Introduction

The JRC-Geel G.2 has a long-standing experience in production and certification of isotopic nuclear reference materials and providing reference measurements in support to Nuclear Safeguards and Nuclear Security. They are produced applying state-of-the art analytical procedures and in compliance with international guidelines [1,2,3].

The ISO/IEC 17,025 [1] requires laboratories to evaluate the measurement uncertainty of their results [4, 5]. For many years, the uncertainty evaluation has been an important aspect in the certification process at JRC-Geel G.2 to provide fit-for-purpose and reliable certified reference materials (CRMs) to users. The fundamental role of CRMs is to establish traceability of a measurement result to a primary unit, as defined in the SI system. Furthermore, measurement results with appropriately estimated uncertainties allow meaningful comparison of the results (comparability) amongst each other or against a reference value.

The concept of “uncertainty” as a quantifiable attribute is relatively new and was introduced by GUM in 1993 (Guide to Expression of Uncertainty in Measurement) [6]. However, error and the error analysis have long been part of the practice of a measurement science. Uncertainty is a parameter associated with the result of a measurement that characterises the dispersion of the values that could reasonably be attributed to the measurand (VIM) [7]. It is a measure of the “quality” of a measurement result.

The GUM [6], often referred to as a bottom-up approach, represents a standardised way of expressing uncertainty in measurements. The measurement method is described by a model equation where all input quantities comprising the final measurement result are stated. To each input quantity, an uncertainty is assigned either through experimentation (e.g. measurement, Type A) or via other sources (e.g. expert knowledge, published data, material certificates, Type B), and combined by using the law of propagation of uncertainties to obtain one combined standard uncertainty [6].

The GUM Workbench© [8] is a software developed by Metrodata GmbH (Germany) and in use for many years at the JRC-Geel G.2 for the calculation of measurement results and their uncertainty estimation. It offers the possibility to determine an uncertainty budget [7], which provides a valuable feedback to the analyst. It identifies the dominant components of the combined standard uncertainty for the measurand and allows for better understanding, management and improvement of the measurement process. Furthermore, it enhances the transparency in the uncertainty calculation [9].

In order to ensure the provision of reliable reference materials and reference measurements, stringent quality assurance (QA) and quality control (QC) regimes need to be implemented by laboratories. These include regular participation of a laboratory in external quality assessments such as proficiency testing (PT) and inter-laboratory comparison (ILC) to monitor and demonstrate its performance. In addition, laboratories need to have internal QA/QC procedures in place to ensure continuous monitoring of the performance of analytical procedures. One way to apply this is through analysis of quality control (QC) samples [10,11,12].

The (certified) reference materials provided by the JRC-Geel G.2 are applied mainly in mass spectrometry for instrument calibration, method validation and quality control. Isotope Dilution Mass Spectrometry (IDMS) is commonly applied for accurate measurements of uranium and plutonium content in many applications [13,14,15,16].

In this paper, we describe the preparation and characterisation of two QC samples for the measurement of uranium and plutonium contents by IDMS. Two high purity certified metals were selected as source materials for the gravimetric preparations. Furthermore, the evaluation of uncertainties for the IDMS measurements according to the GUM will be discussed. A few examples of the assignment of the uncertainties associated with QC samples, other CRM materials and QC charts, will be presented.

Experimental

Source materials and spike CRMs

U and Pu certified reference metals from the New Brunswick Laboratory Program Office (NBL PO, USA) [17] were selected for the preparation of the U and Pu QC solutions:

  • CRM 126/NBL 126 (239Pu), a metal piece of ca. 1 g, certified for Pu purity (99.962(18) g kg−1) and 239Pu abundance (n(239Pu)/n(Pu) = 97.925(18) At %) as of October 1, 1985 [18]

  • CRM 116-A (235U), a metal piece of ca. 1 g, certified for U amount content (0.99945(14) g U g−1 metal), isotope amount ratios and abundances (e.g. n(235U)/n(U)) as of October 31, 2013 [19, 20]

The following spike materials and proficiency test samples were used in IDMS analyses:

  • KRI-RM2-662–2004 (hereafter referred to as Pu KRI-RM2) 242Pu spike with a mass fraction of 94.20(08) μg 242Pu g−1 solution (May 24, 2004) and KRI-RM1-650–2008 (hereafter referred to as U KRI-RM1) 233U spike with a mass fraction of 0.9885(07) mg 233U g−1 solution (July 01, 2008) from V.G. Khlopin Radium Institute, Russia.

  • EQRAIN 15U and EQRAIN 16U certified test samples with 238U mass fraction from CEA/CETAMA, France. The CEA/CETAMA (French Commissariat à l'Energie Atomique et aux Energies Alternatives, de la Direction de l'Energie Nucléaire) organises regularly proficiency testing, known as EQRAIN (Assessment of the Quality of Analysis Results in the Nuclear Industry) for the analysis of U or Pu amount contents in nitrate solutions [21].

  • IRMM-046c mixed 233U/242Pu spike mixed 233U/242Pu spike with certified amount contents of 233U and 242Pu of 4.4627(10) µmol g−1 solution and 0.35491(15) µmol g−1 solution, respectively, from JRC Geel, Belgium.

All the uncertainties given in parenthesis for each CRM described above, applied to the two last digits and correspond to the expended uncertainties with a coverage factor k = 2.

Metrological weighing

Weighing was performed by the substitution method [22, 23]. The mass is determined through comparison with mass standards (calibrated certified weights) by bracketing the weighing of the “unknown sample (U)” with the mass standards (S) of a similar mass as the one of the unknown sample. The so-called SUUS weighing scheme (also known as ABBA) was used and the sequence was repeated twice in order to achieve the uncertainty requirements. The balance was therefore used as a comparator and consequently any linearity effects and drift during the weighing sequence were cancelled out. Temperature, air pressure and relative humidity were recorded during weighing to correct for the air buoyancy.

Preparation of U and Pu QC solutions

To remove surface oxidation products prior to weighing, the NBL 126 and CRM 116-A metals were cleaned by chemical etching (CRM 116-A) and by electro-polishing (NBL 126) according to instructions on the respective metal certificates [17, 24].

The uranium metal was transferred to a 500 mL glass flask containing about 200 mL of Suprapur® 8 M HNO3. The solution was heated on a hot plate at ca. 120 °C for 2 h to dissolve the uranium metal. After the metal had dissolved, additional 8 M HNO3 was added to obtain about 350 mL of solution with a mass fraction of approximately 3 mg U g−1. The plutonium metal was dissolved in a 1 L glass flask by adding 20 mL Suprapur® 6 M HCl. The Pu metal dissolution was rapid (within 10 min) without any heating required. About 500 mL 8 M HNO3 was added to obtain a solution with a mass fraction of approximately 1.5–2 mg Pu g−1. These concentrations were selected as suitable for spiking of the wide range of safeguards samples analysed in our laboratory. Both solutions were homogenised for a few days by periodic swirling by hand.

As solutions stored in flasks will evaporate over time, aliquots were dispensed into quartz ampoules with a PTFE screw-cap (tight for high vacuum until 10–6 mbar). A total of 36 units of each QC sample were prepared, each containing about 4 mL of solution in 8 M HNO3. The remaining solutions in the flasks were stored under weight control.

Spiking and chemical treatment

Blends using various spikes were prepared by metrological weighing as described above [23]. Masses of the spikes and samples in the blends were in the range of 0.5–3 g to optimise the IDMS measurements (e.g. to obtain spike-to-blend ratios between 1 and 10) taking into account the availability of the spike material and the number of required replicates [25].

Isotopic equilibration (homogenisation) of the spike and sample was achieved prior to separation by performing a redox (reduction–oxidation) step in which the oxidation state of plutonium and uranium was adjusted to Pu (IV) and U (VI), respectively [26]. Blend solutions were evaporated to near dryness and re-dissolved in 200 µL of 2 M HNO3. Then, 50 µL of 1.25 M FeCl2 and 100  µL of 1 M NH2OH∙HCl were added to reduce all plutonium in solution to Pu(III) while the uranium was kept in U (VI). 100 µL of 1 M NaNO2 was then added to oxidise the Pu (III) to Pu (IV). Finally, ca. 450 µL of concentrated HNO3 was added to obtain a solution (of less than 1 mL) in 8 M HNO3.

The separation (purification) was carried out by passing the sample solution through pre-conditioned anion-exchange columns (Bio-rad AG®1 × 4, 100–200 mesh, Cl form). The sample was added then the column was first washed with a few mL 8 M HNO3 to remove the majority of the metal ions (e.g. iron from redox) before the uranium was eluted with 10 mL 8 M HNO3. The plutonium was eluted from the column with 10 mL 0.35 M HNO3. This purification procedure was repeated for samples spiked with a mixed 233U/242Pu spike (e.g. IRMM-046c) to remove the residual uranium in the plutonium fraction that could interfere in the mass-spectrometric measurements (e.g. the 238U on the 238Pu signal) [27].

IDMS measurements

The purified fractions were evaporated and re-dissolved in 1 M HNO3 to obtain Pu and U solutions of approximately 50 ng µL−1 and 100 ng µL−1, respectively. 1 µL of these solutions was dried onto degassed zone-refined rhenium filaments (double filament configuration) for mass spectrometric measurements. Isotope ratio measurements were performed on a Triton Thermo Fischer Scientific (TIMS, Bremen, Germany) using the total evaporation (TE) method [28,29,30,31].

In the TE method, the evaporation (sample) filament is heated up to maintain a steady intensity and measured until the entire sample is consumed. The signals of each isotope are integrated over the entire measurement period. In this way, the mass fractionation effects are minimised. A small fractionation effect can still be observed depending on the sample loading, sample amount and heating procedure. This was corrected by measuring together with the samples, isotopic reference materials, IRMM-290b/A3 and IRMM-074/10 for Pu and U, respectively.

The U and Pu contents in blends were determined using the following general IDMS equation [15]:

$$c_{{\text{x}}} = c_{{\text{y}}} \cdot \frac{{m_{y} }}{{m_{x} }} \cdot \frac{{R_{{\text{y}}} - R_{{\text{b}}} }}{{R_{{\text{b}}} - R_{{\text{x}}} }} \cdot \frac{{{\Sigma }(R_{i} )_{x} }}{{{\Sigma }(R_{i} )_{y} }}$$
(1)

cx is the element amount content of the "unknown" sample [mol g−1], Cy is the element amount content of the spike [mol∙g−1], mx is the mass of the sample [g], my that of the spike [g], and Rx, Ry and Rb are the isotope amount ratios of the sample (unspiked) [mol∙mol−1], the spike and the blend, respectively. The \(\Sigma {{(R}_{i})}_{x}\) and \(\Sigma {{(R}_{i})}_{y}\) are the sums of all isotope amount ratios in the sample and spike, respectively.

Results and discussion

Verification measurements of QC solutions

The amount contents [mol g−1] of 235U and 239Pu of the QC solutions were determined using the equations below:

$$c_{{235_{U} }} = \frac{{m_{{U{ }CRM{ }116A}} \cdot \rho_{{U{ }CRM{ }116A}} }}{{M_{U} \cdot m_{U sol} }} \cdot f_{{235_{U} }} \cdot f_{U evap}$$
(2)
$$c_{{239_{Pu} }} = \frac{{m_{{Pu{ }NBL{ }126}} \cdot \rho_{{Pu{ }NBL{ }126}} }}{{M_{Pu} \cdot m_{Pu sol} }} \cdot f_{{239_{Pu} }} \cdot f_{Pu evap}$$
(3)

\({m}_{U CRM 116A}\), \({m}_{Pu NBL 126},\) \({m}_{U sol,}\) \({m}_{Pu sol}\) are the masses of the U CRM 116-A, Pu NBL 126 metals and the nitrate solutions [g], respectively; \({\rho }_{U CRM 116-A}\) and \({\rho }_{Pu NBL 126}\) are the purities of the U CRM 116-A and Pu NBL 126 metals [g g−1], respectively; \({M}_{U}\) and \({M}_{Pu}\) are the molar masses of U and Pu [g mol−1]. The \({f}_{{235}_{U}}\) and \({f}_{{239}_{Pu}}\) are the isotope amount fractions (e.g. abundances) of 235U and 239Pu in the solutions, respectively and \({f}_{ U evap}\) and \({f}_{Pu evap}\) are the evaporation factors of the uranium and plutonium solutions, respectively. The values from gravimetric preparation of U and Pu QC solutions are shown in Table 1.

Table 1 Amount contents and mass fractions of 235U and 239Pu in QC solutions

The masses of the metals and the solutions were determined by substitution weighing and corrected for air buoyancy (as described previously in the section Metrological Weighing). Mass standards of class E2 (calibrated against class E1 standards) were used. The traceability of the masses from the substitution weighing to the SI is established through the class E1 mass standards, certified by the Belgian metrology institute (FOD Economie, Kwaliteit en Veiligheid, Metrologie). The major uncertainty contributions in substitution weighing come from the mass standards (calibration certificate), repeatability of the weighing sequence (SUUS) and the balance. Other contributions, such as the density of the air, metal and solution are negligible.

The values for the purity of the metals, the abundances and associated uncertainties were taken from the metal certificates. Atomic masses of the isotopes and half-lives for decay correction were obtained from the literature [32,33,34]. The evaporation factor (fevap) was determined by monitoring the weight of the flask before the dispensing of the solution into ampoules.

The individual uncertainties of all the input quantities were combined using the software GUM Workbench© [8] to result in one combined standard uncertainty (uc). A coverage factor of k = 2 (95% confidence interval) was applied to obtain the expanded uncertainty (U = k∙uc). An example of the uncertainty budget for the gravimetric preparation of the U QC solution is shown in Table 2.

Table 2 Simplified uncertainty budget for the 235U amount content of the U QC solution

Verification measurements of QC solutions

Since only the 239Pu atom fraction was originally certified in NBL-126 metal and the Pu isotope ratios were given as informative values only (i.e. without uncertainties), measurements of isotope ratios of the Pu QC solution were performed on a purified aliquot by TIMS. The results of the Pu isotope ratios are summarised in Table 3.

Table 3 Results of the isotope amount ratio measurements of the Pu QC solution

The isotope ratios measured in the Pu QC solution agreed with the values from the certificate and with the results published by Byerly et al. [18]. The exception was the n (238Pu)/n (239Pu) ratio, where a higher value was obtained in the TIMS measurement. This was most likely due to isobaric interferences with residual 238U in the Pu fraction caused by insufficient purification of the uranium impurities present initially in the NBL 126 CRM metal. However, it was verified using both the full IDMS equation (Eq. 1 [15]) and a simplified IDMS equation for the isotope of interest only [30], that the n (238Pu)/n (239Pu) ratio had no influence on the IDMS results of the 239Pu and Pu amount and mass contents. Most of the IDMS results for 239Pu amount contents, presented in this paper, were then determined using the simplified IDMS equation [30].

Verification measurements of the 239Pu amount content in the Pu QC solution (before dispensing) were carried out by IDMS using two 242Pu spike materials, the Pu KRI-RM2 and the mixed 242Pu/233U IRMM-046c spike. The latter has been successfully used in various projects, including the certification of IRMM-1027 series LSD spikes (Large Size Dried spike) [24, 35, 36], the verification of the IAEA LSD SAL (Safeguard Analytical Laboratory) [37] and in external proficiency testing (IAEA Round Robin and the CEA/CETAMA EQRAIN). The Pu KRI-RM2 was used to verify the 239Pu amount content of the QC sample since it was successfully used as well by the IAEA-NML (Nuclear Material Laboratory) in verification measurements of the IRMM-1027r LSD spike [37].

The IDMS results for the Pu QC solution in the original flask (before dispensing) are shown in Fig. 1. They are expressed as the relative difference (bias in %) from the assigned value of the gravimetric preparation.

Fig. 1
figure 1

Deviations of IDMS results to the 239Pu gravimetric value in Pu QC solution. Error bars show the relative expanded uncertainties (k = 2) of the measurement results. Red dotted lines show the relative expanded uncertainty (k = 2) of the gravimetric value set as the reference of 0% (red line), in the different dispensed aliquots from the original flask (before dispensing in ampoules). Due to the change in the evaporation correction for each set of measurements, the uncertainties associated with the gravimetric value became larger with time

A good agreement between all IDMS results was obtained. The second data set (with Pu KRI-RM2 spike, in 2018) showed a slightly higher bias (a relative difference of + 0.15%) from the gravimetric value when compared to the other results. The reason for this observation could not be found. Such a positive bias when using the Pu KRI RM2 spike, was also observed during the verification measurements of the IRMM-1027r LSD spike [37]. Nevertheless, the agreement between the gravimetric value and the IDMS results using the two different spikes was fit for purpose for a QC sample to verify the Pu amount content in the solution. It can be observed that all uncertainties were in the same range.

Measurements of the U isotope ratios of the U QC solution were similarly carried out and are summarised in Table 4. All the measured U isotope ratios agreed with the values from the certificate.

Table 4 Results of the isotope amount ratios measurements of the U QC solution

Verification of the U amount content in the U QC solution in the original flask (before dispensing) was performed using two uranium certified test items, namely EQRAIN 15U (R056) and EQRAIN 16U (T050) in the scope of the EQRAIN proficiency tests (PT) by CEA/CETAMA, as well as the external 233U spike, U KRI-RM1. This latter was also used as spike and inter-linked with the second ampoule of EQRAIN 16U at JRC-Geel G.2 (T100 ampoule) and at the IAEA-NML.

In Fig. 2, it can be seen that the IDMS results with EQRAIN 15U (R056) and EQRAIN 16U (T050) confirmed the QC sample gravimetric value. However, a positive bias was obtained when verifying the U amount content of the QC sample with the U KRI-RM1 spike. A similar positive bias, although smaller (i.e. + 0.05%), was observed both at JRC-Geel G.2 and at the IAEA-NML when using this spike on the second set of EQRAIN 16U (personal communication).

Fig. 2
figure 2

Deviations of IDMS results to the 235U gravimetric value in U QC solution. Error bars show the relative expanded uncertainties (k = 2) of the measurement results. Red dotted lines show the relative expanded uncertainty (k = 2) of the gravimetric value, set as the reference of 0% (red line), in the different dispensed aliquots from the original flask (before dispensing in ampoules). Due to the change in the evaporation correction for each set of measurements, the uncertainties associated with the gravimetric value became larger with time

Among the U QC samples analysed with IRMM-046c spike, two IDMS results were in agreement within the uncertainties with the gravimetric value, whereas the two first measurement results (as shown in Fig. 2) did not agree with the rest of the IDMS results. Both results have similar biases but are much lower than the other results. Moreover, it can be observed that the measurement uncertainties of IRMM-046c results are smaller (by a factor of two to three) compared to the other spikes used in this verification.

In general, these IDMS results agreed well within uncertainties among one another and with the gravimetric value (Fig. 2) and therefore considered fit for purpose for a QC sample to verify the U amount content in the solution.

Finally, both QC samples were verified successfully with the JRC-Geel G.2 CRM, IRMM-046c, with the proficiency test items (with the EQRAIN 15U and EQRAIN 16U) and the external Pu and U KRI-RM-2 and -1 spikes, respectively. However, with the KRI-RM-1 and -2 spikes some slight positive biases were observed in the IDMS results (Figs. 1 and 2), also when inter-linked with IRMM-1027r [37] and the most recent EQRAIN 16U. These IDMS results and spike CRMs will be part of the continuous in-house campaign on inter-linking JRC-Geel G.2′s and external spike CRMs, during which possible biases will be investigated.

Uncertainty in IDMS measurements

An example of the uncertainty calculation for the determination of the 235U amount content by IDMS in the U QC solution using IRMM-046c spike is given below. The general Eq. (1) for IDMS can be rearranged to determine the 235U amount content rather than the total U amount content as follows [30]:

$$c_{{\text{x}}} \left( {^{235} U} \right) = c_{{\text{y}}} (^{233} U) \cdot \frac{{m_{y} }}{{m_{x} }} \cdot \frac{{R_{{\text{y}}} (^{233} U/^{235} U) - R_{{\text{b}}} (^{233} U/^{235} U) \cdot K}}{{R_{{\text{b}}} (^{233} U/^{235} U) \cdot K - R_{{\text{x}}} (^{233} U/^{235} U)}} \cdot \frac{1}{{R_{{\text{y}}} (^{233} U/^{235} U)}}$$
(4)

cX (235U) is the amount content [mol g−1] of the 235U; cy(233U) and \(R_{{\text{y}}} (^{233} U/^{235} U)\) are the 233U amount content and the isotope amount ratio of the spike, respectively; mx and my are the masses of the sample and the spike [g], respectively; \(R_{{\text{x}}} (^{233} U/^{235} U)\) and \(R_{{\text{b}}} (^{233} U/^{235} U)\) are the isotope amount ratios of the sample and the blend, respectively; K is the mass bias correction factor [mol mol−1].

The use of the simplified Eq. (4) is advantageous because not all the isotopes ratios need to be known or measured. Other equations are possible depending on the spike used and how the ratios are expressed [30].

The blend ratio (Rb) is determined by replicate measurements, usually between three and four per blend. The variability, i.e. the standard uncertainty associated with the mean is incorporated into the uncertainty estimation as Type A.

Corrections for mass fractionation are applied to the isotope ratios. This is determined by repeated measurements (between four and six replicates) of a standard with a well-characterised and known isotopic composition (e.g. IRMM-074/10), which is measured together with the samples under the same conditions (e.g. approximately the same amount and ratio as in the samples). The isotopic standards are measured before and after the samples (i.e. bracketing).

The calculated K-factor \(\left( {K = \frac{{R_{cert} }}{{R_{meas} }}} \right)\) is used to correct for mass fractionation for the equivalent isotope ratio in the samples. The uncertainty associated with the mass fractionation consists of two components, the repeatability of the measurement of the isotopic standard (Type A) and the uncertainty of the certified isotope ratio from the certificate (Type B). An additional uncertainty component (δTE) (on an input quantity value of zero) associated with the total evaporation method is introduced as described in Richter et al. [38]. This accounts for possible deviations due to different effects from solution preparation or running conditions between a sample and the standard used for mass fractionation correction.

The amount content, \(c_{{\text{y}}} (^{233} U)\) the isotope ratio of the spike CRM (\(R_{{\text{y}}} (^{233} U/^{235} U)\) and their associated uncertainties are taken from the spike CRM certificate (Type B).

In our case for the U QC solution, the isotope ratio of the sample (\(R_{{\text{x}}} (^{233} U/^{235} U)\) and associated uncertainty were obtained from the certificate of CRM 116-A as described in Table 4 and, therefore treated as Type B components.

Uncertainties associated with the weighing were discussed in the previous section.

The uncertainty budget for the determination of the 235U amount content in the U QC solution using IRMM-046c spike is shown in Table 5.

Table 5 Uncertainty budget for 235U amount content by IDMS with 233U spike (IRMM-046c)

All individual uncertainty components were combined using GUM Workbench© [8]. A coverage factor of k = 2 (confidence interval of 95%) was applied for the calculation of all the expanded uncertainties. However, different k values can be applied depending on the effective degrees of freedom and the desired confidence interval.

In Table 5, it can be observed that for an IDMS measurement result for uranium, the major component to the combined standard uncertainty comes from the spike amount content (cy, IRMM-046c), followed by the measured blend ratio Rb. The ID-TIMS uncertainty δTE contributes as well, but to a lesser extent, followed by the contribution of the isotopic standard (R074/10,meas, R074/10 cert) used for the correction of mass fractionation.

Another example of the uncertainty budget for the determination of 239Pu in the Pu QC solution using the IRMM-046c spike is shown in Table 6. In this example, the dominant component of uncertainty comes from the isotopic standard R290b/A3,cert, followed by the uncertainty of the amount content of the spike (cy).

Table 6 Uncertainty budget for 239Pu amount content by IDMS with 242Pu spike (IRMM-046c)

In Fig. 2, the IDMS measurement results of 235U amount content of the U QC solution with the EQRAIN 15U (R056) on four blends are represented. These blends are measured under repeatability conditions. Performing measurements on several independent blends enables the analyst to evaluate the between-blends variability and to check for any possible inconsistency. If the measurement process is under control, there should not be any (significant) difference between the blend IDMS results.

There are different ways to check the between-blend effect under repeatability conditions. In our laboratory, we apply the approach of consistency check as described by Kessel et al. [39]. In this approach, a numerical equivalence check is done on the results of the blends by comparing the difference (noted ε) of each single blend value with the arithmetic mean value of the blends to the combined standard uncertainty of this difference u(ε), as shown in Eq. (5).

$$\left| \varepsilon \right| \le k \cdot u\left( \varepsilon \right)\quad\left( {usually k = \, 2} \right)$$
(5)

where \(\varepsilon = |Y_{i} - \stackrel{-}{Y}|,\) with Yi the single blend value, \(\stackrel{-}{Y}\) the arithmetic mean value of all the blends and \(u\left(\varepsilon \right)=u\left({Y}_{i}-\stackrel{-}{Y}\right)\) the standard uncertainty of the difference (ε).

All blends must meet this condition. If the test fails, there is an implication of an unknown effect between the blends. In this case, to cover for the possible between-blend effect and thereby enabling the condition to be met, an additional term (δ) is introduced to each blend value, with an expected value of zero and a standard uncertainty (noted u(δ)) identical for all blend values.

An example of the use of this consistency check and of the additional term for between-blend effect (δ) on the uncertainty budget for the 235U amount content in the four blends of the U QC solution using the EQRAIN 15U (R056) is shown in Table 7.

Table 7 Uncertainty budget for 235U amount content (IDMS with EQRAIN 15U, 238U spike)

In this example, an additional uncertainty u (δ1-4) of 1.20 × 10–9 was added to each blend value to cover the possible between-blend effects (total contribution to uncertainty on 235U amount content of 2%). As observed already in Table 5, the largest uncertainty contribution came from the spike (cy), followed by the isotopic standard for mass fractionation correction (R074/10,meas and R074/10, cert) and the δTE.

It can be seen that reducing the uncertainty of IDMS results will, in many cases be limited by the uncertainty of the spikes and isotopic standards for mass fractionation. Further improvement, can be achieved by performing double IDMS, which means additional in-house spike preparation and characterisation [13, 40].

Quality control (QC) charts

Control charts [12] were established using the IDMS QC samples to monitor the performance of the Pu (e.g. 239Pu) and U measurements (e.g. 235U) under intermediate measurement conditions (i.e. changes with time, changes of instrument calibration and of operators within the laboratory, etc.) in compliance with ISO 17,025 [1]. In Fig. 3 and Fig. 4, two examples of QC charts for the 239Pu and for the 235U IDMS respectively are shown.

Fig. 3
figure 3

Quality control chart for the 239Pu amount content (in μmol g−1) by IDMS in Pu QC sample using IRMM-046c spike. The circled data point represents an IDMS measurement performed on a QC solution before the dispensing. Error bars show the expanded uncertainties (k = 2). The red dotted line represents the relative uncertainty (k = 2) of the gravimetric value. Blue line represents the tolerance limit of 0.1% (see text for details)

Fig. 4
figure 4

Quality control chart for the measurement of the amount content (in μmol g−1) of 235U by IDMS using IRMM-046c. The circled data point represents an IDMS measurement performed on a QC solution before the dispensing. Error bars show the expanded uncertainties (k = 2). The red dotted line represents the relative uncertainty (k = 2) of the gravimetric value. The error bars (black symbols) represent the uncertainty including the additional uncertainty on IDMS QC results. Blue line represents tolerance limit of 0.1% and the blue dotted error bars, the additional uncertainty (see text for details)

Since their validation, both IDMS QC samples have been measured on a regular basis (almost every two–three months) in various projects, in particular in certification campaigns and in external quality assessments (e.g. PT, ILC). They underwent the same analytical procedures as the other samples, including weighing/spiking, chemical treatment and isotope measurements, but at different intervals of time over a long period (i.e. under intermediate measurement conditions).

In Fig. 3, the blue line represents the tolerance limit of 0.1% of the control charts for the relative difference between the measured and the assigned (gravimetric) value. This tolerance limit was chosen based on the evolution of the JRC Geel’s IDMS results in external PT and ILC over the years. If some data points would fall outside this tolerance limit of 0.1%, the IDMS analyses of the sample(s) concerned would be repeated and possible causes investigated [12].

The RSD of all the IDMS data for the Pu QC sample (before and after dispensing, Fig. 1 and Fig. 3) is 0.054% (i.e. the tolerance limit corresponds here to ca. 2xRSD), while the RSD of all the IDMS data for the U QC sample (before and after dispensing, Figs. 1 and 4) is 0.035% (i.e. the tolerance limit corresponds here to ca. 3xRSD).

It can be seen in Fig. 3 that all the Pu IDMS results fall within the tolerance limit of 0.1%, with two Pu IDMS results showing only a − 0.002% and a 0.004% bias from the gravimetric value. The average relative difference (bias) of all the results of all the analysed QC samples from the assigned value is − 0.031% (Fig. 3). Therefore, although there might be a slight negative bias arising from the Pu IDMS measurement of this QC sample using the IRMM-046c spike, all uncertainties associated with the Pu IDMS results are in the range of 0.11–0.12% (k = 2), as also observed in Table 6, and are therefore fit for purpose.

The control chart for 235U IDMS is shown in Fig. 4. Uncertainties associated with the U IDMS results are in the range of 0.030- 0.037% (k = 2), as also observed in Table 5. The average relative difference from the assigned value is − 0.063%, with the majority of the results below the assigned value, but all within the tolerance limit of 0.1%. This may indicate the presence of a small systematic bias in the U IDMS results over time (intermediate measurement conditions). The source has not yet been identified and therefore could not be directly corrected for. However, this slight bias is already partly covered by the current uncertainties, since some of the U IDMS values overlap within the uncertainties with the gravimetric value (Fig. 4).

These uncertainties are also much smaller when compared to those of the Pu results (Fig. 3), which is mainly due to the smaller certified uncertainties for the spike (U amount content in IRMM-046c) and isotopic standard (IRMM-074/10) used for the U IDMS. Indeed, for the Pu IDMS, the isotopic standard is the dominant component to the uncertainty, and the uncertainty of the IRMM-290b/A3 (rel. U = 0.10%, k = 2) is ca. 6 times larger than the uncertainty of IRMM-074/10 (rel. U = 0. 015%, k = 2).

These observations have also been apparent from the JRC Geel’s U IDMS results during external PTs and ILCs. Therefore, the uncertainties associated with U IDMS measurement might be underestimated. To account for these observations (smaller/underestimated uncertainties, possible small systematic bias), the first approach, described in this study, was to introduce an additional component of uncertainty in the IDMS budget on the U amount content based on the standard deviation of the U QC sample IDMS results.

For this purpose, a one-factor ANOVA (analysis of variance) was done on all the individual replicates of the eleven analysed U QC samples (i.e. 3 for each U QC sample). A between-QC variability of 0.034% and a within-QC variability of 0.010% were found. The between-QC standard deviation was then similar to the RSD of 0.035%, i.e. the spread of all the IDMS data for the U QC sample (before and after dispensing). Therefore, it was decided to use the RSD of the U IDMS results of the QC sample as additional uncertainty to account for possible unknown effect on the U IDMS measurements under intermediate precision conditions. In the case of the U QC samples, this resulted in a final averaged relative expanded uncertainty of 0.08% (k = 2) on the U amount content results, as reported in Fig. 4. This approach was then applied to a series of recent U IDMS measurements at JRC-Geel G.2 to make the uncertainty associated with U IDMS method more fit for purpose.

On the other hand, the JRC-Geel G.2 is investigating other ways of estimating the uncertainty of IDMS results, as for instance, performing the propagation of distributions of the uncertainty using the Monte Carlo Method (MCM) [41].

Conclusion and outlook

Through several examples of IDMS measurement results for the 239Pu and 235U amount contents, this paper gives insight on how IDMS measurement results and associated uncertainties are currently determined at the JRC-Geel G.2 using the software GUMWorkbench© and based on the ISO “Guide to the Expression of Uncertainty in Measurement". This paper also highlights that the uncertainties of the Pu and U IDMS measurement results are dominated and therefore, quite often limited, by the uncertainties of the spikes used for isotope dilution and the uncertainties of the isotopic standards used for mass fractionation correction.

Moreover, two newly prepared IDMS QC samples for U and Pu were successfully validated and these results were integrated within the continuous inter-calibration scheme of spike CRMs from JRC-Geel G.2 and external CRMs (e.g. KRI RM, NBL CRMs) or proficiency test items (e.g. EQRAIN, IAEA-SAL) carried out in the laboratory in order to assure and guarantee the quality and conformity of the produced U and Pu certified reference materials.

These IDMS QC samples are now used to establish control charts to monitor regularly the IDMS results and identify possible errors, biases and/or outliers. They show, for instance, that the uncertainties on the U IDMS measurement results were likely underestimated, as also apparent from JRC-Geel G.2′s performance results in external PTs (e.g. in EQRAIN circuits from CEA/CETAMA). Using the results from the control chart of the U QC sample, an additional uncertainty component for the U ID-TIMS measurements was determined, leading to a better estimate of the combined standard measurement uncertainty on the U amount content.

The JRC-Geel G.2 is therefore currently using the RSD of the analysed U QC samples as an additional uncertainty to make the uncertainties associated with the U IDMS measurement results more fit for purpose. Consequently, the typical current uncertainties for Pu and U amount contents determined by ID-TIMS at JRC-Geel G.2 are of around 0.12 and 0.08% (k = 2), respectively, and remain fit for purpose. However, other ways of estimating the uncertainty that might further optimize the IDMS method are currently being investigated, such as the Monte Carlo Method (MCM) for the validation of the GUM Uncertainty Framework (GUF).