Determining storm sampling requirements for improving precision of annual load estimates of nutrients from a small forested watershed

This study sought to determine the lowest number of storm events required for adequate estimation of annual nutrient loads from a forested watershed using the regression equation between cumulative load (∑L) and cumulative stream discharge (∑Q). Hydrological surveys were conducted for 4 years, and stream water was sampled sequentially at 15–60-min intervals during 24 h in 20 events, as well as weekly in a small forested watershed. The bootstrap sampling technique was used to determine the regression (∑L–∑Q) equations of dissolved nitrogen (DN) and phosphorus (DP), particulate nitrogen (PN) and phosphorus (PP), dissolved inorganic nitrogen (DIN), and suspended solid (SS) for each dataset of ∑L and ∑Q. For dissolved nutrients (DN, DP, DIN), the coefficient of variance (CV) in 100 replicates of 4-year average annual load estimates was below 20% with datasets composed of five storm events. For particulate nutrients (PN, PP, SS), the CV exceeded 20%, even with datasets composed of more than ten storm events. The differences in the number of storm events required for precise load estimates between dissolved and particulate nutrients were attributed to the goodness of fit of the ∑L–∑Q equations. Bootstrap simulation based on flow-stratified sampling resulted in fewer storm events than the simulation based on random sampling and showed that only three storm events were required to give a CV below 20% for dissolved nutrients. These results indicate that a sampling design considering discharge levels reduces the frequency of laborious chemical analyses of water samples required throughout the year.

[1]  R. Sidle,et al.  Patterns of Suspended Sediment Transport in a Coastal Alaska Stream , 1985 .

[2]  N. Munn,et al.  Seasonal Dynamics of Phosphorus Partitioning and Export in Two Streams in Alberta, Canada , 1986 .

[3]  V. J. Bierman,et al.  An evaluation of methods for the estimation of tributary mass loads , 1989 .

[4]  L. Högbom,et al.  Short-term Effects of Clear-cutting on the Water Chemistry of Two Boreal Streams in Northern Sweden: A Paired Catchment Study , 2009, Ambio.

[5]  A. Edwards Dissolved load and tentative solute budgets of some Norfolk catchments , 1973 .

[6]  J. Koskiaho,et al.  Evaluation of Annual Loads of Nutrients and Suspended Solids in Baltic Rivers , 2003 .

[7]  Penny J Johnes,et al.  Uncertainties in annual riverine phosphorus load estimation: Impact of load estimation methodology, sampling frequency, baseflow index and catchment population density , 2007 .

[8]  Brian Kronvang,et al.  CHOICE OF SAMPLING STRATEGY AND ESTIMATION METHOD FOR CALCULATING NITROGEN AND PHOSPHORUS TRANSPORT IN SMALL LOWLAND STREAMS , 1996 .

[9]  G. Meehl,et al.  Climate extremes: observations, modeling, and impacts. , 2000, Science.

[10]  Phosphorus Budgets in the Mountainous Watershed of a Plantation Forest of Japanese Cypress (Chamaecyparis obtusa) Considering Increased Concentrations of Stream Phosphorus in Storm Events , 2008 .

[11]  K. Nakane,et al.  EFFECT OF FIRE ON WATER AND MAJOR NUTRIENT BUDGETS IN FOREST ECOSYSTEMS : III. RAINFALL INTERCEPTION BY FOREST CANOPY , 1984 .

[12]  Stream Phosphorus Transport in the Lake Tahoe Basin, 1989–1996 , 2001, Environmental monitoring and assessment.

[13]  Kyoichi Otsuki,et al.  Effects of discharge level on the load of dissolved and particulate components of stream nitrogen and phosphorus from a small afforested watershed of Japanese cypress (Chamaecyparis obtusa) , 2007, Journal of Forest Research.

[14]  R. Beschta,et al.  The Suspended Sediment Regime of AN Oregon Coast Range Stream , 1979 .

[15]  Richard P. Hooper,et al.  The composite method: an improved method for stream‐water solute load estimation , 2006 .

[16]  T. Kume,et al.  Estimation of annual suspended sediment yield from a Japanese cypress (Chamaecyparis obtusa) plantation considering antecedent rainfalls , 2009 .

[17]  K. Otsuki,et al.  Role of stormflow in reducing N retention in a suburban forested watershed, western Japan , 2010 .

[18]  K. Otsuki,et al.  Effects of antecedent rain history on particulate phosphorus loss from a small forested watershed of Japanese cypress (Chamaecyparis obtusa) , 2008 .

[19]  Pamela J. Edwards,et al.  Comparison of methods for calculating annual solute exports from six forested Appalachian watersheds , 1997 .

[20]  R. Yamamoto,et al.  NOTES AND CORRESPONDENCE : A Statistical Analysis of the Extreme Events : Long-Term Trend of Heavy Daily Precipitation , 1993 .

[21]  M. Brett,et al.  Particulate phosphorus bioavailability as a function of stream flow and land cover. , 2006, Water research.

[22]  J. Hewlett Factors affecting the response of small watersheds to precipitation in humid areas , 1967 .

[23]  B. Eyre,et al.  Intra- and interannual export of nitrogen and phosphorus in the subtropical Richmond River catchment, Australia , 2000 .

[24]  Gene E. Likens,et al.  Biogeochemistry of a Forested Ecosystem , 1996, Springer New York.

[25]  K. Otsuki,et al.  Effects of storm flow samplings on the evaluation of inorganic nitrogen and sulfate budgets in a small forested watershed , 2010 .

[26]  R. Ferguson River Loads Underestimated by Rating Curves , 1986 .

[27]  T. Nisbet The role of forest management in controlling diffuse pollution in UK forestry , 2001 .

[28]  David M. Dolan,et al.  Evaluation of River Load Estimation Methods for Total Phosphorus , 1981 .

[29]  R. J. Stevens,et al.  A comparison of discrete and intensive sampling for measuring the loads of nitrogen and phosphorus in the river main, County Antrim , 1978 .

[30]  Annie Poulin,et al.  Selecting a calculation method to estimate sediment and nutrient loads in streams: Application to the Beaurivage River (Quebec, Canada) , 2005 .

[31]  Thomas C. Brown,et al.  Forest practices as nonpoint sources of pollution in North America , 1993 .

[32]  S. Emori,et al.  Projected Changes in Precipitation Characteristics around Japan under the Global Warming , 2005 .

[33]  Y. Prairie,et al.  Particulate Phosphorus Dynamics in Headwater Streams , 1988 .

[34]  L. Band,et al.  Export of nitrogen from catchments within a temperate forest: Evidence for a unifying mechanism regulated by variable source area dynamics , 1998 .

[35]  G. Williams Sediment concentration versus water discharge during single hydrologic events in rivers , 1989 .

[36]  Yin Chu,et al.  Estimating nutrient and sediment flood loads in a small Mediterranean river , 2008 .