Park, where the direction of flow is influenced by multiple outlets, appears to be unique in the literature. The U.S. Geological Survey (USGS), in cooperation with the National Park Service (NPS), installed an ADVM to determine the discharge (flow direction and magnitude) between Namakan Lake and Kabetogama Lake during 2011 and 2012 water years. A water year is defined as the 12-month period from October 1 for any given year through September 30 of the following year and is designated by the calendar year in which it ends. The ADVM was expected to provide important information regarding nutrient transport between the two lakes and to increase the understanding of data from a previous study of nutrient cycling (Christensen et al., 2011). The objectives of the study described in this article were to (1) estimate discharge and document the direction of water flow between Namakan and Kabetogama Lakes, (2) assess whether specific conductance can be used to determine flow direction in the narrows, and (3) document nutrient and chlorophyll a (Chla) concentrations at the narrows between Namakan and Kabetogama Lakes. Loads were not calculated because the discharge rating from this site was designated as “poor” to “fair.” The discharge ratings indicate the degree of accuracy of the discharge record. “Excellent” indicates that about 95 percent of the daily discharges are within 5 percent of the true value; “good” within 10 percent; and “fair,” within 15 percent. “Poor” indicates that daily discharges have less than “fair” accuracy. Different accuracies may be assigned to different parts of the spring of 2008 indicated that water flowed west from Namakan Lake to Kabetogama Lake and during the spring of 2009 water flowed east, from Kabetogama Lake to Namakan Lake. Another measurement made in August 2009, showed multidirectional flow throughout the cross section. The multidirectional flow complicates the computation of discharge and nutrient loads. Based on the volume of water flowing through the narrows during the measurement in 2008, flow from Namakan Lake would be the largest potential source of nutrients to Kabetogama Lake other than internal loading (the recycling of bottom sediments into the water column). However, based on the volume of water flowing through the narrows in 2009, the algal blooms and nutrient concentrations in Kabetogama Lake might affect Namakan Lake (Christensen et al., 2013). This led to concern over eutrophication and cyanobacteria blooms in Kabetogama Lake and the potential transport of nutrients to the more pristine Namakan Lake. In this article, transport is defined as the conveyance of solutes and particulates in flow systems, and does not imply that mass loading or transport was quantified. In response to documented degradation of the aquatic ecosystems of Namakan Reservoir (which includes Kabetogama, Namakan, Sand Point, Little Vermilion, and Crane Lakes) and of nearby Rainy Lake (Figure 1), the International Joint Commission (IJC), the international body that sets the rules governing dam operation on waters shared by the United States and Canada, changed operating procedures (rule curves) in January 2000 for dams that regulate these water bodies (International Joint Commission, http://www.ijc.org/files/tinymce/ uploaded/2000-01-05_IJC_Order.pdf). The adjacent dams at Namakan Reservoir’s main outlet, located at Squirrel and Kettle Falls (Figure 1), control water flow between the upstream Namakan Reservoir and the downstream Rainy Lake. Squirrel and Kettle Falls existed as natural outlets between Namakan and Rainy Lakes prior to European settlement. In addition to this regulated outlet, unregulated flow occurs at Gold Portage (Figure 1) and Bear Portage (Figure 1). Rule curves show bands of permitted maximum and minimum water levels that are allowed throughout the year. These new procedures in 2000 were expected to restore a more natural water regime and benefit the aquatic ecosystem by affecting water levels, water quality, and trophic state. An improvement in trophic state was recently documented for Kabetogama, the most eutrophic lake in this reservoir system (Christensen and Maki, 2015), however, Kabetogama Lake remains in the mesotrophic to eutrophic category, whereas Namakan Lake is JAWRA AND 2 JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION DISCHARGE AND NUTRIENT TRANSPORT BETWEEN LAKES 93º15' IN A HYDROLOGICALLY COMPLEX AREA 93º OF VOYAGEURS NATIONAL PARK, MINNESOTA, 2010-2012 92º45' 92º30' 48º37'30" 11 Brule N ONTARIO Narrows CA ITE NAD DS A TA TE T. 71 N. UN ot Gold Portage Ro T. 70 N. S Riv e r Rat 05129290 Squirrel Falls and Kettle Falls 48º30' Bear Portage Tom Cod Creek y t Ba Los Namakan River Old Dutch Bay 53 T. 69 N. 482611092483801 122 217 Sullivan Bay Ray Sand Point Lake M 129 oo se Daley Brook 48º22'30" KOOCHICHING CO. ST. LOUIS CO. Riv e r 53 Harrison Narrows Johnson Lake Ash Little Vermilion Lake Long Lake MINNESOTA T. 67 N. Crane Lake 05129115 R. 23 W. T. 68 N. Little Johnson Lake Riv er R. 22 W. R. 21 W. Base from National Park Service Modified from Christensen and others, 2004 R. 20 W. R. 19 W. 0 R. 18 W. rm Ve ilio River n Q3 R. 17 W. R. 16 W. 10 KILOMETERS 0 10 MILES Lake of the Woods 96 94 Voyageurs National Park 92 05133500 Lac la Croix EXPLANATION 90 48 Voyageurs National Park Loon River k La up eS erio r 05129290 USGS station and number KNW KNE MINNESOTA KNC M issi ssi p 46 pi Riv Min ne er so ta Riv er 44 0 0 50 50 100 MILES Inset map showing sites KNW, KNC (the narrows at USGS site number 482611092483801) and KNE 100 KILOMETERS Location Map FIGURE 1. Location of Voyageurs National Park and Location of the Narrows (inset) between Kabetogama and Namakan Lakes. discharge record. The “poor” to “fair” rating at the narrows means there is a higher error than most other gaging sites and calculating loads would compound JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION that error. Therefore, the focus of the transport for this study was in terms of the direction of the flow, which is important to the resource managers. 3 JAWRA CHRISTENSEN, WAKEMAN, MAKI the changes in specific conductance in the narrows might provide an indication of flow direction. The five natural lakes that make up Namakan Reservoir (Kabetogama, Namakan, Sand Point, Little Vermilion, and Crane Lakes; Figure 1) are hydrologically connected. The hydrology of the system is complex, but water generally flows in a northwesterly direction. Major inputs to the system include the Namakan River, which flows into Namakan Lake; the Vermilion River, which flows into Crane Lake; the Loon River, which flows into Little Vermilion Lake; and the Ash River, which flows into Kabetogama Lake. Water flows out of the Namakan Reservoir at three locations: (1) through the dams at Squirrel Falls and Kettle Falls at the northwest end of Namakan Lake, (2) at Bear Portage on the north-central side of Namakan Lake, and (3) at Gold Portage at the west end of Kabetogama Lake. The flows are regulated at Squirrel Falls and Kettle Falls, and unregulated overflows occur at Bear Portage and Gold Portage (Figure 1). Gold Portage connects Kabetogama Lake with Black Bay in Rainy Lake and can be the equivalent of approximately 60% of the flow at Kettle Falls (International Rainy Lake Board of Control, 1999). The overflow at Gold Portage starts when the water level reaches 339.39 m (Kallemeyn et al., 2003). Flow through Gold Portage occurs most days of the year. Bear Portage, which is 1 m higher than Gold Portage, is considered a minor outflow, accounting for about 1% of the outflow from Namakan Reservoir during 1988-99 (Kallemeyn et al., 2003). Namakan Lake has a surface area of 10,170 ha and a maximum depth of 46 m (Kallemeyn et al., 2003). Kabetogama Lake has a surface area of 10,425 ha and a maximum depth of 24 m (Kallemeyn et al., 2003). Since 1914, lake levels have been controlled by the private sector for multiple uses by dams at Namakan Reservoir’s main outlets (International Rainy Lake Board of Control, 1999). Prior to 1949, when the first water-level management plan for this system was established, annual fluctuation was greater on Namakan Reservoir, where water-level fluctuations were considered extreme compared to the more natural conditions on the nearby unregulated Lac la Croix (Meeker and Harris, 2009). The 1949 water-level management plan was updated in 1957 and again in 1970. Each of these plans, including the 1970 plan, allowed larger-than-natural fluctuations on Namakan Reservoir to maintain less-thannatural fluctuations on Rainy Lake (Kallemeyn et al., 2003). The 1970 water-level management plan was later determined to be detrimental to the ecosystem (Kallemeyn et al., 2003). In an effort to meet the needs of environmental and economic interests while improving the water Study Area Voyageurs National Park (Figure 1) was established in 1975 “to preserve, for the inspiration and enjoyment of present and future generations, the outstanding scenery, geological conditions, and waterway system which constituted a part of the historic route of the voyageurs” (public law 97-405). Most of Voyageurs National Park (referred to as “the Park” in this article) is water covered and, therefore, recreational use of the Park is water based (Figure 1). Aquatic systems support much of the Park’s fauna, including waterfowl, loons, eagles, beavers, and moose. Water is an essential element of the Park environment with respect to both the health of its ecosystem and visitor enjoyment. Boating and canoeing along scenic waterways, fishing, and swimming are common visitor activities. Assuring the Park’s waters remain healthy is fundamental for Voyageurs National Park. The climate near Voyageurs National Park is continental with moderately warm summers and long cold winters. The frost-free season ranges from 110 to 130 days (Kallemeyn et al., 2003). Average snowfall is 172 cm, average temperature is 2.9°C, and average rainfall is 61 cm (High Plains Regional Climate Center, 2010). Annual evaporation from lake surfaces averages 63.5 cm (International Rainy Lake Board of Control and International Lake of the Woods Control Board, 1984). The lakes are generally ice covered for 5-6 months from mid-November to mid-April or May (Kallemeyn et al., 2003). Most of Voyageurs National Park is underlain by Archean continental crust composed of greenstone, gneissic, magmatic, granitic, meta-sedimentary, and schistose bedrock that is resistant to erosion (Ojakangas and Matsch, 1982). Namakan Lake receives most of its inflow from areas of exposed bedrock (Payne, 1991; Kallemeyn et al., 2003). The Namakan River, which supplies most of the inflow to Namakan Lake, drains an area characterized by thin deposits of Rainy lobe drift (Payne, 1991), which is sandy with little clay (Hobbs and Goebel, 1982). Kabetogama Lake receives inflow from an area that is overlain by calcareous glacial drift from the Des Moines lobe (Payne, 1991), which is generally clay rich and carbonate rich (Woodruff et al., 2002). These glacial drift sediments are unusually rich in soluble minerals and as a result, specific conductance measurements in Kabetogama Lake (77-107 microSiemens per centimeter at 25 degrees Celsius, ls/cm) are substantially higher than those in other Park lakes (generally about 39-78 ls/cm) that drain areas with extensive granitic bedrock exposures (Kallemeyn et al., 2003). The difference in specific conductance in Kabetogama Lake and Namakan Lake (37-55 ls/cm; Christensen et al., 2004) has led researchers to hypothesize that JAWRA AND 4 JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION DISCHARGE AND NUTRIENT TRANSPORT BETWEEN LAKES IN A HYDROLOGICALLY COMPLEX AREA METHODS Installation of the Acoustic Doppler Velocity Meter and Discharge Measurement The ADVM was installed on November 3, 2010, below the water surface in a representative part of the cross section in the narrows between Namakan Lake and Kabetogama Lake (Figure 1). Prior to installation, several discharge measurements were made to determine the cross section most suitable for measuring representative velocities from the ADVM, and to determine the most suitable type of ADVM to use. Based on these measurements, an uplooking ADVM (or vertically oriented ADVM, Figure 2) was selected. In addition, a separate water-level sensor was used to accurately monitor stage. The cross-sectional area was used to develop a relation between stage and channel area, called a “stage-area rating.” Discharge measurements of the cross section were made eight times between May 11, 2011, and October 3, 2012, using an ADCP, while concurrent measurements of stage and index velocity were recorded. Stage and index velocities measured during the discharge measurements were averaged. Discharge measurements were made over the range of flows that occurred during the study. Each discharge measurement produced a value of mean channel velocity (V) and index velocity (Vi). After several measurements were made, a relation between V and Vi was developed. The stage-area rating was used (with mean-channel velocity) as a partial solution to Principles of Operation of the Acoustic Doppler Velocity Meter Site characteristics to determine discharge using common methods require a relatively stable and sensitive relation between stage and discharge (Rantz et al., 1983). Variable backwater from low-head gradients, wind, seiche, beaver dams, or other factors slow water velocities and often confound or invalidate this relation. The ADVMs were developed to address this deficiency by incorporating the velocity and flow direction as additional monitored parameters that can help determine discharge. The ADVMs use transducers that send (pings) and receive (echoes) an acoustic pulse (Ruhl and Simpson, 2005; Levesque and Oberg, 2012). A fraction of that acoustic pulse is reflected by small particles in the water, returning to the transducer at a frequency that has been shifted due to the Doppler effect within each acoustic beam. Water velocities and flow directions of many sections OF THE AMERICAN WATER RESOURCES ASSOCIATION VOYAGEURS NATIONAL PARK, MINNESOTA, 2010-2012 are determined on the basis of the change in the transmitted acoustic frequency and the geometric configuration of the transducers (SonTek Corporation, 2000). From these data, fixed subsets of velocity measurements, the index velocity, are monitored. An ADVM may be anchored either on the side of the channel (side-looking) or placed at the bottom of the channel (uplooking, Figure 2). Although an ADVM continuously measures an index velocity, frequent field measurements of discharge are made to assess whether the index velocity is representative of velocities in the entire cross section; to relate discharge to stage, cross-sectional area, and index velocity; and to characterize the high frequency and seasonal variability of the velocity in the cross section. Discharge measurements made with an acoustic Doppler current profiler (ADCP) enable hydrographers to evaluate the relation between the uplooking ADVM velocities, or “index velocity,” and the mean flow velocity across the channel. quality and overall health of the ecosystem, the IJC implemented an order in January 2000 to change the water-level management plan for the private sector dams that regulate Rainy Lake and Namakan Reservoir. New water levels were intended to restore a more natural water regime. These changes were expected to benefit the aquatic ecosystem by affecting water levels, water quality, and trophic state and by improving conditions for aquatic plants, fish, and wildlife. The relatively shallow Kabetogama Lake has different water chemistry than Namakan Lake (Kallemeyn et al., 2003; Christensen et al., 2011) and experiences annual cyanobacterial blooms (Kallemeyn et al., 2003; Christensen et al., 2013). Kabetogama Lake has higher specific conductance, nutrient, and Chla concentrations (Kallemeyn et al., 2003) than Namakan Lake. In addition to the sources of nutrients on the south side of Kabetogama Lake (cottages without sewage treatment and some of the streams flowing into Kabetogama Lake; Payne, 1991), internal loading is also an important source of nutrients to Kabetogama Lake (Christensen et al., 2013). These factors and the observation that yearly cyanobacterial blooms generally do not occur in other large lakes within the Park indicate that the response of Kabetogama Lake to the IJC 2000 Rule Curves may differ from the responses of most or all of the remaining large lakes in the Park. Therefore, an assessment of water flow and nutrient transport between Namakan and Kabetogama Lakes was considered essential to understanding changes in Kabetogama and Namakan Lakes that may be due to artificial water-level management. JOURNAL OF 5 JAWRA CHRISTENSEN, WAKEMAN, AND MAKI A B Water surface Echoes Pings Up-looking acoustic Doppler velocity meter FIGURE 2. (A) Photograph of the Uplooking Acoustic-Doppler Velocity Meter (Photo Credit: Eric Wakeman, U.S. Geological Survey), and (B) Schematic of an Uplooking Acoustic-Doppler Velocity Meter in the Narrows Channel (modified from Ruhl and Simpson, 2005). compute discharge. This method is explained by the equation. Q ¼ VA Collection and Analysis of Water Samples Depth profiles of field measurements (temperature, dissolved oxygen, pH, and specific conductance) were measured in the narrows every 2 weeks during the open water season in 2011 and 2012 using techniques described in Wilde and Radtke (1998). Cross-sectional profiles of field measurements also were measured and recorded during cross-sectional sampling. Secchidisk transparency was measured at the narrows to determine the extent of light limitation to algal growth. In addition, Secchi-disk transparency was used to determine the depth at which nutrient samples were collected. Nutrient samples were collected every 2 weeks during the open-water seasons in 2011 and 2012. In general, methods followed standard techniques ð1Þ where Q is the computed discharge, V is the mean velocity of the cross section, and A is the cross-sectional area of the channel (Levesque and Oberg, 2012). For the narrows between Kabetogama and Namakan Lakes, the regression equation used to estimate discharge was Q ¼ 0:6337Vi þ 0:0091 ð2Þ where Q is the estimated discharge and Vi is the index velocity. JAWRA 6 JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION DISCHARGE AND NUTRIENT TRANSPORT BETWEEN LAKES IN A HYDROLOGICALLY COMPLEX AREA OF VOYAGEURS NATIONAL PARK, MINNESOTA, 2010-2012 showed that in general the difference between these two methods was very small (between 0 and 11%; Table 1), with eight of nine analyses having 3% difference or less. The highest difference was for Chla (August 16, 2011), which might be expected due to the spatial variability in Chla and details the importance of the decision not to calculate load for Chla. One sample was collected for comparison of point to composite samples (August 20, 2012). The relative percentage differences (1 and 6%, respectively, Table 1) for total nitrogen and total phosphorus indicated that for the narrows, point samples are comparable to composite samples. Two field replicate samples were collected —one in 2011 and one in 2012, in which the same sampling technique was compared to test for repeatability. The replicate samples (Table 1) had relative percentage differences between 0 and 1%. Samples were analyzed by the Natural Resources Research Institute Laboratory in Duluth, Minnesota. Total phosphorus (P00665) and total nitrogen (P62855) were analyzed with the persulfate method for simultaneous determination of nitrogen and phosphorus (Digestion: SM 4500-PJ; Detection: SM 4500-PE; American Public Health Association, 1999). Chla samples were collected from the euphotic zone with a 500-mL to 1-L polyethylene sample container. Chla was analyzed by spectrophotometry (Ameel et al., 1998). (U.S. Geological Survey, 2006) for lake water sampling. However, because the narrows was not a typical lake site, having flowing water similar to a river site during parts of the year, three types of samples were collected. These were (1) point samples collected 1 m below the water surface at the centroid of the narrows between the two lakes, (2) composite samples collected with a Van Dorn sampler and composited from three subsamples collected at the top, center, and bottom of the part of the upper water column equal to twice the Secchi-disk reading (Payne, 1991), and (3) equal-width increment samples (U.S. Geological Survey, 2006). The point samples are the environmental samples used for data analysis in this article. Composite samples and equal-width increment samples were collected during a subset of visits for quality control purposes. Kabetogama Lake is polymictic, and the site at the narrows was shown to be well mixed during sampling conducted in 2008 and 2009 (Christensen et al., 2011); however, a comparison between point samples and composite samples was necessary to determine if composite samples collected routinely throughout Namakan and Kabetogama Lakes (for previous and ongoing studies) represent similar concentrations to the point samples collected in this study, so that sample sets could be combined into a long-term data record in the future. Equal-width increment samples were collected once in 2011 and once in 2012 for comparison to the point samples to verify that the easier-to-collect point samples were representative of the cross section. Six samples were collected during 2011-2012 for quality control (Table 1). Three replicate samples were collected to compare equal-width increment samples to point samples. Those three samples were analyzed for three constituents for nine comparisons. Those comparisons RESULTS AND DISCUSSION Discharge Computation and Flow Direction Field technicians measured discharge eight times from May 11, 2011, through October 3, 2012 (Table 2) TABLE 1. Quality-Control Samples Collected at Kabetogama Lake, East End, near Old Dutch Bay, 2011-2012. Sampling Date 2/10/2011 5/11/2011 8/16/2011 8/20/2012 8/20/2012 8/20/2012 Sample Type1 Point Point-R EWI Point Point EWI Point EWI Point Composite Composite-R Composite Field replicate Point to EWI comparison Point to EWI comparison Point to EWI comparison Point to composite comparison Field replicate TN RPD TP 373 354 439 453 535 500 476 475 476 463 458 463 1.0 13 13 19 19 24 23 31 29 31 24 26 24 1.0 0 0.1 1.0 0.3 RPD2 0 0 0 0 0.1 0 Chla RPD2 — — 4.4 3.9 3.4 5.4 9.2 9.0 9.2 — — — — 3.0 11 1.0 — — Notes: TN, total nitrogen in milligrams per liter; TP, total phosphorus in milligrams per liter; Chla, chlorophyll a in micrograms per liter; RPD, relative percentage difference; EWI, equal-width increment; R, replicate. 1 A point sample is a grab sample taken at the centroid of the narrows. An EWI is an equal-width increment sample collected at intervals across the narrows. A composite sample is a composite of three samples collected at three points in the water column. 2 RPD computed as the difference of the two values divided by the mean of the two values 9 100. JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION 7 JAWRA CHRISTENSEN, WAKEMAN, Date and Time Streamflow1 (m3/s) Measurement Rating2 5/11/2011 10:53 7/6/2011 13:30 9/8/2011 12:24 11/14/2011 12:21 4/4/2012 11:31 6/7/2012 9:40 8/20/2012 11:20 10/3/2012 12:39 5.45 5.81 5.55 5.25 4.73 5.92 5.65 5.53 39.9 5.69 6.12 15.1 44.2 0.756 47.0 17.2 Fair Fair Poor Poor Poor Poor Fair Poor Notes: m, meters; m3/s, cubic meters per second. Negative number indicates that water is flowing into Kabetogama Lake. 2 The measurement rating is an assessment of the physical conditions of the measurement that could affect its accuracy. These include uniformity of flow distributions in the cross section, crosssectional morphometry, changes in stage or discharge during the measurement, or other factors (Rantz et al., 1983). 1 with an ADCP. Gage height during ADCP measurements ranged from 4.73-5.92 m (Table 2). The discharge was variable, both in terms of magnitude and direction. The cross-sectional measurements show a nonuniform channel shape (Figure 3) with a crosssectional width of 177 m and a maximum depth of 10.4 m. The velocity distribution during the eight measurements generally appeared well distributed with very low velocities, as indicated by the blue cells (Figure 3) in the cross-sectional measurement. The smallest measured discharge was 0.756 cubic meters per second (m3/s) occurring on June 7, 2012, and flowing in the direction of Kabetogama Lake and the largest measured discharge was 47.0 m3/s occurring on August 20, 2012, and flowing in the direction of Namakan Lake (Table 2). 0.00 MAKI The ADVM recorded gage height and index velocity from November 3, 2010, to October 3, 2012. Daily gage height data from the ADVM were not available for 7 days in water year 2011 and for 53 days in water year 2012 due to frozen equipment. Instantaneous (15-min increment) gage height ranged from 4.41 m (on March 31, 2011 and April 1, 2011) to 5.98 m (on June 11, 2012), which was directly affected by seiche on windy days. The index velocity was used to estimate discharge with the methods described previously (Equation 2). Estimated discharge from the ADVM (Figure 4) indicated flow direction changed during the year. The direction of discharge through the narrows was seasonal, with water generally flowing from Kabetogama Lake into Namakan Lake throughout the ice-covered season (5-6 months). The flow reversed direction for about 1.5 months after ice out, flowing from Namakan Lake to Kabetogama Lake. Throughout the summer and fall (4-5 months), the water flowed variably in either direction, mainly due to wind action. Overall, during water year 2011, discharge was in the direction of Namakan Lake for 224 days of the 322day record (70% of the year), and during water year 2012, discharge was in the direction of Namakan Lake for 174 days of the 313-day record (56% of the year). Because data were missing for 7 days in water year 2011 and for 53 days in water year 2012 due to the frozen equipment, linear interpolation was used to fill in days of missing record. For water year 2011, the estimate did not change the results (water flowed into Namakan Lake 70% of the year). For water year 2012, the interpolated results indicated water flowing into Namakan Lake 62% of the time. In terms of volume, the results were similar to time. During water year 2011, 70% of the volume of water was in the TABLE 2. Discharge Measurements at Kabetogama Lake, East End, near Old Dutch Bay, Site 482611092483801, 2011-2012. Gage Height (m) AND Top Q depth Depth, in meters 3.25 6.50 9.75 Bottom Q depth River depth 13.00 0.001 0.083 0.166 0.248 0.331 Velocity magnitude, in meters per second FIGURE 3. Discharge Cross Section Indicating Varying Velocities for an Acoustic Doppler Current Profiler (ADCP) Measurement, May 11, 2011. JAWRA 8 JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION DISCHARGE AND NUTRIENT TRANSPORT BETWEEN LAKES IN A HYDROLOGICALLY COMPLEX AREA OF VOYAGEURS NATIONAL PARK, MINNESOTA, 2010-2012 Kabetogama Lake, East End, near Old Dutch Bay, station number 482611092483801 Positive discharge indicates water flowing into Namakan Lake, negative discharge indicates water flowing into Kabetogama Lake. Discharge, in cubic meters per second 80.00 0.00 9/1/2012 8/1/2012 7/1/2012 6/1/2012 5/1/2012 4/1/2012 3/1/2012 2/1/2012 1/1/2012 12/1/2011 11/1/2011 10/1/2011 9/1/2011 8/1/2011 7/1/2011 6/1/2011 5/1/2011 4/1/2011 3/1/2011 2/1/2011 1/1/2011 12/1/2010 11/1/2010 10/1/2010 -80.00 Date FIGURE 4. Discharge, Kabetogama Lake East End, near Old Dutch Bay, Site 482611092483801, Water Years 2011 and 2012. (2003). Minimum values for specific conductance were similar between 2011 and 2012; however, the maximum specific conductance value was substantially higher in 2011 (123 ls/cm) than in 2012 (80 ls/cm). In addition to monitoring the specific conductance at the narrows, measurements were made 1 km east of the narrows (referred to as site Kabetogama Namakan East [KNE]) and 1 km west of the narrows (referred to as site Kabetogama Namakan West [KNW]) during routine NPS sampling visits (see inset map, Figure 1). During each site visit, specific conductance was measured at the surface (TOP), at about 5 m below the surface (MIDDLE), and at about 10 m below the surface (BOTTOM), resulting in 120 additional specific conductance measurements. Specific conductance for all sites ranged from 49 to 123 (ls/cm). The sites 1 km to the east and west of the narrows (KNE and KNW) were measured to add a second line of evidence for water flow direction. Because the water in Kabetogama Lake is known to have a higher specific conductance than the water in Namakan Lake (Payne, 1991), it was hypothesized that specific conductance could be used to determine whether one lake was influencing the other by how close the specific conductance value at the narrows (site KNC) was to either the KNE value or the KNW value. Although the KNW site, which was closer to Kabetogama Lake, had a greater average specific conductance concentration (75 ls/cm) over the 2-year study period compared to the narrows (69 ls/cm) and site KNE (68 ls/cm), this average pattern was not always consistent for individual dates, and the narrows had lower or higher specific conductance values than either the KNE or the KNW site during many visits. Looking at the individual measurements in detail (Supporting Information S1), 13 of 20 visits were made when the discharge direction was from Namakan Lake to Kabetogama Lake. For only 5 of direction of Namakan Lake, whereas in 2012, 55% of the volume of water flowed in the direction of Namakan Lake. Overall, the ADVM measured positive flow (defined as flowing from Kabetogama Lake into Namakan Lake) 62% of the time and negative flow (defined as flowing from Namakan Lake into Kabetogama Lake) 38% of the time. Although the narrows has a short-term record, discharge can be compared with long-term records from Rainy River at Manitou Rapids, Minnesota (USGS station no. 05133500, with 85 years of record) and Vermilion River near Crane Lake, Minnesota (USGS station no. 05129115, with 34 years of record) (U.S. Geological Survey, National Water Information System. Accessed February 9, 2015, http://waterwatch.usgs.gov/). Streamflow records for these two stations indicate that spring and summer 2011 and 2012 were normal years, with discharge occurring between the 25th and 75th percentiles, with the exception of April 2011 at both stations when discharge peaked above normal (95th percentile) (Figure 5). However, these long-term stations also indicate that winter flows were very low (around the 10th percentile) during water years 2011 and 2012. Specific Conductance Concentrations Specific conductance was measured during 20 visits by NPS personnel over the study period, 11 times in 2011, and 9 times in 2012 (Supporting Information S1). The specific conductance values measured at the narrows (referred to as site Kabetogama Namakan Center [KNC], Figure 1) during 2011-2012 (51-123 ls/cm) were more similar to the range in specific conductance values from Kabetogama Lake (77-107 ls/cm) than those from Namakan Lake (39-46 ls/cm) reported by Kallemeyn et al. JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION 9 JAWRA CHRISTENSEN, WAKEMAN, AND MAKI A. USGS 05133500 RAINY RIVER AT MANITOU RAPIDS, MN (Drainage Area: 19400 square miles, Length of record: 87 years) Daily average discharge, in cubic meters per second 2,000 1,000 100 NOV 2010 JAN MAR MAY JUL 2011 SEP NOV JAN MAR MAY 2012 JUL SEP MAY 2012 JUL SEP B. USGS 05129115 VERMILION RIVER NR CRANE LAKE, MN (Drainage Area: 905 square miles, Length of record: 35 years) Daily average discharge, in cubic meters per second 100 10 1 NOV 2010 JAN MAR MAY JUL 2011 SEP NOV JAN MAR Explanation - Percentile classes lowest10th percentile 10–24 25–75 75–90 90th percentilehighest Much below normal Below normal Normal Above normal Much above normal Flow FIGURE 5. Daily Average Discharge for (A) Rainy River at Manitou Rapids, Minnesota and (B) Vermilion River at Crane Lake, Minnesota. these 13 visits (38%), the specific conductance value at KNC was closer to the value at KNE than to the value at KNW. For the seven visits when discharge JAWRA was flowing from Kabetogama Lake to Namakan Lake, 33% (7 of 21 specific conductance measurements, including TOP, MIDDLE, and BOTTOM mea10 JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION DISCHARGE AND NUTRIENT TRANSPORT BETWEEN LAKES IN A HYDROLOGICALLY COMPLEX AREA Assessment of Transport Flow measurements made during a previous nutrient cycling study (Christensen et al., 2011) showed that water flowed in both directions at the narrows between Kabetogama and Namakan Lakes. It is not possible to quantitatively assess the relative importance of nutrient sources to Kabetogama Lake without assessing discharge and nutrient transport at the narrows between Kabetogama and Namakan Lakes. It is not known how water-level regulation changes in 2000 may have affected flow at the narrows. However, Kallemeyn et al. (2003) reported that waterlevel management changes in 2000 would increase the number of days water flowed through Gold Portage at the west end of Kabetogama Lake from 253 days per year to 325-365 days per year. An analysis of the data at Gold Portage (available at http:// waterdata.usgs.gov) indicates that from 2000 through 2014, water has flowed through Gold Portage an average of 347 days per year, with the last zero-flow day occurring on March 30, 2006. It may be that increased flow from Namakan Lake into Kabetogama Lake also would occur on more days due to the changes in water-level management, but with only 2 years of discharge measurement at the narrows between the lakes, this would be difficult to assess. This 2-year assessment was meant to provide additional information on the hydrologic variability in the narrows between Namakan and Kabetogama Lakes. Research has shown that water-level changes likely have had water-quality implications in water bodies throughout the United States (e.g., Hambright et al., 2004; Hoyer et al., 2005) and in Voyageurs National Park (Christensen et al., 2004, 2011; Christensen and Maki, 2015). In Kabetogama Lake, blooms of cyanobacteria occur most years (Kallemeyn et al., 2003) and have been shown to produce microcystin (Christensen et al., 2011) to levels beyond the World Health Organization threshold for safe drinking water (World Health Organization, 2003). A study of trophic state (Christensen and Maki, 2015) indicated that Kabetogama Lake was mesotrophic to eutrophic, whereas Namakan Lake was oligotrophic. The concern over eutrophication and cyanobacteria blooms in Kabetogama Lake and the potential transport of nutrients to the more pristine Namakan Lake were additional reasons for this study. The greatest con- Nutrient and Chlorophyll-a Concentrations Twenty-two water samples were collected at the narrows during 2011 and 2012 and analyzed for total nitrogen, total phosphorus, and Chla (Table 3). Total nitrogen concentrations ranged from 373 (February 10, 2011) to 692 (August 29, 2011) milligrams per liter (mg/L) with an average concentration of 484 mg/L. Total phosphorus concentrations ranged from 12 (June 6, 2011) to 41 mg/L (August 29, 2011 and August 8, 2012) with an average concentration of 22 mg/L. Nutrient concentrations were seasonally variable, with the largest concentrations in late summer. Concentrations of Chla ranged from 0.7 (May 31, 2012) to 14.3 (September 14, 2011) micrograms per TABLE 3. Results of Total Nitrogen, Total Phosphorus, and Chlorophyll-a Analyses at Kabetogama Lake, East End, near Old Dutch Bay, 2011-2012. TN TP Chla 2/10/2011 5/11/2011 5/25/2011 6/6/2011 6/20/2011 7/5/2011 7/19/2011 8/1/2011 8/16/2011 8/29/2011 9/14/2011 9/28/2011 5/15/2012 5/31/2012 6/11/2012 6/27/2012 7/10/2012 7/23/2012 8/8/2012 8/20/2012 9/4/2012 9/19/2012 373 453 445 400 439 506 472 534 535 692 604 519 466 410 432 422 462 496 578 476 501 427 13 19 13 12 15 18 15 28 24 41 30 26 18 15 14 16 19 22 41 31 28 23 3.9 3.7 2.8 2.0 3.4 1.9 5.8 3.4 6.4 14.3 7.9 4.3 0.7 3.7 3.0 5.2 8.1 10.2 9.2 5.8 5.3 Note: TN, total nitrogen in milligrams per liter; TP, total phosphorus in milligrams per liter; Chla, chlorophyll a in micrograms per liter; -, no data. JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION VOYAGEURS NATIONAL PARK, MINNESOTA, 2010-2012 liter (lg/L) with an average concentration of 5.3 lg/L. Chla concentrations were lower at the narrows compared to other sites in Kabetogama Lake (Christensen et al., 2011). At the narrows, the greatest concentrations of Chla and nutrients generally occurred in the summer months. surements) indicated a KNC value that was closer to the value at KNW than the value at KNE. An examination of specific conductance differences between the TOP, MIDDLE, and BOTTOM showed that during 2011, the most variation between KNE and KNW occurred in the MIDDLE sample for six of seven sampling dates where Namakan Lake was flowing into Kabetogama Lake; for sampling dates where Kabetogama Lake was flowing into Namakan Lake, and for 2012 sampling dates, no pattern was evident. Sampling Date OF 11 JAWRA CHRISTENSEN, WAKEMAN, MAKI under ice). The ADVM results indicate that the eutrophic Kabetogama Lake receives water from Namakan Lake only about 30% of the time; thus, Namakan Lake likely is not a substantial source of nutrients and Chla to Kabetogama Lake. Loads were not calculated during this study due to the “fair” to “poor” rating at the narrows and the lack of samples collected under ice. However, the transport information is important because resource managers may be able to narrow their focus for future studies to the external nutrient sources on the south side of Kabetogama Lake and to the internal sources from loading, or the recirculation of nutrients from bottom sediments, which were the sources identified in a previous study of nutrient cycling (Christensen et al., 2013). centrations of Chla and nutrients generally occurred in the summer months — those periods when discharge in the narrows was unpredictable, flowing in both directions. This presents some difficulty in determining if the historically higher nutrient and Chla concentrations in Kabetogama Lake are affecting the more pristine Namakan Lake. However, because the water flowed toward Namakan between 70% (2011) and 56% (2012) of the year, Kabetogama Lake represents a large potential source of nutrients to Namakan Lake. This study provided evidence that water flowed from Kabetogama Lake into Namakan Lake during most of the year. Discharge was considered estimated due to the fair to poor rating, primarily caused by low and variable velocities and velocity variability in the cross section. Days of missing record contributed to a poor rating; however, most missing record occurred during ice cover, when water was consistently flowing in one direction. The extremely low winter flows in the area (Figure 5) may have affected the flow at the narrows, but without a longer period of record at the narrows, it is difficult to determine if flow direction was affected. The positive flows at the narrows (winter months in Figure 4) appear to correspond with the lower flows at Rainy River at Manitou Rapids and Vermilion River near Crane Lake (Figure 5). Specific conductance values measured at the narrows during 2011-2012 were more similar to the values from Kabetogama Lake than to values from Namakan Lake, indicating that flow from Kabetogama Lake affects Namakan Lake. However, specific conductance measurements at sites 1,000 m to either side of the narrows did not indicate that one lake was affecting the other. This is possibly a result of the wind action causing changes in water flow direction at the surface during the open-water season when all the specific conductance measurements were made. In addition, water flow direction may have been changing frequently during the summer months, affecting specific conductance measurements at the top of the water column, especially in 2012. Although less expensive and easily collected, specific conductance measurements would be a poor substitute for ADVM measurements to determine flow direction in these narrows. Continually changing direction of flow, seiche, and wind affect specific conductance concentrations. Despite the limitations, the ADVM provided important information regarding transport between Namakan and Kabetogama Lakes and filled some gaps in the understanding of the hydrology and water quality of the large lakes in Voyageurs National Park. Specifically, the ADVM captured the seasonal variability inherent in hydrologic conditions (including those JAWRA AND SUMMARY AND CONCLUSIONS The USGS and NPS used an ADVM to measure discharge in a unique setting in Voyageurs National Park where traditional discharge computation methods were not feasible. The water between Kabetogama Lake and Namakan Lake flows in both directions, similar to that of an estuary. In addition, the collection of specific conductance, nutrient, and Chla samples together with a continuous record of discharge provided an assessment of transport between the lakes that was not possible with discrete measurements. To address our first objective, to estimate discharge and document direction of flow between Kabetogama and Namakan Lakes, the ADVM recorded discharge in the narrows between Namakan and Kabetogama Lakes from November 3, 2010, through October 3, 2012. The direction of flow through the narrows was seasonal, with water generally flowing out of Kabetogama Lake and into Namakan Lake throughout the ice-covered season (5-6 months). During a few weeks after ice out (about 1.5 months), the water flow was generally from Namakan to Kabetogama Lake, which might be expected because the major inflows to the system (Namakan River, Vermilion River, and Loon River) are upstream from Namakan Lake and these flows would all push water toward Kabetogama Lake during the spring runoff period. Throughout the summer and fall (4-5 months), the water flows in both directions, affected by wind action. Overall, during water year 2011, discharge was in the direction of Namakan 70% of the year, and during water year 2012, discharge was in the direction of Namakan 56% of the year. In terms of volume, 70% was in the direction of 12 JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION DISCHARGE AND NUTRIENT TRANSPORT BETWEEN LAKES IN A HYDROLOGICALLY COMPLEX AREA OF THE AMERICAN WATER RESOURCES ASSOCIATION VOYAGEURS NATIONAL PARK, MINNESOTA, 2010-2012 The information gained from this study provides resource managers with a more detailed understanding of the effects of the altered hydrologic regime for Namakan Reservoir under the most recent set of rules governing dam operation and the pattern of flow between Namakan and Kabetogama Lakes. By being well-informed, resource managers will be able to make recommendations to the IJC that will best protect the aquatic resources of Voyageurs National Park. Namakan Lake during 2011, whereas 55% of the volume of water flowed in the direction of Namakan Lake in 2012. To address our second objective, to assess whether specific conductance can be used to determine flow direction in the narrows, we measured specific conductance at the narrows and compared the values to measurements made 1,000 m into Kabetogama Lake and 1,000 m into Namakan Lake. It appears that specific conductance is not a good indicator of flow due to the complexity of the flow pattern and lake water chemistry in the narrows — in terms of variation in the profile and frequent changes in flow direction. To address our third objective of documenting nutrient and Chla data, we reported concentrations of nutrients and Chla which were highest during the late summer months when the direction of water flow was unpredictable. This presents a challenge for lake managers to determine whether high concentrations occurring during periods of unpredictable flow are affecting either lake. Despite the limitations of the ADVM technology for nutrient and Chla load calculation, the ADVM provided estimated daily discharge in an area where discharge had only been measured a few times. The ADVM also indicated that water under ice cover flowed exclusively from Kabetogama Lake to Namakan Lake. These results indicate that eutrophic Kabetogama Lake may be having a negative effect on the more pristine Namakan Lake. This assessment of water flow and nutrient transport was considered essential to understanding changes in Kabetogama and Namakan Lakes that may be due to artificial water-level management and the dams regulating water at Squirrel and Kettle Falls. Taken in combination with the results of previous Namakan Reservoir water-quality studies, this study provides an assessment of Kabetogama Lake nutrient transport to date and indicates that Namakan Lake is not likely a major source of nutrients to Kabetogama Lake under the current set of rules governing dam operation on these lakes, which is information of great importance to the NPS managers as they seek to understand the water quality of these lakes and the ecological consequences of artificial water-level management. Other sources of nutrients to Kabetogama Lake are internal (lake bottom sediments) and external (inflows from areas on the south shore). These internal and external sources of nutrients to Kabetogama Lake likely have a larger effect on nutrient levels and trophic state than does input from Namakan Lake and may be the most appropriate focus for future assessments of the relative importance of nutrient inputs to Kabetogama Lake. JOURNAL OF SUPPORTING INFORMATION Additional supporting information may be found in the online version of this article: specific conductance values recorded at Kabetogama Lake, East End near Old Dutch Bay and at sites 1,000 m east and west. ACKNOWLEDGMENTS The authors thank the many USGS and NPS technicians who helped with data collection for this research. These include Russ Buesing, Josh Larson, John Greene, Jeff Copa, and Ben Otto with the USGS and Jaime LeDuc, Craig Treat, Jerry Warmbold, Patrick Ferguson, Sarah Ferguson, James Anderson, and Eric Olson with the NPS. Any use of trade, firm, or product names is for descriptive purposes only and does not imply endorsement by the U.S. Government. LITERATURE CITED Ameel, J., E. Ruzycki, and R.P. Axler, 1998. Analytical Chemistry and Quality Assurance Procedures for Natural Water Samples, (Sixth Edition). Central Analytical Laboratory, Natural Resources Research Institute Technical Report NRRI/TR-98/03 revised annually. 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