This protocol presents a machine-executable route for preparing silver nanoparticle dispersions through electrochemical synthesis on the NSL platform. The process is organized around predefined reagent delivery, electrode operation, stirring control, reaction timing, and voltage/current monitoring, allowing the synthesis to be repeated under consistent and reproducible operating conditions. The synthesized silver nanoparticle dispersion is subsequently incorporated into a gel matrix to develop an antimicrobial gel prototype for research and formulation-development purposes. The protocol for NSL platform is intended for controlled preparation and formulation development only. Although silver nanoparticles are widely associated with antimicrobial activity, this protocol is limited to synthesis and gel formulation. efficacy performance assessment should be conducted separately using appropriate microbiological assays.
General Protocol
Silver nanoparticles are widely explored as functional antimicrobial nanomaterials because of their interactions with microbial membranes, intracellular biomolecules, and biofilm-associated structures. This protocol primarily focuses on an automated, rapid, and reproducible electrochemical synthesis process for generating silver nanoparticle dispersion using the NSL platform. The workflow standardizes critical process variables such as reagent dispensing sequence, reaction volume, electrode configuration, applied electrical conditions, reaction temperature and stirring duration, and process timing through Protoly-based machine execution. By converting the synthesis workflow into a structured automation-ready protocol, the method is intended to reduce operator-dependent variation and support repeatable preparation of silver nanoparticle dispersions under defined electrochemical conditions. The prepared dispersion is then incorporated into a gel-forming matrix as a preliminary antimicrobial gel system for downstream biological evaluation and formulation-development studies. Antimicrobial activity testing is not included in this protocol and may be performed separately using appropriate microbiological assays.
Silver nanoparticles have attracted significant interest in antimicrobial material research because of their broad interaction with microbial cells, including possible effects on bacterial cell envelopes, membrane permeability, oxidative stress pathways, protein function, and biofilm integrity. Manual synthesis of silver nanoparticles may vary from batch to batch because reagent addition, reaction timing, stirring conditions, and operator handling are difficult to reproduce with complete consistency. Such preparation can also be laborious and time-consuming, particularly when multiple synthesis conditions or formulation variants are required. Similarly, the development of antimicrobial gel systems can be influenced by manual variation during nanoparticle incorporation, gel-base preparation, mixing sequence, and batch-wise handling. Electrochemical synthesis offers a comparatively rapid route for preparing silver nanoparticle dispersions, and the NSL platform can help standardize this process by controlling key variables through an automated protocol workflow. In addition, gel formulation trials can be iterated rapidly in either sequential or parallel formats, allowing different formulation conditions to be screened for improved uniformity, compatibility, and handling characteristics. By defining reagent dispensing, electrochemical reaction conditions, stirring duration, process timing, and formulation sequence in a machine-executable format, NSL and Protoly can make variable control easier, faster, and more reproducible across the overall synthesis-to-gel development workflow. Together, these automated synthesis and formulation stages provide a scientific workflow for preparing a silver nanoparticle-based antimicrobial gel prototype with improved process consistency, while keeping subsequent microbiological and formulation performance evaluation as separate downstream studies.
Magnetic stirrer control module
Timed exhaust or airflow control
Mix the AgNP dispersion and gel-forming polymer solution at controlled speed to support uniform nanoparticle distribution within the gel matrix. Avoid excessive stirring speed to minimize air bubble formation.
Timed UV sterilization cycle
Liquid dispensing from a calibrated reservoir channel
2M, for 200 ml total volume
Temperature control module for heating processes
Apply voltage or current to an electrochemical system.
preparation for next part (gel formulation) of process
Centrifuge the samples at 12000 RPM, three times, recommended washing cycle.resuspend in water
Maintain the formulation at mild temperature to improve polymer hydration, viscosity development, and compatibility between the nanoparticle dispersion and gel matrix.
Dispense the purified silver nanoparticle aquous dispersion into the formulation vessel as the active nanomaterial phase for gel prototype preparation.
Dispense a small volume of humectant or stabilizer solution to improve handling, spreadability, and preliminary formulation consistency of the gel prototype.for general propose, use: Glycerol solution
Dispense the gel-forming polymer solution into the AgNP dispersion under controlled conditions to initiate gel matrix formation.gel-forming polymer solution may be Option A: Carbopol gel baseOption B: HPMC gel baseOption C: Sodium alginate gel baseOption D: Hydrogel-forming polymer solutionFor a general propose, use Hydrogel-forming polymer solution
Hold the prepared gel formulation under static conditions to allow polymer hydration, viscosity development, and preliminary stabilization of the AgNP-loaded gel matrix.
Visually inspect the AgNP-loaded gel prototype for color uniformity, visible particle aggregation, air bubbles, phase separation, and preliminary gel consistency. Record observations for comparison between formulation batches.store the prepared AgNP-loaded gel prototype into a clean labelled container for downstream characterization and microbiological testing.
The silver nanoparticle dispersion was prepared using an NSL-compatible automated electrochemical synthesis workflow. Before starting the reaction, the working chamber and reaction environment were subjected to a timed UV sterilization cycle for 5 minutes. After sterilization, deionized water was dispensed into the reaction vessel using the calibrated reservoir dispensing module. Sodium chloride solution was then added through a separate reservoir channel to provide the required electrolyte environment for electrochemical synthesis.
During the preparation stage, continuous stirring was maintained using the magnetic stirrer module to support uniform mixing of the reaction medium. The exhaust module was kept active to maintain airflow control during the automated process. The reaction mixture was then heated to 65 °C for 30 minutes using the heater module. This thermal conditioning step was used to stabilize the reaction environment before electrochemical nanoparticle generation.
After temperature conditioning, the electrochemical module was activated in voltage mode. Two silver wire electrodes were used as the electrode system, with an electrode distance of approximately 5 mm. A voltage of 12 V was applied for 5 minutes under controlled stirring conditions. During this step, silver species generated from the electrodes were converted into silver nanoparticle dispersion under defined electrochemical conditions. The automated execution of reagent addition, temperature control, stirring, electrode operation, reaction timing, and voltage application helped reduce manual variation and improved the repeatability of the synthesis workflow.
Following electrochemical synthesis, the reaction mixture was kept under a controlled waiting period for 90 minutes to allow preliminary stabilization of the nanoparticle dispersion before further processing. The synthesized dispersion was then subjected to washing and purification. The sample was centrifuged at 12000 RPM for three washing cycles, and the purified nanoparticle pellet or concentrate was resuspended in deionized water to obtain a washed silver nanoparticle dispersion suitable for formulation development.
For gel formulation, the purified and resuspended silver nanoparticle dispersion was transferred into the formulation vessel. A pre-prepared hydrogel-forming polymer solution or gel base was then dispensed into the AgNP dispersion using the reservoir dispensing module. The mixture was stirred at moderate speed to support uniform distribution of nanoparticles throughout the gel-forming matrix. Controlled mixing was performed carefully to minimize air bubble formation and to improve formulation uniformity.
Mild thermal conditioning was applied to the AgNP–polymer mixture at approximately 40 °C for a short duration to support polymer hydration, viscosity development, and compatibility between the silver nanoparticle dispersion and gel matrix. A small quantity of humectant or formulation stabilizer, such as glycerol-based stabilizer solution, was then added using a reservoir dispensing step. The formulation was mixed again at low to moderate speed to obtain a uniform AgNP-loaded gel prototype.
After final homogenization, the prepared formulation was kept undisturbed for a gel maturation and hydration hold period. This holding step allowed preliminary stabilization of the gel matrix and helped improve the apparent consistency of the formulation. The final AgNP-loaded gel prototype was visually inspected for color uniformity, visible particle aggregation, air bubbles, phase separation, and general gel consistency. The prepared gel was then collected in a clean labelled container for downstream characterization, formulation comparison, and microbiological evaluation.
This workflow is intended for controlled research-scale synthesis and formulation development. Antimicrobial efficacy testing, cytotoxicity evaluation, long-term stability testing, sterility assessment, preservative efficacy testing, release profiling, and regulatory validation should be performed separately using appropriate validated methods.
The present protocol is significant because it converts silver nanoparticle synthesis and antimicrobial gel prototype preparation into a structured, automation-ready workflow. Manual nanoparticle synthesis is often affected by variation in reagent addition, mixing conditions, reaction duration, electrode handling, and operator-to-operator differences. By using NSL-based electrochemical synthesis with Protoly-guided execution, the process can be defined through fixed dispensing volumes, controlled electrochemical settings, stirring duration, reaction time, and formulation sequence. This improves the possibility of producing silver nanoparticle dispersions and gel prototypes with better batch-to-batch consistency.
A major advantage of this workflow is the rapid nature of electrochemical silver nanoparticle synthesis. Compared with many conventional chemical synthesis approaches, the electrochemical route can reduce the number of wet-chemistry steps and allows the synthesis process to be controlled through electrical parameters such as applied voltage, reaction time, electrode configuration, and current response. When these parameters are integrated into an automated protocol, the synthesis becomes easier to repeat, modify, and optimize. The same platform can also support formulation iteration, where different gel bases, stabilizer levels, nanoparticle loading conditions, and mixing sequences can be tested sequentially or in parallel to identify a more uniform and stable antimicrobial gel prototype.
The protocol also demonstrates the broader value of combining nanomaterial synthesis with formulation development in a single automated workflow. Instead of treating nanoparticle preparation and gel formulation as two disconnected laboratory activities, the NSL-Protoly workflow links them as a continuous process from material generation to prototype development. This is useful for research groups, product-development laboratories, teaching laboratories, and early-stage formulation studies where reproducibility, documentation, and rapid iteration are important. The machine-generated process record, including reagent volumes, timing, stirring conditions, and voltage/current data, can also support later comparison between batches and help in refining the protocol.
Despite these advantages, the protocol has important limitations. The prepared gel should be considered a research prototype only, not a validated antimicrobial product. The protocol does not include microbiological testing, cytotoxicity assessment, long-term stability testing, sterility evaluation, preservative efficacy testing, release profile analysis, or regulatory validation. The final properties of the gel may also depend on the selected stabilizer, gel-forming polymer, silver concentration, mixing efficiency, and compatibility between the nanoparticle dispersion and gel matrix.
Potential applications of this protocol include the preparation of antimicrobial gel prototypes for biological material research, surface-hygiene studies, biofilm-control investigations, wound-care material research, laboratory hygiene formulations, antimicrobial coating precursors, and hygiene-oriented formulation screening. In biological studies, such prototypes may later be evaluated for effects on bacterial growth, microbial adhesion, colony-forming units, biofilm formation, planktonic cell viability, and microbial surface colonization.
Overall, this protocol provides a useful foundation for automated nanomaterial-enabled formulation development. It can be expanded in future versions by introducing formulation matrices, different stabilizers, multiple gel bases, controlled nanoparticle loading levels, post-synthesis pH adjustment, comparative manual versus automated synthesis studies, and validated biological assays. The main value of the protocol lies in showing how an automated platform can standardize a multi-step process that includes nanoparticle synthesis, process monitoring, formulation incorporation, and prototype preparation under a reproducible and documented workflow.
This protocol summarizes an automated approach for the rapid electrochemical synthesis of silver nanoparticles and their subsequent incorporation into an antimicrobial gel prototype. By using the NSL platform and Protoly-based execution, the workflow standardizes key process variables such as reagent dispensing, electrode operation, stirring conditions, reaction time, voltage/current monitoring, and gel-formulation sequence. This reduces the dependence on manual handling and supports more reproducible preparation of nanoparticle dispersions and gel prototypes.
The key potential impact of this protocol is its ability to connect nanomaterial synthesis with formulation development in a single documented workflow. It provides a foundation for rapid iteration of silver nanoparticle synthesis conditions and gel-formulation variables, which may support future antimicrobial material research, biofilm-control studies, surface-hygiene applications, and biological performance evaluation. While the protocol does not establish antimicrobial efficacy by itself, it creates a reproducible preparation route that can be used for downstream microbiological testing, safety evaluation, and further formulation optimization.
The authors declare no conflict of interest.