2.4. Andean Blackberry CFM Process
As an initial approach, a backpulsing strategy was evaluated following the methodology reported by Zuluaga et al., [9], however, this condition led to membrane damage under the operating conditions tested. Therefore, subsequent experiments did not include backpulsing as part of the CFM process configuration. Instead, the study focused on physical pretreatments aimed at reducing particle size. In this context, homogenization was selected as the main pre-treatment strategy. Also, a preliminary study was conducted to assess whether pre-treatment affected the sensory quality of the juice.
Two particle size reduction systems were evaluated: a rotor–stator colloidal mill (CM-60, Centricol, Colombia) and a rotor-stator high shear homogenization tri-emulsifying pump (TRL-L3-60, Wenzhou Rayen Machinery Co., Ltd., China), powered by a 4.0 kW Siemens motor operating at 2900 rpm, referred to as HS3. The preliminary results showed that samples processed with the colloidal mill exhibited a pronounced astringent taste, identified as a key factor for consumer rejection. Therefore, subsequent experiments were conducted using the HS3 system.
To evaluate the impact of homogenization on microfiltration performance, two feed preparation strategies were implemented. In the first treatment, called as unit operation Grinder (GR, see figure 1), fruits were mechanically milled using a disc mill (Javar M32I) equipped with a 4.5 mm gap opening. In the second treatment the milled pulp was subjected to high-shear homogenization using a HS3. Temperature during homogenization was controlled below 30 °C using a 20 L recirculating chiller (Centricol Co., Colombia) (see purple dotted line figure 1). Homogenization was performed at a pulp-to-water mass ratio of 7:3 with a recirculation time of 7 min.
Following size reduction, the mixture underwent enzymatic depectinization in a double-jacketed vessel with temperature control (GAME Co., Medellín, Colombia) at 35 °C for 1 h under continuous agitation (See EL figure 1). A commercial multi-enzyme preparation (Pectinex® Ultra SP-L; Modernist Pantry LLC, USA), containing pectinases, hemicellulases, and β-glucanases derived from Aspergillus aculeatus (declared activity: 3300 PGNU·g⁻¹), was added at 150 ppm (w/w).
The enzymatically treated mash was then pressed (HP
Figure 1) using a vertical hydraulic press (300 L; Enotecnica Pillan, Vicenza, Italy) fitted with a 1.2 mm external mesh and an expandable internal membrane, applying a maximum pressure of 300 kPa for juice ex-traction. The resulting press cake was washed and re-pressed in two additional cycles to maximize the recovery of soluble bioactive compounds from drupe tissues and residual solids.
To obtain formulated raw juice with 40% fruit content, water was added to a 400 L feed tank (FT figure 1) at a volume equivalent to twice the initial mass of the raw material. Total soluble solids (TSS) were adjusted to 10.5 °Brix by adding approximately 7% (w/w) sugar.
The CFM unit (gray dotted square, see
Figure 1) was locally built (GAME Co., Medellín, Colombia) and consisted of a double-diaphragm pump (P1 figure 1) (SaniForce® 515) used for pressurized raw juice feed supply, and a centrifugal pump (P2 figure) (QIS series, 7.5 HP; 50/60 Hz) used to generate a tangential flow velocity of 6 m·s⁻¹. Microfiltration was performed using a module equipped with three tubular ceramic membranes (CFM
Figure 1) (α-Al₂O₃, Membralox GP-IC EP4840, Bazet, France). Each membrane contained 48 channels with an internal diameter of 4.0 mm and a nominal pore size of 0.2 μm. The membranes, each 1020 mm in length, were vertically installed within the module, providing a total effective filtration area of 1.8 m² and sealed with elastomeric EPDM gaskets. The permeate flow rate was continuously monitored using an electromagnetic flowmeter (Sitrans f m mag 5000, Siemens).
All experiments were conducted in continuous feed mode without retentate withdrawal. System temperature was maintained at 35 °C using a shell-and-tube heat exchanger (HE figure). Feed pressure (Pf) and permeate pressure (Pp) were measured using diaphragm pressure gauges to maintain a constant trans-membrane pressure (TMP) of 150 kPa [
9]. Flow circulation and operational parameters were controlled via solenoid valves connected to a programmable logic controller (PLC Xinje TG765-UT) and operated using an HMI touchscreen interface. The permeate was collected in an aseptic tank (AT,
Figure 1) coupled to an ultra-clean packaging system (UP,
Figure 1) consisting of a laminar airflow cabinet equipped with a HEPA 0.3 um filter and a semi-manual filling machine (Sympaty TOP 320®) with an AL40 side-channel pump (P3,
Figure 1). The Andean blackberry micro filtrated juice was immediately packed into pre-irradiated multilayer bags (LDPE/metallized PET/LDPE; FLEXBAG, Santa Anita, Lima, Peru), equipped with V-pull valves.
2.4.1. Membrane Cleaning in Place (CIP) Procedure
The CIP sequence consisted of an initial rinse with neutral water, followed by two alkaline cleaning cycles using a 1.5% (w/w) NaOH solution at 90 °C for 20 min. Subsequently, an acidic treatment was performed using a 1% (w/w) HNO₃ solution at 90 °C for 20 min. The protocol concluded with a final neutralization rinse. The cleaning procedure was carried out according to established membrane cleaning guidelines [12]. The permeate piping and aseptic tank were sterilized with steam at 210 kPa during 20 min, while pressure was regulated using a vent filter (PES, 0.2 µm).
2.5. Process Productivity
2.5.1. Permeate Flux (Jpx)
The permeate flu (
Jpx) was determined from the volume of permeate collected (Vₚ, L), the total membrane filtration area (A, m²), and the effective operating time (t, h), according to [13] as expressed in Equation (1):
To fit the flowmeter data to the experimental work volumes (instant flux), to avoid overestimated values, the
Jpx values were trending by the gel-polarization model, a mechanistic model often used for the adjustment of experimental data as a function of the logarithm of VCR according to eq 2 [9] Zuluaga et al 2024
where
Kc represents the overall mass transfer coefficient, (cg/cb) is the ratio between concentration of retained material in the bulk of retentate (cb), and the concentration at the membrane interface (cg). cg is a constant, characteristic for a given fooling layer (cg is the final concentration when
Jpx is zero). Subsequently, the cumulative permeate volume as a function of time was estimated for each treatment.
2.5.2. Volume Reduction Factor (VCR)
The VCR, which indicates the degree of feed concentration resulting from permeate extraction through the membrane, was calculated according to Equation (2), where Vf corresponds to the initial feed volume and Vr to the final retentate volume [14].
2.5.3. Flux Decline Analysis
The decline Jpinst was used to evaluate the impact of physical pretreatments on permeate flux. The first step consisted of comparing the GR+E and HS3+E treatments using 200 L of formulated raw juice as the feed volume.
Mathematical Procedure.
To quantitatively identify regime transitions and characterize Jpinst decline kinetics, the following procedure was applied:
- a)
Apparent decay coefficient.
The instantaneous apparent
Jpinst decline coefficient (λᵢ) was calculated as:
where Ji and Ji−1 are the flux values at consecutive time points ti and ti−1, respectively.
To reduce noise and enhance trend detection, λ was smoothed using a 5-point moving average.
A segmented regression was applied to ln F(λ) to identify two transition times (t12 and t23) corresponding to regime changes. The optimal breakpoints were determined by minimizing the total sum of squared errors (SSE) across three segments.
Based on the identified temporal boundaries, flux decline was modeled independently in each regime: based on the identified breakpoints, the filtration process was divided into three temporal regions:
Regime I: 0 < t ≤ t12
Regime II: t12 < t ≤ t23
Regime III. t > t 23
Flux decline was modeled independently in each region using a piecewise formulation:
where:
A and K1 are the exponential model parameters for Region I,
a2, b2 and a3, b3 are the linear regression coefficients for Regions II and III, respectively.
The productivity was calculated as:
The numerical analysis was done using the trapeze rule.
The Hermia models (Time-based forms) for the fouling mechanisms were applied [15]
| Mechanism |
Linearized form |
Plot |
| Complete blocking |
ln J = ln J0 - kt |
ln J vs t |
| Intermediate blocking |
1/J = 1/J0 + kt |
1/J vs t |
| Standard blocking |
1/ √J = 1/√ J0+ kt
|
1/√J vs (t) |
| Cake filtration |
1/J2 = 1/J02 + kt |
1/J vs t |
The R2 was estimated after the linearization of J and t.
For the HS3+E CFM process for a long period, the same decline was applied for a feed volume of 300 and 400L to consider the CIP time within an industrial workday (8h). The same calculation procedure used to determine flux decline was consistently applied.
2.7. Quality Analysis
2.7.1. Physicochemical Analyses
Suspended insoluble solids (SIS) were quantified following the methodology described by [
17]. Briefly, 15 g of sample were centrifuged at 5000 rpm for 10 min using a refrigerated centrifuge (SL16R, Thermo Scientific). The supernatant was carefully decanted and drained, and the remaining solid residue was considered the SIS fraction. All analyses were performed in triplicate.
2.7.2. Microbiological Analysis
Microbiological analyses were performed on the raw juice and permeate fractions corresponding to the clarified ready-to-drink Andean blackberry juice, following AOAC (2005) methods with minor modifications. Aerobic mesophilic bacteria were enumerated according to AOAC methods 988.18 and 990.12. Total and fecal coliforms were determined using AOAC method 2005.03. Yeasts and molds were quantified following AOAC methods 2002.11 and 997.02. All analyses were conducted in triplicate, and laboratory procedures were carried out in accordance with ISO 7218:2007 standards. The microbiological results were expressed as decimal logarithms of colony-forming units per milliliter (log CFU/mL), following standard recommendations for the handling and proper interpretation of microbiological data (AOAC International, 2005).
2.7.2. Sensory Analysis
The sensory properties of the samples were characterized through Quantitative Descriptive Analysis (QDA) in accordance with ISO 4121 standards. Eighteen semi-trained assessors (25–58 years of age) from the La Selva Research Center (Agrosavia, Colombia) participated in the evaluation. Panelists underwent five training sessions aimed at establishing a consensus of sensory vocabulary and ensuring consistent interpretation of attribute intensities. Samples were served at 8–10 °C in randomized, three-digit coded 30 mL cups and evaluated in individual booths under controlled environmental conditions. Sensory assessment was performed in morning and afternoon sessions, considering odor, taste, sensory sensations, and overall quality. The intensity of each attribute was scored on a structured 10-point scale (0 = not perceived; 10 = extremely intense). To reduce potential carryover effects, assessors rinsed their mouths with water between evaluations.
2.7.3. Bioactive Compounds Analysis
All reagents used for analytical determinations were of analytical grade. Solvents used for UHPLC analyses were of HPLC grade. Methanol (purity ≥ 99.8%) and acetonitrile (LC/MS grade) were purchased from Merck (Germany), while formic acid was obtained from Sigma-Aldrich Chemie (Steinheim, Germany) and dimethyl sulfoxide (DMSO) from J.T. Baker. Ellagic acid and cyanidin-3-glucoside chloride (purity ≥ 98%) were supplied by PhytoLab GmbH & Co. Ultrapure water used in all analyses was produced using a Millipore Simplicity purification system.
Cyanidins and ellagitannins were extracted following the method of García-Villalba et al. (2015), with minor modifications adapted to the different matrices analyzed here. For raw and micro filtrated juices, 5 mL of sample were mixed with 5 mL of extraction solvent. For retentate, 5 mL of sample were extracted with two successive 10 mL solvent washes and adjusted to a final volume of 20 mL with methanol. The extraction solvent consisted of 0.5% (v/v) HCl in Type I water, methanol, and dimethyl sulfoxide in a 20:40:40 (v/v/v) ratio. Mixtures were agitated for 35 min, followed by centrifugation at 3000 rpm for 10 min at 20 °C. The supernatants were filtered through 0.22 μm nylon syringe filters and stored at −30 °C until chromatographic analysis. Quantification of cyanidins and ellagitannins was performed according to Mertz [18], with minor modifications, using a Vanquish UHPLC system (Thermo Scientific) equipped with a photodiode array detector. Chromatographic separation was achieved on a Hypersil Gold C18 reverse-phase column (100 × 2.1 mm, 1.9 μm; Merck, Germany) coupled to a guard column (10 × 2.1 mm, 1.9 μm). The mobile phase consisted of solvent A (water/formic acid, 98:2 v/v) and solvent B (water/acetonitrile/formic acid, 80:18:2 v/v/v), at a flow rate of 0.2 mL·min⁻¹ and a column temperature of 45 °C. The injection volume was 5 μL. The gradient program was as follows: 0 min, 5% B; 12 min, 15% B; 18 min, 30% B; 35 min, 25% B; 40 min, 5% B, followed by 5 min of re-equilibration. Detection wavelengths were set at 515 nm for cyanidins and 254 nm for ellagitannins. External calibration curves were constructed using cyanidin-3-glucoside (0.5–120 mg·L⁻¹; R² = 0.9995) and ellagic acid (5–300 mg·L⁻¹; R² = 0.9993). Cyanidin-3-rutinoside, lambertianin C, and sanguiin H-6 contents were expressed as equivalents of the corresponding external standards. All analyses were performed in triplicate.
Amount of compound retention in the retentate, relative to the initial feed, was determined using Eq.5 according with [6] In this equation,
and
represent the solute concentrations in the permeate (p) and retentate (r), respectively, while
and
correspond to the total volumes of permeate (p) and retentate (r)