Research Ideas and Outcomes : Grant Proposal
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Corresponding author: Adam Hambly (adaha@aqua.dtu.dk)
Received: 29 Jan 2018 | Published: 31 Jan 2018
© 2018 Adam Hambly, Colin Stedmon
This is an open access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Citation: Hambly A, Stedmon C (2018) FluoRAS Sensor - Online organic matter for optimising recirculating aquaculture systems. Research Ideas and Outcomes 4: e23957. https://doi.org/10.3897/rio.4.e23957
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FluorRAS will develop a sensor that can save recycled fish farms 30% per year in water and energy consumption for water treatment, as well as optimize nitrogen removal. The sensor will be developed in a partnership between engineers (Krüger A / S) and researchers (DTU), and the product will be made available to the entire sector through Danish Aquaculture. Global aquaculture production is expected to double within the next 15 years. Recycling technology has a great potential for supporting environmentally and economically sustainable production. However, the technology has some challenges in balancing both the maintenance of necessary water quality and water treatment costs. Loss of production due to poor water quality is expensive and can be avoided with correct sensor systems. Accumulation of dissolved organic matter and nutrients in the water reduce the effectiveness of UV treatment, is a source of nutrition for opportunistic pathogens, and reduces the effectiveness of the biofilter's removing ammonia. Modern recycling systems are therefore dependent on a network of online sensors that monitor and respond to changes in water quality, but currently there is a need for a sensor to monitor the accumulation of organic matter. FluoRAS aims to fill this gap in technology by developing an online fluorescence sensor. The sensor is based on non-destructive, online optical technology that does not require chemicals and can run continuously.
Recirculating Aquaculture System, sensors, nitrogen, ammonia
Patrizio Mariani, Technical University of Denmark
Michael Bech, Kruger A/S
Kaare Michelsen, Danish Aquaculture
The purpose of the FluoRAS project is to develop an online sensor that could become an important tool for the optimisation of recirculating aquaculture system (RAS) technology. Controlling organic matter concentrations within aquaculture water will benefit the Danish RAS industry by: enhancing nitrification; reducing water demand; reducing UV treatment energy costs; and controlling nitrogen discharge, resulting in a competitive advantage. Partnering with a state-of-the-art Danish RAS manufacturer (Kruger A/S) and Dansk Akvakultur (The Danish Aquaculture Organisation), the sensor system will be made available for integration into any existing or future commercial Danish RAS production lines, and also as a stand-alone sensor product for custom application by Danish aquaculture operators. With the potential for significant positive environmental effects, and by lowering the cost of RAS production, the project thus covers the entire market value chain, from RAS facilities producers to consumers.
The FluoRAS sensor is based on non-invasive, non-destructive, optical technology that does not require any chemicals, and can be carried out continuously online. The sensor uses underwater fluorescence spectroscopy and will be applied to aquaculture production, providing a real-time monitoring tool to improve the environmental and economic efficiency of RAS. The project is based on a strong proof-of-concept (
Global aquaculture production is expected to double in the next 15 years and RAS are recognised as an important component of sustainable and environmentally green seafood production (
One of the more common water quality problems in RAS is organic matter (OM). From a microbial water quality perspective, OM absorbs UV radiation and shields microbes from UV treatment, resulting in decreased microbial disinfection. For instance, approximately halving the organic matter concentration from 5,8 to 2,3 mg/L sees a 30% increase in microbial destruction by UV treatment (
As it is an important component of water quality, OM has been a topic of increasing interest within both natural and engineered aquatic systems. A proportion of the OM within these systems consists of fluorescent dissolved organic matter (fDOM) and its properties can be characterised using fluorescence spectroscopy. FDOM analysis has been successfully used to trace ocean outfalls, confirm ship ballast exchange in sensitive marine environments, detect low levels of river contamination, and to assess drinking water, recycled water and wastewater treatment performance and water quality monitoring (
The number of commercially available, simplified fluorescence sensors for aquatic applications has been slowly increasing; and each has a targeted range of wavelengths and sensitivities that are designed and tested for specific applications. So far, these sensors have been developed for oceanographic applications and as yet, no such sensor has been developed and optimised for use specifically within RAS. There is clear potential for the RAS industry to benefit from development of such a sensor, and this is precisely what the FluoRAS project aims to do: develop a database of fluorescence EEMs, which can then be used to design a simplified fluorescence sensor for online organic matter monitoring of any existing RAS.
The project combines expertise in online organic matter analysis and multivariate data modelling (DTU Aqua), with project partners that provide access to state-of-the-art, commercial-scale RAS (Krüger A/S), and regular contact with the wider Danish RAS industry (DanskAkvakultur) for on-going design feedback and dissemination. This combination is key to the successful development of an online, RAS organic matter sensor, to lower Danish RAS production costs, decrease operational water quality risks, and encourage sector growth by increasing the green and economic sustainability of entire Danish RAS industry.
To achieve this, the FluoRAS project will be divided into 5 Work Packages, which will be carried out over 3,25 years:
WP1. Benchmark EEM Dataset – RAS Variability (TRL1): The bulk of this work package will be regular, discrete water sampling of operating commercial RAS(s) to capture the full range of RAS water quality variability that is to be expected within a full production cycle. This will include short-term, high frequency sampling to capture diurnal variability due to daily fish behaviour patterns, feeding patterns and environmental cycling conditions, as well as long-term, lower frequency sampling to capture changes in water quality due to season and fish growth cycles (typically up to 12 months) amongst others. Nutrient and bulk water quality analyses will accompany fluorescence EEM spectroscopy analyses. WP1 sampling will be carried out at Kruger’s RAS facilities in Denmark, which are representative of typical RAS facilities in operation throughout Denmark. They will therefore serve as an excellent model system for design of the FluoRAS sensor system. Samples will be taken from throughout the system, and analysis of RAS water samples will be conducted at DTU.
Output to WP3: Full RAS cycle EEM reference dataset, for multi-way and multivariate analysis.
WP2. Benchmark EEM Dataset - RAS Failure (TRL1): This work package will consist of laboratory studies concerning potential contamination of RAS water due to hazardous events. These events include feeding failure (severe over and underfeeding), individual water treatment process failures (filtration and UV failure), and operational changes, which will be confirmed by Dansk Akvakultur with input received from consultation with the Danish RAS industry. These studies will be conducted at DTU on multiple large volume water samples provided by project partners, and will analytically document the changes in OM, nutrients, and bulk water quality according to the type, and severity of the contamination or failure events.
Output to WP3: RAS failure EEM reference dataset, for multi-way and multivariate analysis.
WP3. Optimise Sensor Specifications (TRL2): WP1 and WP2 will require data analysis and modelling to determine the optimal wavelengths for monitoring of RAS water for organic matter. This will be carried out at DTU Aqua by way of extensive multi-way analysis and multivariate modelling (PCA, PLS and PARAFAC analysis). PARAFAC analysis will deconstruct the EEM datasets into individually varying organic matter components, which can then be combined with nutrient and bulk water quality datasets to determine the potential for relevant proxy measurements by optical methods.
Outputs to WP4:
WP4. Online System Proof of Concept (TRL3-4): This work package leads directly on from the outcomes of WP3, for the design, construction and operational performance assessment of the FluoRAS sensor system. A commercially available fluorescence emission sensor (Ocean Optics) will be utilised along with custom-built excitation light sources, with wavelengths as specified by the outcomes of WP3. Software will also be developed to process the fluorescence signals for maximum sensitivity. Krüger A/S will be responsible for sensor construction, with design and laboratory performance testing by DTU Aqua. Krüger A/S will also develop the software required for its integration into existing monitoring systems, with signal processing advice from DTU Aqua.
Output to WP5: functional prototype FluoRAS sensor and software for full-scale system trials.
WP5. Full-Scale Trials and Industry Dissemination (TRL5): The final work package involves the long-term, field-testing of the FluoRAS sensor system developed in WP4. This will be carried out on a commercial-scale RAS (Hanstholm, Denmark, operated by Krüger A/S) over a full RAS operational cycle of 12 months. The online, continuous monitoring system will be quality controlled and verified with parallel discrete sampling and laboratory analysis in a similar manner to WP1.
Output:
The green sustainability effects of the FluoRAS project are based on the development of an online organic matter sensor, allowing the implementation and optimisation of organic matter removal. This leads to significant positive green effects within three main areas: (a) nitrogen reduction; (b) decreased climate impacts (CO2); and (c) more sustainable use of resources.
The green effects (Table
Impact table - Green Sustainability
Parameters |
Effect |
Distribution |
Total Effecct |
Reference |
Minimizing the nutrient surplus (Nitrogen) |
Up to 30% saved |
219,2 t / year |
65,6 t / year |
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Limiting climate effects (CO2 equivalents) |
Up to 30% saved |
52 t / year |
16 t / year |
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Sustainable water utilization |
Up to 30% |
584.000 m3 / year |
175.200 m3 / year |
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Impact table - Economic sustainability
Parameters |
Effect |
Distribution |
Total Effecct |
Reference |
further economic impact |
Water use UV electricity |
26 million DKK 174.000 DKK |
7.9 million DKK 52.120 DKK |
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quality and added value per raw material unit |
100.000 DKK Per sensor |
30-300 units |
3-30 million DKK |
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The economic effects and green effects of online sensing and optimising of organic matter loads in RAS are inherently linked. Decreasing organic matter loads leads to decreased water consumption and more efficient nitrogen removal, which thereby lowers the UV treatment requirements and provides positive environmental effects. Decreased annual UV treatment requirements and annual water consumption further leads to direct economic savings for RAS operators.
The economic effects within FluoRAS are projected to come from three main areas:
The FluoRAS project requires highly specific knowledge, skills, and facilities, which can be brought together by collaboration between DTU Aqua, Kruger A/S, and DanskAkvakultur. The project is to be hosted at DTU-Aqua – National Institute of Aquatic Resources – an institute at the Technical University of Denmark (DTU), which conducts teaching and research into all types of aquatic habitats. The institute is located at DTU’s main campus (Lyngby) and equipped with new analytical facilities for carrying out a broad spectrum of RAS water quality analyses, including the current state-of-the-art in fluorescence EEM analysis (Horiba Aqualog), UV absorbance spectroscopy, nutrient analyses, high performance liquid chromatography (HPLC), and total and dissolved organic carbon (TOC and DOC) analyses. The project will be co-ordinated by Dr Colin Stedmon and DTU Aqua, who will also be responsible for project management, with Dr Adam Hambly carrying out the majority of experimental work with technical advice from Dr Patrizio Mariani. Dr Colin Stedmon is one of Europe’s leading researchers in the field of fluorescence characterisation of organic matter in aquatic systems, and is responsible for developing the now widely applied and cited methods to characterise organic matter fluorescence. Dr Adam Hambly, is one of only a handful of researchers in the world to have worked with and published peer-reviewed literature on in situ fluorescence techniques, and one of even fewer to have experience with in situ and online fluorescence to monitor various anthropogenic water sources, including aquaculture. Together they have published the first paper investigating the potential of fluorescence spectroscopy for characterising OM in RAS water (
Dr Michael Bech is the RAS project developer for Krüger A/S, a Danish company who develops state of the art RAS systems that integrate advanced water treatment technologies, together with Erik Gutzman (aquaculture specialist), Kim Sundmark (Senior process engineer) and Anders Bertelsen (Aquaculture project manager). Krüger A/S will provide access to state-of-the-art commercial RAS facilities in Denmark, along with their expert knowledge in commercial RAS design, operation and management. Kaare Michelsen (chief technology and advisory consultant at Dansk Akvakultur), will provide direct access to the rest of the Danish RAS industry, for important design feedback and technology dissemination. This combination and crossover of analytical, practical, and industry knowledge between the project partners provides the knowledge and synergy for the FluoRAS project to see successful completion of all work packages.
WP1 and WP2 can both be carried out at DTU Aqua on samples taken from commercial RAS facilities operated by Krüger A/S. Dansk Akvakultur will facilitate feedback from the RAS industry as to detailing the focus of RAS treatment failure types around which to develop WP2 datasets. The multivariate analysis and modelling contained within WP3 is to be carried out by DTU Aqua. WP4 will be jointly shared by DTU Aqua and Krüger A/S, who will perform the necessary design and modifications to a commercially available fluorescence sensor as specified by DTU Aqua, as well as software design for optimal fluorescence signal processing. Tasks within WP5 will be carried out by DTU Aqua, Krüger A/S, and Dansk Akvakultur, to combine the practicalities of running the new FluoRAS sensor continually within a commercial scale RAS, together with discrete sampling and laboratory analysis for validation, and finally communication and promotion within the Danish RAS industry. All partners will be equally responsible for dissemination activities, though Dr Stedmon will ultimately be responsible for the co-ordination of this process. The project steering committee will consist of three members: Dr Colin Stedmon (DTU Aqua); Dr Adam Hambly (DTU Aqua); and Dr Michael Bech (Krüger A/S). They will be responsible for the overall direction of the project, with regular meetings to monitor progress and ensure targets are met. The work plan will be co-ordinated at an initial kick-off meeting with project partners, and progress will be continually re-assessed at regular meetings.
The FluoRAS project will build on the outcomes of pilot trials and results achieved within projects collaborated between DTU Aqua and Krüger A/S, and a number of other international projects. Dr Colin Stedmon and Krüger A/S successfully developed a prototype sensor for drinking water through the combination of two projects:
a) Aquafingerprint (2009-2010, By- og Landskabsstyrelsen, Miljøministeriet); and
b) Aqua Fingerprint Early warning for Contamination of Drinking Water (2011-2012, Naturstyrelsen, Miljøministeriet).
Dr Patrizio Mariani is currently leading the observational technologies research group at DTU Aqua, developing remote operated vehicles for aquatic monitoring. There is great potential for significant knowledge transfer between this and the FluoRAS project. Dr Colin Stedmon and Dr Adam Hambly are both experts in the optical properties of aquatic organic matter, and have utilised these analytical expertise for project applications ranging from oceanography and climate change research to desalination research, drinking water and wastewater treatment optimisation, and drinking water contamination detection. They have also recently published the first paper to utilise fluorescence EEM analysis for the characterisation of RAS (
The FluoRAS project will incorporate two project partners for development (Kruger A/S), and dissemination to relevant Danish RAS operators (Dansk Akvakultur). Krüger A/S has its headquarters in Copenhagen, works in close co-operation with Krüger Kaldnes in Norway, and constitutes the core of the aquaculture sector of Veolia. Veolia is a leading global company for waste water treatment systems and drinking water with approximately 200.000 employees in 61 countries, and an interest and expertise in water quality monitoring technology.
The Danish Aquaculture Organisation (DanskAkvakultur), is the trade association for Danish Aquaculture, representing over 160 Danish companies across the entire value chain. This industry network will be vital for sensor outcome validation and the dissemination of the results to the Danish RAS industry in an efficient and timely manner.
FluoRAS integrates partners across the value chain to optimise the projects reach to diverse stakeholders.
The final output of the FluoRAS project is an online organic matter sensor and software system that can be fitted to any pre-fabricated commercial or pilot scale RAS. The main components are:
Off-the-shelf fluorescence emission sensors will be selected based on highest performance/cost ratio and will not be a bottleneck for mass system production. These will be customised to allow light sources at the optimal wavelengths determined by WP1, WP2 and WP3.
One of the project partners (Kruger A/S) expertise, is the design and production of custom software-operated water treatment monitoring systems. These currently see such applications including wastewater treatment, as well as drinking water treatment and distribution across much of Denmark. Software development and sensor integration is commonplace within the company, and they will therefore deliver the software system required to integrate the FluoRAS sensor into any existing online RAS monitoring network.
The project foreground knowledge and IP will be retained by project partners, but licensed for free to all Danish RAS operators. This approach aims to stimulate open innovation in aquaculture sensor systems within Denmark, which, in combination with off-the-shelf fluorescence sensor hardware, minimises bottlenecks for scalable production. Freely licensed distribution of design specifications to the Danish sector will be in partnership with Dansk Akvakultur – The Danish Aquaculture Organisation. This approach aims to:
We believe this to be consistent with the core ethics surrounding the best use of Danish public funding. The additional option for Danish RAS operators is a packaged sensor product, which can be integrated into any existing RAS monitoring network (and likely the most cost effective option for smaller RAS operators). Kruger A/S will be responsible for assembly and distribution of the packaged product, which, given their expanding position in both the Danish and Global aquaculture markets, makes them well suited for distribution of a Danish product to a growing worldwide market (
The potential for reverse-engineering the FluoRAS sensor by global operators is not a concern as:
More specifically, this is the entire Danish RAS industry, through Dansk Akvakultur’s project dissemination activies.
Currently, aquaculture provides over 50% of the worlds seafood production – an inherently increasing number due to an increasing world population, combined with limited or reduced wild fisheries production. In order to reach seafood demand without further overfishing, the industry is looking to RAS as a sustainable, green production method.
The Danish RAS market is valued at over 97 million Kr (
The project partner Krüger A/S currently operates a full-scale commercial RAS in Hanstholm, Denmark, where Kingfish are being farmed for high value sashimi production and accounts for 25% of Danish RAS production alone. In addition to their expertise in developing water quality sensor networks, this makes Kruger A/S an ideal industry partner for developing the FluoRAS sensor system. Kruger A/S also operate a number of other RAS outside of Denmark (including Norway and Switzerland) and are expanding their RAS facilities by 3-4 units annually over the next 5 years. Their unique position within both the Danish and international aquaculture markets makes Kruger A/S an ideal partner in the expansion of the Danish RAS industry, and distribution of Danish RAS products. By making the FluoRAS sensor available to all Danish RAS operators (not only Kruger A/S) with the expertise and industry member-base of Dansk Akvakultur, the Danish aquaculture industry will have a competitive edge in RAS technology, to build and operate the most cost-effective, reliable, low-risk and sustainable production facilities possible.
RAS industry growth is reliant on improved economics, and environmental sustainability to stay in line with tightening regulations. Within the last 10 years, advances in technology and innovation have been the driver behind industry growth (
The market price of current oceanographic fluorescence emission detectors is in the range of 10-30.000 Kr each. Based on the purchase of off-the-shelf products, the modifications required to optimise them to RAS, and the development of software to process the signal, a conservative estimate is a 200% profit on unit sale price estimate of 150.000 Kr per sensor system. This cost pales in comparison to the total capital cost of a RAS facility. For instance, the capital cost of a Kruger RAS unit is around 65.000.000 Kr (data provided by Kruger A/S) – the FluoRAS sensor system adds only 0,25% in total capital cost of such a RAS facility. The potential annual cost savings through water and energy for that RAS unit (1.98 mio. Kr) means that a single FluoRAS sensor system could essentially pay for itself within 30 days of optimised RAS operation. As the software development cost is a large proportion of the total (and a single fixed cost) the cost of each subsequent FluoRAS sensor system will then decrease, as more units are produced. The low proportional cost of the system compared to annual estimated energy and water savings, also makes the FluoRAS sensor system a competitive product to the aquaculture market as stand-alone product.
Due to the low purchase cost of the sensor system, and since all RAS require nitrification treatment, the sensor purchase and integration would be highly economical to even the smallest of RAS operators, both in Denmark and abroad. As the sensor can be integrated into any operating RAS unit, there is a well-defined, large, and expanding market for the FluoRAS sensor product. This also means that every RAS facility is part of the potential market base for the FluoRAS sensor system. By 2020, this will include between 30 and 300 new commercial RAS systems - which equates to between 3-30 mio. kr. of potential sensor revenue by 2020 figures (
Project partner Krüger A/S currently operates one large commercial RAS facility in Hanstholm, Denmark, as well as in Fredrikstad, Norway (operational start of 2018), and Lostallo, Switzerland, with plans for moderate expansion of 3-4 operational units per year over the next 3-5 years. Dansk Akvakultur (The Danish Aquaculture Farmers Association) also has a membership base of over 160 Danish aquaculture producers. By integrating them as a project partner, the Danish RAS industry will be accessed through their unique aquaculture professional member network, and thus provide the optimal dissemination of the FluoRAS sensor.
The business model integrates economic benefits for each sector in the short RAS value chain: RAS Designers –> RAS facilities builders –> RAS operators –> seafood sales. The model is positioned in a sector with predicted large national and global growth. Danish aquaculture production has been targeted for 25% growth by 2020 (
For an initial, and one off investment of less than 4.5 million DKK by GUDP, the project offers significant return on investment with a product that could save approximately 8 million DKK per year in Danish RAS operating costs, and up to 30 million DKK in sensor revenue by 2020 estimates.
As well as over 8 times initial Return On Investment (ROI) for GUDP by 2020, this can measurably add to the competitiveness of Danish-built facilities, lower running costs for Danish aquaculture farmers and reduce the risk of loss of stock due to outbreaks (up to 20 million DKK per event). Ultimately, running costs savings and seafood health safety benefits would be passed on to the consumer. The FluoRAS sensor system can be also be marketed as a Danish product to supply Danish and global RAS operators. Relative design simplicity based on modified off-the-shelf hardware and purpose-built software package, also allows for scaling up production to match expected sector growth. The dissemination and promotion activities with Dansk Akvakultur will provide the best pathway for dissemination and access to the Danish RAS industry (independent from RAS design or manufacturer), and in partnership with Kruger A/S, and their global industry links through their Veolia parent company, will enable wider access to the global RAS market.
All calculations for the figures above have been performed based on conservative estimates, allowing for further growth in the business model.
As described in the text, calculations in Table
The project's specific GREEN effects:
The project's specific ECONOMIC effects:
The Ministry of Environment and Food, GUDP (Green Development and Demonstration Programme) - Rejected
Technical University of Denmark - DTU Aqua