scispace - formally typeset
Search or ask a question

Showing papers by "Michigan Technological University published in 2014"


Journal ArticleDOI
TL;DR: The RepRap as discussed by the authors is an open-source self-replicating rapid prototyper that makes 3D polymer-based printers readily available to the public at low costs.

911 citations


Journal ArticleDOI
TL;DR: This work describes the PEBL Test Battery, a set of approximately 70 behavioral tests which can be freely used, shared, and modified, and discusses the ethical factors involved in the open source testing movement.

709 citations


Journal ArticleDOI
TL;DR: This work presents a novel and scalable approach to solve the challenge of integrating nanofiltration and X-ray diffraction for high-performance liquid chromatography of Na6(CO3SO4)(SO4)+.
Abstract: Liqiang Mai,*,† Xiaocong Tian,† Xu Xu,† Liang Chang,‡ and Lin Xu†,§ †State Key Laboratory of Advanced Technology for Materials Synthesis and Processing, WUT-Harvard Joint Nano Key Laboratory, Wuhan University of Technology, Wuhan 430070, China ‡Department of Materials Science and Engineering, Michigan Technological University, Houghton, Michigan 49931-1295, United States Department of Chemistry and Chemical Biology, Harvard University, Cambridge, Massachusetts 02138, United States

603 citations


Journal ArticleDOI
A. Aab1, P. Abreu2, P. Abreu3, Marco Aglietta4  +511 moreInstitutions (70)
TL;DR: In this article, a study of the distributions of the depth of maximum, X-max, of extensive air-shower profiles with energies above 10(17.8) eV was performed with the fluorescence telescopes of the Pierre Auger Observatory.
Abstract: We report a study of the distributions of the depth of maximum, X-max, of extensive air-shower profiles with energies above 10(17.8) eV as observed with the fluorescence telescopes of the Pierre Auger Observatory. The analysis method for selecting a data sample with minimal sampling bias is described in detail as well as the experimental cross-checks and systematic uncertainties. Furthermore, we discuss the detector acceptance and the resolution of the X-max measurement and provide parametrizations thereof as a function of energy. The energy dependence of the mean and standard deviation of the X-max distributions are compared to air-shower simulations for different nuclear primaries and interpreted in terms of the mean and variance of the logarithmic mass distribution at the top of the atmosphere.

408 citations


Journal ArticleDOI
TL;DR: In this paper, the authors examine the contribution of trees versus soil to total ecosystem carbon storage in a temperate forest and investigate the mechanisms by which soils accumulate carbon in response to two decades of elevated nitrogen inputs.
Abstract: The terrestrial biosphere sequesters up to a third of annual anthropogenic carbon dioxide emis- sions, offsetting a substantial portion of greenhouse gas forcing of the climate system. Although a number of factors are responsible for this terrestrial carbon sink, atmospheric nitrogen deposition contributes by enhancing tree productivity and promoting carbon storage in tree biomass. Forest soils also represent an important, but understudied carbon sink. Here, we examine the contribution of trees versus soil to total ecosystem carbon storage in a temperate forest and investigate the mechanisms by which soils accumulate carbon in response to two decades of elevated nitrogen inputs. We find that nitrogen-induced soil carbon accumulation is of equal or greater magnitude to carbon stored in trees, with the degree of response being dependent on stand type (hardwood versus pine) and level of N addition. Nitrogen enrichment resulted in a shift in organic matter chemistry and the microbial community such that unfertilized soils had a higher relative abundance of fungi and lipid, phenolic, and N-bearing compounds; whereas, N-amended plots were associated with reduced fungal biomass and activity and higher rates of lignin accumulation. We conclude that soil carbon accumulation in response to N enrichment was largely due to a suppression of organic matter decomposition rather than enhanced carbon inputs to soil via litter fall and root production.

285 citations


Journal ArticleDOI
TL;DR: In this paper, the authors investigated the impact of various aspects of co-competition such as competition dominant, cooperation dominant, and balanced coopetition on innovation performance in the semiconductor industry.

283 citations


Journal ArticleDOI
TL;DR: A synthetic mimic of mussel adhesive protein, dopamine-modified four-armed poly(ethylene glycol) (PEG-D4), was combined with a synthetic nanosilicate, Laponite, to form an injectable naoncomposite tissue adhesive hydrogel, which significantly reduced the cure time and enhanced the bulk mechanical and adhesive properties of the adhesive.
Abstract: A synthetic mimic of mussel adhesive protein, dopamine-modified four-armed poly(ethylene glycol) (PEG-D4), was combined with a synthetic nanosilicate, Laponite (Na0.7+(Mg5.5Li0.3Si8)O20(OH)4)0.7–), to form an injectable naoncomposite tissue adhesive hydrogel. Incorporation of up to 2 wt % Laponite significantly reduced the cure time while enhancing the bulk mechanical and adhesive properties of the adhesive due to strong interfacial binding between dopamine and Laponite. The addition of Laponite did not alter the degradation rate and cytocompatibility of PEG-D4 adhesive. On the basis of subcutaneous implantation in rat, PEG-D4 nanocomposite hydrogels elicited minimal inflammatory response and exhibited an enhanced level of cellular infiltration as compared to Laponite-free samples. The addition of Laponite is potentially a simple and effective method for promoting bioactivity in a bioinert, synthetic PEG-based adhesive while simultaneously enhancing its mechanical and adhesive properties.

274 citations


Journal ArticleDOI
TL;DR: A novel hydrogel actuator that combines ionoprinting techniques with reversible catechol-metal ion coordination chemistry found in mussel adhesive proteins is developed.
Abstract: A novel hydrogel actuator that combines ionoprinting techniques with reversible catechol-metal ion coordination chemistry found in mussel adhesive proteins is developed. Deposited metal ions increase the local crosslinking density, which induces sharp bending of the hydrogel. Reversibly bound metal ions can be removed and reintroduced in a different pattern so that the hydrogel can be reprogrammed to transform into a different 3-dimentional shape.

265 citations


Journal ArticleDOI
TL;DR: The protocol described herein provides a standardized approach for proper analysis of hydrogel rheological properties and was evaluated using a composite Matrigel™-methylcellulose hydrogels blend whose mechanical properties were previously unknown.
Abstract: Hydrogels are studied extensively for many tissue engineering applications, and their mechanical properties influence both cellular and tissue compatibility. However, it is difficult to compare the mechanical properties of hydrogels between studies due to a lack of continuity between rheological protocols. This study outlines a straightforward protocol to accurately determine hydrogel equilibrium modulus and gelation time using a series of rheological tests. These protocols are applied to several hydrogel systems used within tissue engineering applications: agarose, collagen, fibrin, Matrigel™, and methylcellulose. The protocol is outlined in four steps: (1) Time sweep to determine the gelation time of the hydrogel. (2) Strain sweep to determine the linear-viscoelastic region of the hydrogel with respect to strain. (3) Frequency sweep to determine the linear equilibrium modulus plateau of the hydrogel. (4) Time sweep with values obtained from strain and frequency sweeps to accurately report the equilibrium moduli and gelation time. Finally, the rheological characterization protocol was evaluated using a composite Matrigel™-methylcellulose hydrogel blend whose mechanical properties were previously unknown. The protocol described herein provides a standardized approach for proper analysis of hydrogel rheological properties.

262 citations


Journal ArticleDOI
TL;DR: In this paper, a sealed rotating disk electrode (RDE) setup coupled with a gas chromatograph (GC) was used to evaluate the performance of four carbon-supported Cu catalysts toward CO2 electroreduction to hydrocarbons.
Abstract: Activities of Cu nanoparticles supported on carbon black (VC), single-wall carbon nanotubes (SWNTs), and Ketjen Black (KB) toward CO2 electroreduction to hydrocarbons (CH4, C2H2, C2H4, and C2H6) are evaluated using a sealed rotating disk electrode (RDE) setup coupled to a gas chromatograph (GC). Thin films of supported Cu catalysts are deposited on RDE tips following a procedure well-established in the fuel cell community. Lead (Pb) underpotential deposition (UPD) is used to determine the electrochemical surface area (ECSA) of thin films of 40 wt % Cu/VC, 20 wt % Cu/SWNT, 50 wt % Cu/KB, and commercial 20 wt % Cu/VC catalysts on glassy carbon electrodes. Faradaic efficiencies of four carbon-supported Cu catalysts toward CO2 electroreduction to hydrocarbons are compared to that of electrodeposited smooth Cu films. For all the catalysts studied, the only hydrocarbons detected by GC are CH4 and C2H4. The Cu nanoparticles are found to be more active toward C2H4 generation versus electrodeposited smooth copper ...

253 citations


Journal ArticleDOI
TL;DR: The Landsat program has provided continuous earth observation data for the past 41 years as discussed by the authors, and the Landsat data are systematically collected and archived following a series of series of missions.
Abstract: Unique among Earth observation programs, the Landsat program has provided continuous earth observation data for the past 41 years. Landsat data are systematically collected and archived following a...

Journal ArticleDOI
TL;DR: In this paper, a life cycle analysis study was performed on the recycling of high density polyethylene into filament suitable for additive layer manufacturing with 3-D printers, and the results showed that distributed recycling uses less embodied energy than the best-case scenario used for centralized recycling.

Journal ArticleDOI
TL;DR: An improved representation of NMVOCs in a global 3-D chemical transport model (GEOS-Chem) is used and it is shown that it can simulate PAN observations from aircraft campaigns worldwide and is very sensitive to plume chemistry and plume rise.
Abstract: . Peroxyacetyl nitrate (PAN) formed in the atmospheric oxidation of non-methane volatile organic compounds (NMVOCs) is the principal tropospheric reservoir for nitrogen oxide radicals (NOx = NO + NO2). PAN enables the transport and release of NOx to the remote troposphere with major implications for the global distributions of ozone and OH, the main tropospheric oxidants. Simulation of PAN is a challenge for global models because of the dependence of PAN on vertical transport as well as complex and uncertain NMVOC sources and chemistry. Here we use an improved representation of NMVOCs in a global 3-D chemical transport model (GEOS-Chem) and show that it can simulate PAN observations from aircraft campaigns worldwide. The immediate carbonyl precursors for PAN formation include acetaldehyde (44% of the global source), methylglyoxal (30%), acetone (7%), and a suite of other isoprene and terpene oxidation products (19%). A diversity of NMVOC emissions is responsible for PAN formation globally including isoprene (37%) and alkanes (14%). Anthropogenic sources are dominant in the extratropical Northern Hemisphere outside the growing season. Open fires appear to play little role except at high northern latitudes in spring, although results are very sensitive to plume chemistry and plume rise. Lightning NOx is the dominant contributor to the observed PAN maximum in the free troposphere over the South Atlantic.

Journal ArticleDOI
A. Aab1, P. Abreu2, Marco Aglietta3, E. J. Ahn4  +481 moreInstitutions (53)
TL;DR: In this article, the authors examined the implications of the distributions of the depths of atmospheric shower maximum (X-max) using a hybrid technique, for composition and hadronic interaction models, and found that their data are not well described by a mix of protons and iron nuclei over most of the energy range.
Abstract: Using the data taken at the Pierre Auger Observatory between December 2004 and December 2012, we have examined the implications of the distributions of depths of atmospheric shower maximum (X-max), using a hybrid technique, for composition and hadronic interaction models. We do this by fitting the distributions with predictions from a variety of hadronic interaction models for variations in the composition of the primary cosmic rays and examining the quality of the fit. Regardless of what interaction model is assumed, we find that our data are not well described by a mix of protons and iron nuclei over most of the energy range. Acceptable fits can be obtained when intermediate masses are included, and when this is done consistent results for the proton and iron-nuclei contributions can be found using the available models. We observe a strong energy dependence of the resulting proton fractions, and find no support from any of the models for a significant contribution from iron nuclei. However, we also observe a significant disagreement between the models with respect to the relative contributions of the intermediate components.

Journal ArticleDOI
TL;DR: In this paper, the authors examined the relative importance environmental motivations, economic considerations, and the demographic characteristics and network relations influencing the adoption and diffusion of innovations, and found that environmental values alone are not enough, and are not always necessary, to motivate adoption.
Abstract: This research explores the question, what motivates homeowners to adopt residential solar electric technology? Through interviews with 48 people across the state of Wisconsin, this paper examines the relative importance environmental motivations, economic considerations, and the demographic characteristics and network relations influencing the adoption and diffusion of innovations. This study suggests (1) environmental values alone are not enough, and are not always necessary, to motivate adoption; (2) rational economic calculation in the narrow sense of calculated return on investment or payback period is less important than the particular timing of economic events within a household; and (3) perceiving oneself as an early adopter is only important for some, while communication through social networks occurs in the context of communities of information. Further, these Wisconsin homeowners shared an unexpected characteristic that they identified as motivating adoption – an interest in technical innovation and enjoyment of the technical aspects of energy systems. The findings from this empirical case study offer general insight for understanding investment in renewable energy technologies at the residential scale, suggesting means of improving environmental and energy policy and highlighting avenues for future research.

Journal ArticleDOI
24 Jun 2014-Langmuir
TL;DR: In this paper, a solution-phase nanocapsule method for active and durable electrocatalytic oxygen evolution reaction (OER) catalysts in alkaline electrolyte was proposed.
Abstract: The electrocatalytic oxygen evolution reaction (OER) is a critical anode reaction often coupled with electron or photoelectron CO2 reduction and H2 evolution reactions at the cathode for renewable energy conversion and storage. However, the sluggish OER kinetics and the utilization of precious metal catalysts are key obstacles in the broad deployment of these energy technologies. Herein, inexpensive supported 4 nm Ni–Fe nanoparticles (NiyFe1–yOx/C) featuring amorphous structures have been prepared via a solution-phase nanocapsule method for active and durable OER electrocatalysts in alkaline electrolyte. The Ni–Fe nanoparticle catalyst containing 31% Fe (Ni0.69Fe0.31Ox/C) shows the highest activity, exhibiting a 280 mV overpotential at 10 mA cm–2 (equivalent to 10% efficiency of solar-to-fuel conversion) and a Tafel slope of 30 mV dec–1 in 1.0 M KOH solution. The achieved OER activity outperforms NiOx/C and commercial Ir/C catalysts and is close to the highest performance of crystalline Ni–Fe thin films r...

Journal ArticleDOI
17 Sep 2014-PLOS ONE
TL;DR: A new open-source method for developing and manufacturing high-quality scientific equipment suitable for use in virtually any laboratory and on the order of 5% or less than one would expect to pay for a commercial syringe pump having similar performance.
Abstract: This article explores a new open-source method for developing and manufacturing high-quality scientific equipment suitable for use in virtually any laboratory. A syringe pump was designed using freely available open-source computer aided design (CAD) software and manufactured using an open-source RepRap 3-D printer and readily available parts. The design, bill of materials and assembly instructions are globally available to anyone wishing to use them. Details are provided covering the use of the CAD software and the RepRap 3-D printer. The use of an open-source Rasberry Pi computer as a wireless control device is also illustrated. Performance of the syringe pump was assessed and the methods used for assessment are detailed. The cost of the entire system, including the controller and web-based control interface, is on the order of 5% or less than one would expect to pay for a commercial syringe pump having similar performance. The design should suit the needs of a given research activity requiring a syringe pump including carefully controlled dosing of reagents, pharmaceuticals, and delivery of viscous 3-D printer media among other applications.

Journal ArticleDOI
TL;DR: In this article, the authors proposed a robust model predictive control (RMPC) formulation to make a building controller robust to model uncertainties and compared it with a nominal MPC and a common building rule based control.

Journal ArticleDOI
TL;DR: In this article, the potential-dependent electrocatalytic oxidation of 5-hydroxymethylfurfural (HMF) in alkaline media over supported Au and Pd nanoparticles was investigated.

Journal ArticleDOI
TL;DR: BIN2, a loss-of-function mutant of BIN2 and its two closest homologs, was hyposensitive to ABA in primary root inhibition, ABA-responsive gene expression, and phosphorylating ABA Response Element Binding Factor (ABF) 2 fragment by in-gel kinase assays, suggesting that these GSK3-like kinases function as positive regulators in ABA signaling.
Abstract: Arabidopsis glycogen synthase kinase 3 (GSK3)-like kinases have versatile functions in plant development and in responding to abiotic stresses. Although physiological evidence suggested a potential role of GSK3-like kinases in abscisic acid (ABA) signaling, the underlying molecular mechanism was largely unknown. Here we identified members of Snf1-related kinase 2s (SnRK2s), SnRK2.2 and SnRK2.3, that can interact with and be phosphorylated by a GSK3-like kinase, brassinosteroid insensitive 2 (BIN2). bin2-3 bil1 bil2, a loss-of-function mutant of BIN2 and its two closest homologs, BIN2 like 1 (BIL1) and BIN2 like 2 (BIL2), was hyposensitive to ABA in primary root inhibition, ABA-responsive gene expression, and phosphorylating ABA Response Element Binding Factor (ABF) 2 fragment by in-gel kinase assays, whereas bin2-1, a gain-of-function mutation of BIN2, was hypersensitive to ABA, suggesting that these GSK3-like kinases function as positive regulators in ABA signaling. Furthermore, BIN2 phosphorylated SnRK2.3 on T180, and SnRK2.3(T180A) had decreased kinase activity in both autophosphorylation and phosphorylating ABFs. Bikinin, a GSK3 kinase inhibitor, inhibited the SnRK2.3 kinase activity and its T180 phosphorylation in vivo. Our genetic analysis further demonstrated that BIN2 regulates ABA signaling downstream of the PYRABACTIN RESISTANCE1/PYR1-LIKE/REGULATORY COMPONENTS OF ABA RECEPTORS receptors and clade A protein phosphatase 2C but relies on SnRK2.2 and SnRK2.3. These findings provide significant insight into the modulation of ABA signaling by Arabidopsis GSK3-like kinases.


Journal ArticleDOI
TL;DR: In this paper, the authors demonstrate the energy partition at the ground surface, with focuses on the sensible heat releasing from the pavement surface, and compared to that at an irrigated grass surface.

Journal ArticleDOI
TL;DR: This work presents the first experimental realization of optical supersymmetry and demonstrates mode conversion and global phase-matching between SUSY partner structures, which may pave the way for compact and highly efficient integrated mode-division-multiplexing schemes.
Abstract: Originally developed in the context of quantum field theory, the concept of supersymmetry can be used to systematically design a new class of optical structures. In this work, we demonstrate how key features arising from optical supersymmetry can be exploited to control the flow of light for mode-division multiplexing applications. Superpartner configurations are experimentally realized in coupled optical networks, and the corresponding light dynamics in such systems are directly observed. We show that supersymmetry can be judiciously used to remove the fundamental mode of a multimode optical structure while establishing global phase-matching conditions for the remaining set of modes. Along these lines, supersymmetry may serve as a promising platform for versatile optical components with desirable properties and functionalities.

Journal ArticleDOI
TL;DR: In this paper, the effect of bio-oils on asphalt mixture performance after blending bio-oil (5% and 10% by weight, respectively) into the traditional asphalt binder was evaluated.

Journal ArticleDOI
TL;DR: In this article, a series of Ni-containing catalysts with activated carbon, SBA-15, SiO2, and γ-Al2O3 supports were investigated for removing OCH3 from anisole.

Journal ArticleDOI
TL;DR: A support vector machine (SVM)-based recursive feature elimination procedure with a normalized mutual information feature selection (NMIFS) procedure is integrated to avoid their singular disadvantages, and a new feature selection method, which is called the SVM-RFE with an NMIFS filter (SRN), is proposed.
Abstract: Masses are the primary indications of breast cancer in mammograms, and it is important to classify them as benign or malignant Benign and malignant masses differ in geometry and texture characteristics However, not every geometry and texture feature that is extracted contributes to the improvement of classification accuracy; thus, to select the best features from a set is important In this paper, we examine the feature selection methods for mass classification We integrate a support vector machine (SVM)-based recursive feature elimination (SVM-RFE) procedure with a normalized mutual information feature selection (NMIFS) to avoid their singular disadvantages (the redundancy in the selected features of the SVM-RFE and the unoptimized classifier for the NMIFS) while retaining their advantages, and we propose a new feature selection method, which is called the SVM-RFE with an NMIFS filter (SRN) In addition to feature selection, we also study the initialization of mass segmentation Different initialization methods are investigated, and we propose a fuzzy c-means (FCM) clustering, with spatial constraints as the initialization step In the experiments, 826 regions of interest (ROIs) from the Digital Database for Screening Mammography were used All 826 were used in the classification experiments, and 413 ROIs were used in the feature selection experiments Different feature selection methods, including F-score, Relief, SVM-RFE, SVM-RFE with a minimum redundancy-maximum relevance (mRMR) filter [SVM-RFE (mRMR)], and SRN, were used to select features and to compare mass classification results using the selected features In the classification experiments, the linear discriminant analysis and the SVM classifiers were investigated The accuracy that is obtained with the SVM classifier using the selected features obtained by the F-score, Relief, SVM-RFE, SVM-RFE (mRMR), and SRN methods are 88%, 88%, 90%, 91%, and 93%, respectively, with a tenfold cross-validation procedure, and 91%, 89%, 92%, 92%, and 94%, respectively, with a leave-one-out (LOO) scheme We also compared the performance of the different feature selection methods using the receiver operating characteristic analysis and the areas under the curve (AUCs) The AUCs for the F-score, Relief, SVM-RFE, SVM-RFE (mRMR), and SRN methods are 09014, 08916, 09121, 09236, and 09439, respectively, with a tenfold cross-validation procedure, and are 09312, 09178, 09324, 09413, and 09615, respectively, with a LOO scheme Both the accuracy and AUC values show that the proposed SRN feature selection method has the best performance In addition to the accuracy and the AUC, we also measured the significance between the two best feature selection methods, ie, the SVM-RFE (mRMR) and the proposed SRN method Experimental results show that the proposed SRN method is significantly more accurate than the SVM-RFE (mRMR) (p = 0011)

Journal ArticleDOI
TL;DR: A mass balance model is derived to quantify the extent of Fe atom exchange between goethite and aqueous Fe(II) that accounts for different Fe pool sizes and results from sequential chemical extractions indicate that (57)Fe accumulates in extracted Fe(III)Goethite components.
Abstract: Results from enriched 57Fe isotope tracer experiments have shown that atom exchange can occur between structural Fe in Fe(III) oxides and aqueous Fe(II) with no formation of secondary minerals or change in particle size or shape. Here we derive a mass balance model to quantify the extent of Fe atom exchange between goethite and aqueous Fe(II) that accounts for different Fe pool sizes. We use this model to reinterpret our previous work and to quantify the influence of particle size and pH on extent of goethite exchange with aqueous Fe(II). Consistent with our previous interpretation, substantial exchange of goethite occurred at pH 7.5 (≈ 90%) and we observed little effect of particle size between nanogoethite (average size of 81 × 11 nm; ≈ 110 m2/g) and microgoethite (average size of 590 × 42 nm; ≈ 40 m2/g). Despite ≈90% of the bulk goethite exchanging at pH 7.5, we found no change in mineral phase, average particle size, crystallinity, or reactivity after reaction with aqueous Fe(II). At a lower pH of 5.0...

Journal ArticleDOI
TL;DR: In this article, the collapse probability of mainshock-damaged steel buildings in aftershocks was investigated as an essential part of developing a framework to integrate aftershock seismic hazard into performance-based engineering (PBE).
Abstract: This paper investigates the collapse probability of mainshock-damaged steel buildings in aftershocks, as an essential part of developing a framework to integrate aftershock seismic hazard into performance-based engineering (PBE). Analytical studies were conducted utilizing structural degradation models derived from existing publicly available NEEShub data. During earthquake events, aftershocks have the potential to cause severe damage to buildings and threaten life safety even when only minor damage is present from the mainshock. While aftershocks are normally somewhat smaller in magnitude, their ground motion intensity is not always smaller. Aftershocks may have a higher peak ground acceleration than the mainshock, even longer duration, and significantly different energy content as a result of the change in their location relative to the site. To date, the description of seismic hazard in PBE has not included the probability of aftershocks. In this study, the structural degradation model of a fou...

Journal ArticleDOI
TL;DR: Graphene's ability to reduce radiation damage levels to hydrogen bond breakage is demonstrated and a reduction of iron valence from 3+ to 2+ is measured at nanometer-resolution in ferritin, showing initial stages of iron release by Ferritin.
Abstract: Atomic and electronic structures of hydrated ferritin are characterized using electron microscopy and spectroscopy through encapsulation in single layer graphene in a biocompatible manner. Graphene's ability to reduce radiation damage levels to hydrogen bond breakage is demonstrated. A reduction of iron valence from 3+ to 2+ is measured at nanometer-resolution in ferritin, showing initial stages of iron release by ferritin.

Journal ArticleDOI
TL;DR: The workshop that led to this paper was sponsored by the EU FP7 COCOS project as discussed by the authors, and the authors acknowledge funding from the European FP7 MACC-II project (contract number 218793) and the EUFP7 GeoCarbon project (Contract number 283080).
Abstract: The workshop that led to this paper was sponsored by the EU FP7 COCOS project. Thijs van Leeuwen, Guido van der Werf, and Rob Detmers acknowledge funding from the EU FP7 MACC-II project (contract number 218793) and the EU FP7 GeoCarbon project (contract number 283080).