# Problems Associated with Urbanization and Stream Function

**URL:** https://aqualisco.com/problems-associated-with-urbanization-and-stream-function/
**Author:** Adcetera
**Published:** April 17, 2015

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    <p>Anyone walking along a degraded urban stream may see signs of the effects of urban development: heavily eroded stream banks, trash in overhanging tree branches, discarded tires, or remnants of stormwater conveyance infrastructure.  It is obvious that intense alterations to the landscape and water network occur when land is developed.   The most immediate consequences include an increase in impervious surface area with resultant increased runoff to receiving streams, higher peak discharges, greater water export and higher sediment loads during construction.  In terms of stream hydrology, an altered flow regime with high peak flows and reduced baseflow is the prevalent effect of urbanization.</p>
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Anyone walking along a degraded urban stream may see signs of the effects of urban development: heavily eroded stream banks, trash in overhanging tree branches, discarded tires, or remnants of stormwater conveyance infrastructure (Figure 1.1).  It is obvious that intense alterations to the landscape and water network occur when land is developed.   The most immediate consequences include an increase in impervious surface area with resultant increased runoff to receiving streams, higher peak discharges, greater water export and higher sediment loads during construction.[[i]](#_edn1)

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Figure 1.1 Debris and blown out concrete armouring in an urban stream

In terms of stream hydrology, an altered flow regime with high peak flows and reduced baseflow is the prevalent effect of urbanization (Figure 1.2).

![Problems Associated with Urbanization and Stream Function - AQUALIS](data:image/png;base64,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)

Figure 1.2 Hydrographs before/after urbanization (Stream Corridor Restoration*, 1998)

As a result of increased impervious surface, the natural hydrologic cycle is compromised with a reduction in evapotranspiration and soil infiltration (Figure 1.3).  Higher peak discharges, flashier stream flows, and a reduction in groundwater recharge/discharge are common results.  The reduction in groundwater storage causes many urban streams to experience reduced baseflow.[[ii]](#_edn2)  In most urban areas, conventional stormwater drainage systems tend to further the problem of high peak flows in connecting areas throughout the catchment directly to receiving streams by pipes.[[iii]](#_edn3)  Piped drainage systems effectively bypass the streams floodplain, conveying water and associated pollutants to streams more frequently than under natural conditions because surface runoff enters streams even during small rain events.[[iv]](#_edn4)  In addition, high loads of suspended sediment and other non-point source pollutants become part of stream flow and result in poor water quality.[[v]](#_edn5)  Common sources of pollution to urban streams include fertilizer and pesticides, animal waste, leakage from sewage lines, erosion from construction sites, automobile fluid, and vehicle and industrial emissions.[[vi]](#_edn6)

*

Figure 1.3 Changes to natural hydrologic processes (Stream Corridor Restoration*, 1998)

As new construction slows and the watershed is built out, changes to the water network remain.  However, the transport of sediment to streams decreases substantially leading to channel erosion and increases in channel depth and width (i.e. incision).[[vii]](#_edn7)  These channel adjustments disconnect the stream from its floodplain, induce straightening, and simplify stream profiles and habitat.[[viii]](#_edn8)  Such impacts are generally sharpened by piped drainage systems and channelization, which has often been utilized to manage flooding and maintain physical channel stability.  A major impact of urbanization on stream geomorphology is a change in drainage density.  Natural channel densities decrease in urban catchments as small streams are filled in, paved over, or placed in culverts.  The widening, deepening, and/or straightening of a stream channel is known as channelization.[[ix]](#_edn9)

In the past, the desire to maintain physical channel stability has led to a furtherance of simplified urban stream channels.  In some cases urban streams are confined in concrete channels and underground pipes.  More commonly the banks of urban streams are armored using gabions, large boulders, or rip rap to prevent bank erosion and lateral channel movement.  Although these armored channels may temporarily stabilize banks, they are often far from physically stable as streams may continue to adjust, enlarge, and erode their channels.  An urban stream channel often has increased slope and thus high in-stream flow volumes as a consequence of lateral constraints to channel migration.  As a result, there is a minimal variation in depth and particle size of bed material.[[x]](#_edn10)  Furthermore, high volume scouring flow causes downcutting or channel incision which is a common feature of urban stream channels.

Addressing stream function in highly urban settings with high percentage impervious cover is a complex task.  Broadly speaking, urban stream restoration may more suitably fall in to the categories of enhancement and rehabilitation; however, it cannot be over emphasized that all of these efforts start with recovering the natural flow regimes in the catchment basin (i.e. watershed) surrounding a given stream.  To do so, communities need to prioritize and implement pre and post construction stormwater control measures (SCMs) and best management practices (BMPs). Having said this, assisted enhancement of individual stream reaches in urban locations should not be overlooked.  Connecting the community with urban streams is integral to the success of watershed-wide restoration projects.  In observing an aesthetically pleasing stream with greater ecological function, a community can acknowledge the successful design of stormwater management planning and the stream rehabilitation project as a mutually beneficial endeavor to recover a valuable resource.

References

*Stream Corridor Restoration: Principles, Processes, and Practices*. (1998). Washington, D.C.: Federal Interagency Stream Restoration Working Group.

[i] Bernhardt, E. S., & Palmer, M. A. (2007). Restoring streams in an urbanizing world. *Freshwater Biology, 52*(4), 738-751.

Paul, Michael J., & Meyer, Judy L. (2001). Streams in the urban landscape. *Annual Review of Ecology & Systematics, 32*, 333.

Walsh, Christopher J., Allison, H. Roy, Feminella, Jack W., Cottingham, Peter D., Groffman, Peter M., & Ii, Raymond P. Morgan. (2005). The urban stream syndrome: current knowledge and the search for a cure. *Journal of the North American Benthological Society, 24*(3), 706-723. doi: 10.2307/4095691

[[ii]](#_ednref2) Bernhardt, E. S., & Palmer, M. A. (2007). Restoring streams in an urbanizing world. *Freshwater Biology, 52*(4), 738-751.

Paul, Michael J., & Meyer, Judy L. (2001). Streams in the urban landscape. *Annual Review of Ecology & Systematics, 32*, 333.

[[iii]](#_ednref3) Walsh, Christopher J., Allison, H. Roy, Feminella, Jack W., Cottingham, Peter D., Groffman, Peter M., & Ii, Raymond P. Morgan. (2005). The urban stream syndrome: current knowledge and the search for a cure. *Journal of the North American Benthological Society, 24*(3), 706-723. doi: 10.2307/4095691

[[iv]](#_ednref4) Coles, James F., McMahon, Gerard, Bell, Amanda H., Brown, Larry R., Fitzpatrick, Faith A., Barbara C, Scudder Eikenberry, Woodside, Michael D., Cuffney, Thomas F., Bryant, Wade L., U.S. Geological Survey, Cappiella, Karen, Fraley-McNeal, Lisa, Stack, William P., Center for Watershed Protection. (2012). *The Quality of Our Nation’s Waters: Effects of Urban Development on Stream Ecosystems in Nine Metropolitan Study Areas Across the United States*. Reston, Va.: U.S. Geological Survey.

Paul, Michael J., & Meyer, Judy L. (2001). Streams in the urban landscape. *Annual Review of Ecology & Systematics, 32*, 333.

[[v]](#_ednref5) Urbonas, B. R., & Doerfer, J. T. (2005). Master planning for stream protection in urban watersheds. *Water Science & Technology, 51*(2), 239-247.

[[vi]](#_ednref6) Coles, James F., McMahon, Gerard, Bell, Amanda H., Brown, Larry R., Fitzpatrick, Faith A., Barbara C, Scudder Eikenberry, Woodside, Michael D., Cuffney, Thomas F., Bryant, Wade L., U.S. Geological Survey, Cappiella, Karen, Fraley-McNeal, Lisa, Stack, William P., Center for Watershed Protection. (2012). *The Quality of Our Nation’s Waters: Effects of Urban Development on Stream Ecosystems in Nine Metropolitan Study Areas Across the United States*. Reston, Va.: U.S. Geological Survey.

[[vii]](#_ednref7) Booth, Derek B. (2005). Challenges and Prospects for Restoring Urban Streams: A Perspective from the Pacific Northwest of North America. *Journal of the North American Benthological Society*(3), 724. doi: 10.2307/4095692

Bernhardt, E. S., & Palmer, M. A. (2007). Restoring streams in an urbanizing world. *Freshwater Biology, 52*(4), 738-751.

Urbonas, B. R., & Doerfer, J. T. (2005). Master planning for stream protection in urban watersheds. *Water Science & Technology, 51*(2), 239-247.

[[viii]](#_ednref8) Bernhardt, E. S., & Palmer, M. A. (2007). Restoring streams in an urbanizing world. *Freshwater Biology, 52*(4), 738-751.

[[ix]](#_ednref9) Paul, Michael J., & Meyer, Judy L. (2001). Streams in the urban landscape. *Annual Review of Ecology & Systematics, 32*, 333.

[[x]](#_ednref10) Bernhardt, E. S., & Palmer, M. A. (2007). Restoring streams in an urbanizing world. *Freshwater Biology, 52*(4), 738-751.

Paul, Michael J., & Meyer, Judy L. (2001). Streams in the urban landscape. *Annual Review of Ecology & Systematics, 32*, 333.

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