In-situ monitoring of BOD and DOC using fluorescence sensorsIn-situ monitoring of BOD and DOC using...

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In-situ monitoring of BOD and DOC using fluorescence sensors Kieran Khamis, Chris Bradley, David Hannah, Rob Stevens [email protected] / [email protected]

Transcript of In-situ monitoring of BOD and DOC using fluorescence sensorsIn-situ monitoring of BOD and DOC using...

Page 1: In-situ monitoring of BOD and DOC using fluorescence sensorsIn-situ monitoring of BOD and DOC using fluorescence sensors Kieran Khamis, Chris Bradley, David Hannah, Rob Stevens k.khamis@bham.ac.uk

In-situ monitoring of BOD and DOC using fluorescence sensors

Kieran Khamis, Chris Bradley, David Hannah, Rob Stevens

[email protected] / [email protected]

Page 2: In-situ monitoring of BOD and DOC using fluorescence sensorsIn-situ monitoring of BOD and DOC using fluorescence sensors Kieran Khamis, Chris Bradley, David Hannah, Rob Stevens k.khamis@bham.ac.uk

Dissolved Organic Matter (DOM) in urban catchments

• Urbanization will increase significantly by 2030 - implications for water quality Seto et al. (2012) PNAS 109, 16083

• Understanding of DOM pollution dynamics in urban river systems are still

limited due to:

heterogeneous source and transport pathways Hosen et al. (2014) Env. Sci. Tech. 48, 7817

temporal variability (e.g. diel STW release / seasonal dynamics) McElmurry et al. (2014) Env. Sci. Tech. 48, 45

flashy hydrology - event pulses important but easy to miss Gurnell et al. (2007) Geog. Compass 1/5, 1118

• Hence, there is a need to re-evaluate monitoring techniques, particularly given legislative requirements (WFD).

Page 3: In-situ monitoring of BOD and DOC using fluorescence sensorsIn-situ monitoring of BOD and DOC using fluorescence sensors Kieran Khamis, Chris Bradley, David Hannah, Rob Stevens k.khamis@bham.ac.uk

•Fluorescence: a form of luminescence which occurs over short time scales at the molecular/atomic level.

What is Fluorescence?

Page 4: In-situ monitoring of BOD and DOC using fluorescence sensorsIn-situ monitoring of BOD and DOC using fluorescence sensors Kieran Khamis, Chris Bradley, David Hannah, Rob Stevens k.khamis@bham.ac.uk

•Fluorescence: a form of luminescence which occurs over short time scales at the molecular/atomic level.

Sjoback et al. (1995) Spec. Acta A 51, 7-21

What is Fluorescence?

Page 5: In-situ monitoring of BOD and DOC using fluorescence sensorsIn-situ monitoring of BOD and DOC using fluorescence sensors Kieran Khamis, Chris Bradley, David Hannah, Rob Stevens k.khamis@bham.ac.uk

Fluorescence for DOM characterisation • Fluorescence (EEM) characterisation can

provide information on DOM: - source - redox state - reactivity • Rapid and precise technique • Correlations: Biochemical oxygen demand (BOD) - Tpeak Dissolved organic carbon (DOC) – Cpeak

However…… • Temporally intensive sampling necessary to characterise

DOM pollution dynamics in urban systems not feasible

Excitation wavelength

Emis

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avel

engt

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Page 6: In-situ monitoring of BOD and DOC using fluorescence sensorsIn-situ monitoring of BOD and DOC using fluorescence sensors Kieran Khamis, Chris Bradley, David Hannah, Rob Stevens k.khamis@bham.ac.uk

Submersible fluorometers

Page 7: In-situ monitoring of BOD and DOC using fluorescence sensorsIn-situ monitoring of BOD and DOC using fluorescence sensors Kieran Khamis, Chris Bradley, David Hannah, Rob Stevens k.khamis@bham.ac.uk

Temperature quenching

Khamis et al. (2015) Env. Sci. : Process and Impacts

Page 8: In-situ monitoring of BOD and DOC using fluorescence sensorsIn-situ monitoring of BOD and DOC using fluorescence sensors Kieran Khamis, Chris Bradley, David Hannah, Rob Stevens k.khamis@bham.ac.uk

Khamis et al. (2015) Env. Sci. : Process and Impacts

Turbidity compensation

Page 9: In-situ monitoring of BOD and DOC using fluorescence sensorsIn-situ monitoring of BOD and DOC using fluorescence sensors Kieran Khamis, Chris Bradley, David Hannah, Rob Stevens k.khamis@bham.ac.uk

Study aim

To validate and refine a multi-wavelength fluorescence

monitoring system for the in-situ quantification of BOD and DOC

Page 10: In-situ monitoring of BOD and DOC using fluorescence sensorsIn-situ monitoring of BOD and DOC using fluorescence sensors Kieran Khamis, Chris Bradley, David Hannah, Rob Stevens k.khamis@bham.ac.uk

Sensor specification

Multi wavelength monitoring – • Tryptophan like fluorescence (TLF) = proteinaceous material • Humic like fluorescence (HLF) = aromatic material of vascular plant orgin • Turbidity = a surrogate for particle load

Page 11: In-situ monitoring of BOD and DOC using fluorescence sensorsIn-situ monitoring of BOD and DOC using fluorescence sensors Kieran Khamis, Chris Bradley, David Hannah, Rob Stevens k.khamis@bham.ac.uk

Study location

Page 12: In-situ monitoring of BOD and DOC using fluorescence sensorsIn-situ monitoring of BOD and DOC using fluorescence sensors Kieran Khamis, Chris Bradley, David Hannah, Rob Stevens k.khamis@bham.ac.uk

Hydro-meteorological data

Flashy hydrology

Diurnal dynamics

First flush turbidity spikes

v

Page 13: In-situ monitoring of BOD and DOC using fluorescence sensorsIn-situ monitoring of BOD and DOC using fluorescence sensors Kieran Khamis, Chris Bradley, David Hannah, Rob Stevens k.khamis@bham.ac.uk

Relationship with BOD and DOC

Page 14: In-situ monitoring of BOD and DOC using fluorescence sensorsIn-situ monitoring of BOD and DOC using fluorescence sensors Kieran Khamis, Chris Bradley, David Hannah, Rob Stevens k.khamis@bham.ac.uk

Relationship with BOD and DOC

v v

Outliers due to high turbidity >150 NTU

Page 15: In-situ monitoring of BOD and DOC using fluorescence sensorsIn-situ monitoring of BOD and DOC using fluorescence sensors Kieran Khamis, Chris Bradley, David Hannah, Rob Stevens k.khamis@bham.ac.uk

Multi-wavelength models

Multi parameter regression models –

BOD (R2 = 0.93) DOC (R2 = 0.93)

Turbidity HLF

TLF TLF

Page 16: In-situ monitoring of BOD and DOC using fluorescence sensorsIn-situ monitoring of BOD and DOC using fluorescence sensors Kieran Khamis, Chris Bradley, David Hannah, Rob Stevens k.khamis@bham.ac.uk

Continuous data

Page 17: In-situ monitoring of BOD and DOC using fluorescence sensorsIn-situ monitoring of BOD and DOC using fluorescence sensors Kieran Khamis, Chris Bradley, David Hannah, Rob Stevens k.khamis@bham.ac.uk

Continuous data

Rapid flush of reactive organic matter from/through engineered system

Delayed flush of less reactive organic matter from natural environment

DOC

BOD

Page 18: In-situ monitoring of BOD and DOC using fluorescence sensorsIn-situ monitoring of BOD and DOC using fluorescence sensors Kieran Khamis, Chris Bradley, David Hannah, Rob Stevens k.khamis@bham.ac.uk

Temperature correction

DOC

BOD

Over estimation of flux without compensation

Page 19: In-situ monitoring of BOD and DOC using fluorescence sensorsIn-situ monitoring of BOD and DOC using fluorescence sensors Kieran Khamis, Chris Bradley, David Hannah, Rob Stevens k.khamis@bham.ac.uk

Temperature correction

DOC

BOD

Important to account for- particularly when longer term monitoring for restoration/ infra structure development

Page 20: In-situ monitoring of BOD and DOC using fluorescence sensorsIn-situ monitoring of BOD and DOC using fluorescence sensors Kieran Khamis, Chris Bradley, David Hannah, Rob Stevens k.khamis@bham.ac.uk

Conclusions and implications

Multi-wavelength fluorescence (+turbidity and temperature)

offers a robust proxy for in-situ measurement of DOC and BOD.

In-situ fluorescence monitoring - a cost effective monitoring solution.

Important to adequately compensate for thermal quenching

and turbidity interference (incorporate into regression model) .

In-situ fluorescence can provide new insights into OM process/water quality dynamics at higher resolution than hitherto.

Page 21: In-situ monitoring of BOD and DOC using fluorescence sensorsIn-situ monitoring of BOD and DOC using fluorescence sensors Kieran Khamis, Chris Bradley, David Hannah, Rob Stevens k.khamis@bham.ac.uk

Conclusions and implications

Two conceptual organic matter sources - fast (engineered

environment) and slow (natural environment). The sensor/approach can easily be adopted by a range of end-

users : (i) Academics - improve understanding of catchment hydrology and OM dynamics; (ii) Utilities / industry - improve process control and effluent monitoring; (iii) Monitoring bodies – increase resolution of BOD monitoring for legislative purposes.

Page 22: In-situ monitoring of BOD and DOC using fluorescence sensorsIn-situ monitoring of BOD and DOC using fluorescence sensors Kieran Khamis, Chris Bradley, David Hannah, Rob Stevens k.khamis@bham.ac.uk

Acknowledgments

Richard Johnson and Mel Bickerton (University of Birmingham) James Sorenson and Pete Williams (BGS) Phil Blaen (University of Birmingham) James Chapman (RS Hydro)