Batch Anaerobic Digestion Research Articles

Investigating The Biochemical Methane Potential of Kumasi's Municipal Solid Wastes

Purpose: This paper aims to ascertain the biochemical methane potential of organic waste generated in Kumasi for renewable energy production. Design/Methodology/Approach: A quantitative experimental approach was employed on Batch anaerobic digestion experiments, and methane yields were analysed with kinetic models. Findings: The modified Gompertz model had the best fit, with a R² = 0.9962, which gave a methane production rate of 19.47 ml CH₄ g⁻¹ VS Day and a BMP of 219.35 ml CH₄ g⁻¹ VS. Research Limitation: It has also been pointed out that further optimisation of AD processes for methane yield and efficiency is required. Key limitations pertain to scalability and unoptimised parameters. Practical Implication: The study confirms that organic waste-to-biogas conversion in Kumasi is viable and represents a partial solution to problems of organic waste management and renewable energy generation. That will reduce disposal costs from waste, low dependence on fossil fuel, and open opportunities in resource recovery for operational efficiencies that work toward environmental sustainability. Social Implication: Better waste management will help reduce environmental pollution. In addition, appropriate development in terms of sustainability and enhancement of energy security will occur. Originality/Value: This research provides information on wastes around Kumasi that can be used to produce biogas and advance sustainable waste-to-energy practices. This study introduces a novel application of kinetic models to assess Kumasi’s organic waste for biogas production, offering localised data and tailored optimisation strategies. It contributes to advancing waste-to-energy practices and supports sustainable waste management in Ghana.

Evaluation of Biogas Production from Anaerobic Digestion of Biopolymeric Films and Potential Environmental Implications

The increasing environmental pollution resulting from plastic waste and the need to reuse agro-industrial wastes as a source of discarding has led to the development of innovative biobased products. In the frame of this context, the use of neat polylactic acid (PLA) and its blend with polybutylene succinate (PBS) with or without cellulose nanocrystals (CNCs) extracted from hemp fibers is explored here. This study aimed to assess the biogas production of different biopolymeric films. In parallel, life cycle assessment (LCA) analysis was performed on the same films, focusing on their production phase and potential end-of-life scenarios, regardless of film durability (i.e., single-use packaging) and barrier performance, to counteract possible soil health threats. Specifically, this study considered three specific systems: PLA, PLA_PBS (PLA/PBS blend 80:20 w/w), and PLA_PBS_3CNC (PLA/PBS blend + 3% CNCs) films. The assessment involved a batch anaerobic digestion (AD) process at 52 °C, using digestate obtained from the anaerobic treatment of municipal waste as the inoculum and cellulose as a reference material. The AD process was monitored over about 30 days, revealing that reactors containing cellulose showed inherent biodegradability and enhanced biogas production. On the other hand, biopolymeric films based on PLA and its blends with PBS and CNCs exhibited an inhibitory effect, likely due to their recalcitrant nature, which can limit or delay microbial activity toward biomass degradation and methanogenesis. LCA analysis was performed taking into consideration the complex environmental implications of both including biopolymers in the production of renewable energy and the use of post-composting digestate as an organic fertilizer. Remarkably, the PLA_PBS_3CNC formulation revealed slightly superior performance in terms of biodegradability and biogas production, mainly correlated to the presence of CNCs in the blend. The observed enhanced biodegradability and biogas yield, coupled with the reduced environmental impact, confirm the key role of optimized biopolymeric formulations in mitigating inhibitory effects on AD processes while maximizing, at the same time, the utilization of naturally derived energy sources.

Impact of Organic Load on Methane Yields and Kinetics during Anaerobic Digestion of Sugarcane Bagasse: Optimal Feed-to-Inoculum Ratio and Total Solids of Reactor Working Volume

The effect of increasing organic load on the specific methane yields (SMYs) and kinetics of methane production during the anaerobic digestion (AD) of sugarcane bagasse (SB) was investigated in batch experiments at 37 °C. The organic load of the batch AD system was increased based on an increase in the feed-to-inoculum (F/I) ratio (T1–T5) and increase in the Total Solids (TS)% of the working volume (T6–T10). The results show that in both the treatment sets, an increase in organic load led to a decrease in SMY. Higher organic loads in terms of F/I ratio (T4 and T5) were inhibited due to Volatile Fatty Acid (VFA) accumulation. On the other hand, higher organic loads (T8, T9 and T10) in terms of the higher TS% of the working volume was inhibited by the accumulation of NH4-N. Thus, an organic load of 50 gVS/L at an F/I ratio = 1.0 and TS = 10% (T3) was found to be the highest organic load that had no significant inhibitions among the tested treatments. The results from the kinetic studies show that the first-order kinetic model is the best fit for the SMY data, with average differences% of 2.32% and 3.13% for treatments T1–T5 and T6–T10, respectively.

Effects of Iron Compounds on Batch Anaerobic Digestion of Primary Sludge: Control of Hydrogen Sulfide and Phosphate

Effects of Iron Compounds on Batch Anaerobic Digestion of Primary Sludge: Control of Hydrogen Sulfide and Phosphate

Different bioaugmentation regimes that mitigate ammonium/salt inhibition in repeated batch anaerobic digestion: Generic converging trend of microbial communities

Bioaugmentation regimes (i.e., dosage, repetition, and timing) in AD must be optimized to ensure their effectiveness. Although previous studies have investigated these aspects, most have focused exclusively on short-term effects, with some reporting conflicting conclusions. Here, AD experiments of three consecutive repeated batches were conducted to determine the effect of bioaugmentation regimes under ammonium/salt inhibition conditions. A positive correlation between reactor performance and inoculum dosage was confirmed in the first batch, which diminished in subsequent batches for both inhibitors. Moreover, a diminishing marginal effect was observed with repeated inoculum introduction. While the bacterial community largely influenced the reactor performance, the archaeal community exhibited only a minor impact. Prediction of the key enzyme abundances suggested an overall decline in different AD steps. Overall, repeated batch experiments revealed that a homogeneous bacterial community deteriorated the AD process during long-term operation. Thus, a balanced bacterial community is key for efficient methane production.

Potential for Biogas Production from Water Hyacinth and Banana Peels: A Case Study of Substrates Harvested from Lomé, Togo

Climate change and the growing demand for energy have prompted research on alternative eco-friendly energy sources. This study focused on the potential for biogas production from water hyacinth and banana peel waste through physicochemical characterization and batch anaerobic digestion tests. The water hyacinth and banana peel samples were dried, ground, and subjected to elemental, proximate, and fiber content analyses. Subsequently, banana peel waste, water hyacinth stems, and leaves were used for batch anaerobic digestion tests in 500 mL glass flask bottles for 21 days under mesophilic conditions in n = 3 trials. Kruskal–Wallis and Dunnett’s tests were performed to identify the significance of the differences in biogas yield among the samples. The analyses of the elemental, proximate, and fiber contents of water hyacinth and banana peels revealed that they possess a suitable chemical composition and essential nutrients for the production of high-yield biogas. The biogas yields from water hyacinth leaves, stems, and banana peels were 280.15, 324.79, and 334.82 mL/g VS, respectively. These findings indicate that water hyacinth and banana peel waste have significant potential for biogas production.

Optimizing the microbial community composition in anaerobic digesters to improve biogas yields from food waste

Methods: Food waste collected from local restaurants and households in New York city will be used in this study. The food waste will be characterized to analyze its composition. Batch anaerobic digesters will be inoculated with microbial communities from existing food waste digesters. DNA analysis using 16S rRNA gene sequencing will be done to show the initial microbial consortia. Various perturbations will be applied to the digesters including changes in temperature, pH, feeding rates, mixing intensities to select for microbial populations yielding higher biogas production. Biogas production will be monitored over time. DNA analysis will be repeated after perturbation to analyze changes in the microbial community structure. Results: Preliminary results show Food waste characterized was found to contain 35% proteins, 45% carbohydrates and 20% fats. The initial microbial consortia in the digesters was dominated by bacteria from the genera Clostridium, Bacteroides and Methanothermobacter. Increasing feeding rates led to a 40% increase in biogas yields. Microbial analysis indicated a shift in populations with Clostridium becoming the most abundant genus. Decreasing pH from 7 to 6.5 further enhanced biogas by 25% with Clostridium and Syntrophomonas becoming dominant. Discussion: The study demonstrates that optimizing operational conditions can effectively manipulate the microbial communities in anaerobic digesters processing food waste. By applying selective pressures, populations better suited to degrade the local food waste and produce higher methane yields can be enriched. Further experiments will aim to construct stable, optimized consortia through controlled perturbation for robust and efficient food waste digestion. The approach holds promise for improving biogas production from food waste globally

Optimization of the anaerobic digestion process and the metabolic pathway of methanogenesis of Jerusalem artichoke straw with the mixed addition of iron filings and biochar

This study explored the feasibility of the mixed addition of iron filings and biochar in the anaerobic digestion of Jerusalem artichoke straw (JAS), using iron filings and biochar as mixed additives for mid-temperature batch anaerobic digestion experiments, and applied response surface methodology to investigate the interactive effects of different ratios of iron filings and biochar (FE/BC), solid content, and initial pH on the cumulative methane production from JAS. The results showed that the optimal conditions for methane production were an FE/BC of 2.45:7.55, an initial pH of 7.59, and a solid content of 8.80 %. Under these conditions, the cumulative methane production was 278.11 mL g−1 volatile solid (VS) contents, which was very close to the predicted value (286.42 mL g−1 VS), with a relative error of less than 5 %, indicating the effectiveness of the model. The optimized conditions with mixed addition (HB) exhibited good synergistic promotion, increasing cumulative methane production by 48.69 % compared to the control without additives and by 22.29 % and 29.57 % compared to the single addition of iron filings and biochar, respectively. Moreover, the HB treatment under optimized conditions achieved good economic benefits. Metagenomic analysis showed that the relative abundances of bacterial taxa including Fermentimonas, DMER64, Bacteroidetes_VadinHA17, unclassified Synergistaceae, Clostridium, Ruminiclostridium, and unclassified Anaerolineaceae were higher in HB samples, and Methanothrix was also enriched. Methane metabolism pathway analysis indicated that the anaerobic digestion of JAS with the mixed addition of iron filings and biochar enhanced the acetoclastic methane production pathway, thereby increasing methane production.

Sodium disilicate pretreatment enhancing methane production from anaerobic digestion of waste activated sludge

Improving the efficiency of digestion is a major focus of waste activated sludge (WAS) anaerobic digestion (AD) research. This study investigates the viability and mechanism of sodium disilicate (SD) in enhancing the digestive efficacy of WAS. Batch AD experiments for the sludges pretreated by varied amounts of SD were carried out, and the results revealed that a dosage of 90 mmol/L resulted in the highest methane yield (247.9 mL/g·VS), marking a 90.0 % increase compared to the raw sludge. Mechanistic investigations highlighted that SD pretreatment facilitated EPS degradation, cell lysis, and modulation of interfacial interaction energy, ultimately enhancing sludge disintegration and methane generation. Microbial community analysis unveiled an enrichment of crucial functional microorganisms associated with hydrolysis, acidification, and methanation. The heightened presence of acetotrophic and hydrogenotrophic methanogens significantly boosted methane production. Furthermore, metagenomic analysis corroborated that the SD pretreatment stimulated amino acid metabolism, energy metabolism (specifically ABC transporter proteins), and carbohydrate metabolism, thereby enhancing methanogenic activity through increased microbial metabolic activities and upregulated key enzyme expression. This research underscores the potential of SD-assisted pretreatment strategies in augmenting WAS digestion, introducing supplementary pretreatment avenues for optimizing anaerobic biotechnology.

Impact of Iron Oxide on Anaerobic Digestion of Frass in Biogas and Methanogenic Archaeal Communities' Analysis.

With the increasing prominence of the global energy problem, socioeconomic activities have been seriously affected. Biofuels, as a renewable source of energy, are of great significance in promoting sustainable development. In this study, batch anaerobic digestion (AD) of frass (swine manure after bioconversion by black soldier fly larvae) and co-digestion with corn straw after the addition of iron oxide (Fe3O4) nanoparticles is investigated, as well as the start-up period without inoculation. The biochemical methane potential of pure frass was obtained using blank 1 group and after the addition of various sizes of Fe3O4 nanoparticles for 30 days period, and similarly, the digestion of frass with straw (blank 2) and after the addition of various sizes of Fe3O4 nanoparticles for 61 days period. The results showed that the average gas production was 209.43 mL/gVS, 197.68 mL/gVS, 151.85 mL/gVS, and 238.15 mL/gVS for the blank, ~176 nm, ~164 nm, and ~184 nm, respectively. The average gas production of frass with straw (blank 2) was 261.64 mL/gVS, 259.62 mL/gVS, 241.51 mL/gVS, and 285.98 mL/gVS for blank 2, ~176 nm, ~164 nm, and ~184 nm, respectively. Meanwhile, the accumulated methane production of the ~184 nm group was 2312.98 mL and 10,952.96 mL, respectively, which significantly increased the biogas production compared to the other groups. The methanogenic results of the frass (30 days) indicated that Methanocorpusculum, Methanosarcina, and Methanomassiliicoccus are the important methanogenic species in the AD reactor, while the microbial diversity of the ~184 nm group was optimal, which may be the reason for the high gas production of ~184 nm.

Enhanced anaerobic digestion of food waste using purified lactonic sophorolipids produced by solid-state fermentation of molasses and oil waste: A circular approach

In the present work, the effect of pure lactonic sophorolipids (SL) on the anaerobic digestion of biowaste was investigated. For this purpose, crude SL were produced from organic waste (a mixture of molasses and winterization oil cake) through solid-state fermentation (SSF) in a 22L pilot-scale aerobic bioreactor using the yeast Starmerella bombicola as SL-producing microorganism. The crude material extracted from the SSF exhaust solid contained several forms of SL and it was purified using High-Performance Liquid Chromatography (HPLC) and characterized by means of Liquid Chromatography-Mass Spectrometry (LC-MS) yielding a high-purity C18 lactonic SL (>99%). This pure SL was used to enhance the batch anaerobic digestion of source-selected biowaste, mainly composed by kitchen waste. The best dosage of SL was in the range of 0.02–0.04 g SL/g TS, with an increment of methane yield of 41% in NmL/g VS. The presence of SL did not significantly alter the structure of the microbial community or general biodiversity. In summary, we propose a circular approach for waste valorisation in which different organic waste streams are combined in a biorefinery-like configuration, where the solid-state fermentation is used to produce SL and results in an enhanced bioenergy production.

Prolonging the time of manure by water soaking can alleviate the inhibition of lime disinfection wastewater in a batch anaerobic digestion of swine manure

The African swine fever poses significant challenges for swine farms using lime-based disinfectants, leading to pronounced inhibition of anaerobic digestion systems due to the influx of lime disinfection wastewater. This study focuses on treating swine manure containing lime through water soaking (2d, 4d, 6d, 8d) before biogas digestion. An 8-day water soaking period significantly reduces Ca2+ and PO43--P concentrations by 20.36 % and 56.79 %, respectively. Batch tests show enhanced performance, with T1, T2, T3, and T4 witnessing increases in biogas production of 25.73 %, 114.36 %, 119.59 %, and 181.83 %, and Ca2+ sedimentation rates escalating by 6.59 %, 13.47 %, 28.94 %, and 35.64 %, respectively, compared to the control group (CK). In continuous tests, the pre-treated sample C1 maintains Ca2+ at 4.1 g/L, leading to a 104.86 % increase in biogas production compared to the control group. The study advocates extending water soaking durations as a strategy to mitigate lime disinfectant inhibition in swine manure anaerobic digestion systems, highlighting its potential for enhancing acidification, hydrolysis, and ultimately, the efficiency of biogas production.

Development of Mass-Conserving Atomistic Mathematical Model for Batch Anaerobic Digestion: Framework and Limitations

A variety of mathematical models have been developed to simulate the biochemical and physico-chemical aspects of the anaerobic digestion (AD) process to treat organic wastes and generate biogas. However, all these models, including the most widely accepted and implemented Anaerobic Digestion Model No.1, remain incapable of adequately representing the material balance of AD and are therefore inherently incapable of material conservation. The absence of robust mass conservation constrains reliable estimates of any kinetic parameters being estimated by regression of empirical data. To address this issue, the present work involved the development of a “framework” for a mass-conserving atomistic mathematical model which is capable of mass conservation, with a relative error in the range of machine precision value and an atom balance with a relative error of ±0.02% whilst obeying the Henry’s law and electroneutrality principle. Implementing the model in an Excel spreadsheet, the study calibrated the model using the empirical data derived from batch studies. Although the model shows high fidelity as assessed via inspection, considering several constraints including the drawbacks of the model and implementation platform, the study also provides a non-exhaustive list of limitations and further scope for development.

Co-Digestion of Petroleum Sludge and Buffalo Dung by Batch Anaerobic Digestion System

Co-Digestion of Petroleum Sludge and Buffalo Dung by Batch Anaerobic Digestion System

Enhanced anaerobic digestion performance and sludge filterability by membrane microaeration for anaerobic membrane bioreactor application

Slow dissolution/hydrolysis of insoluble/macromolecular organics and poor sludge filterability restrict the application potential of anaerobic membrane bioreactor (AnMBR). Bubble-free membrane microaeration was firstly proposed to overcome these obstacles in this study. The batch anaerobic digestion tests feeding insoluble starch and soluble peptone with and without microaeration showed that microaeration led to a 65.7–144.8% increase in methane production and increased critical flux of microfiltration membrane via driving the formation of large sludge flocs and the resultant improvement of sludge settleability. The metagenomic and bioinformatic analyses showed that microaeration significantly enriched the functional genes and bacteria for polysaccharide and protein hydrolysis, microaeration showed little negative effects on the functional genes involved in anaerobic metabolisms, and substrate transfer from starch to peptone significantly affected the functional genes and microbial community. This study demonstrates the dual synergism of microaeration to enhance the dissolution/hydrolysis/acidification of insoluble/macromolecular organics and sludge filterability for AnMBR application.

Effect of the Inoculum-to-Substrate Ratio on Putative Pathogens and Microbial Kinetics during the Batch Anaerobic Digestion of Simulated Food Waste.

The effects of the inoculum (anaerobic digestion effluent) to substrate (simulated food waste) ratio (ISR) 4.00 to 0.25 on putative pathogens and microbial kinetics during batch mesophilic anaerobic digestion were investigated. Red fluorescent protein labelled (RFPAKN132) Escherichia coli JM105 was introduced as a marker species, and together with the indigenous Clostridium sp., Enterococcus sp., Escherichia coli, and total coliforms were used to monitor pathogen death kinetics. Quantitative polymerase chain reaction was also used to estimate the bacterial, fungal, and methanogenic gene copies. All the ISRs eliminated E. coli and other coliforms (4 log10 CFU/mL), but ISR 0.25 achieved this within the shortest time (≤2 days), while ISR 1.00 initially supported pathogen proliferation. Up to 1.5 log10 CFU/mL of Clostridium was reduced by acidogenic conditions (ISR 0.25 and 0.50), while Enterococcus species were resistant to the digestion conditions. Fungal DNA was reduced (≥5 log10 copies/mL) and was undetectable in ISRs 4.00, 2.00, and 0.50 at the end of the incubation period. This study has demonstrated that ISR influenced the pH of the digesters during batch mesophilic anaerobic digestion, and that acidic and alkaline conditions achieved by the lower (0.50 and 0.25) and higher (4.00 and 2.00) ISRs, respectively, were critical to the sanitisation of waste.

Enhancement effects and mechanisms of iron filings on the performance of anaerobic co-digestion of hulless barley straw and pig manure

In order to study the enhancing effects and mechanisms of iron filings in anaerobic co-digestion (co-AD), we investigated the effects of different concentrations of iron filings (0 g L−1, 6 g L −1, 10 g L −1, 14 g L −1, 18 g L −1) on the co-AD of hulless barley straw and pig manure, based on medium-temperature batch anaerobic digestion. The results revealed that the addition of iron filings improved the methane production performance of co-AD, and that cumulative methane production was the highest (375.26 mL g−1 VS) when the addition concentration was 14 g L −1, which was 21.33 % higher than that of the treatment group without added iron filings. The addition of an appropriate amount iron filings can also provide certain economic benefits. The addition of iron filings increased the relative abundances of bacterial groups such as Fermentimonas, Proteiniphilum, Syner-01, Ercella, Thermovirga, unclassified Synergistaceae and unclassified Anaerolineaceae as well as acetate trophic methanogens such as Methanothrix and Methanosarcina, but it did not promote the growth of hydrogenotrophic methanogens. The addition of iron filings increased the electron transport system (ETS) activity of the co-AD and enhanced the enrichment of microorganisms involved in direct interspecies electron transfer (DIET), such as Methanothrix, Methanosarcina and unclassified Anaerolineaceae. This may represent one of the key reasons behind the observed increase in methane production. A metabolomic analysis found that the presence of 47 metabolites may have been related to the addition of iron filings, suggesting that their addition significantly affected the related metabolic pathways of the co-AD. The differential metabolites were mainly enriched in metabolic pathways such as ATP-binding cassette (ABC) transport, purine metabolism, linoleic acid metabolism, and alpha-linolenic acid metabolism.

Lipid-extraction of Tribonema minus avoids foaming facilitating anaerobic co-digestion with molasses vinasse

Tribonema minus, a filamentous microalgae, has great potential as an anaerobic digestion (AD) substrate, owing to its relatively low cultivation and harvesting costs. This is the first study to explore the effect of T. minus as an anaerobic co-digestion (AcoD) substrate with molasses vinasse (MV). To analyze the potential effects of the structure and composition of T. minus on the AD process, we conducted batch and semi-continuous AD using simple dehydrated T. minus (Fresh T. minus, FTR) and lipid-extracted and pulverized T. minus (Pretreated-T. minus, PTR). The results showed that the maximum methane production potential of FTR was 158.9 ± 2.9 mL CH4 g−1 VS, which was reduced by 25% after pretreatment. However, the methane production potential increased by 18% in the batch AcoD with MV. Meanwhile, FTR led to the accumulation of fatty acids and lipids, including palmitic acid, in semi-continuous AcoD with MV. Lipid accumulation further increased the polysaccharide and protein content in the extracellular polymeric substances, resulting in a decrease in liquid surface tension and an increase in foam formation, which ultimately led to a decrease in methane production potential and soluble chemical oxygen demand removal rate. Microbial community analysis demonstrated that PTR effectively mitigated the inhibitory effects caused by filamentous microalga (FM). Our results further elucidated the potential mechanism of foam formation during the AD of FTR and revealed that pretreatment can lead to effective recovery of products from T. minus while promoting methane production potential and optimizing the microbial community composition during AcoD. Therefore, our study provides novel insights into the utilization of FM.

Utilization of microalgae for agricultural runoff remediation and sustainable biofuel production through an integrated biorefinery approach

Generally wastewater such agricultural runoff is considered a nuisance; however, it could be harnessed as a potential source of nutrients like nitrates and phosphates in integrated biorefinery context. In the current study, microalgae Chlorella sp. S5 was used for bioremediation of agricultural runoff and the leftover algal biomass was used as a potential source for production of biofuels in an integrated biorefinery context. The microalgae Chlorella sp. S5 was cultivated on Blue Green (BG 11) medium and a comprehensive optimization of different parameters including phosphates, nitrates, and pH was carried out to acquire maximum algal biomass enriched with high lipids content. Dry biomass was quantified using the solvent extraction technique, while the identification of nitrates and phosphates in agricultural runoff was carried out using commercial kits. The algal extracted lipids (oils) were employed in enzymatic trans-esterification for biodiesel production using whole-cell biomass of Bacillus subtilis Q4 MZ841642. The resultant fatty acid methyl esters (FAMEs) were analyzed using Fourier transform infrared (FTIR) spectroscopy and gas chromatography coupled with mass spectrometry (GC–MS). Subsequently, both the intact algal biomass and its lipid-depleted algal biomass were used for biogas production within a batch anaerobic digestion setup. Interestingly, Chlorella sp. S5 demonstrated a substantial reduction of 95% in nitrate and 91% in phosphate from agricultural runoff. The biodiesel derived from algal biomass exhibited a noteworthy total FAME content of 98.2%, meeting the quality standards set by American Society for Testing and Materials (ASTM) and European union (EU) standards. Furthermore, the biomethane yields obtained from whole biomass and lipid-depleted biomass were 330.34 NmL/g VSadded and 364.34 NmL/g VSadded, respectively. In conclusion, the findings underscore the potent utility of Chlorella sp. S5 as a multi-faceted resource, proficiently employed in a sequential cascade for treating agricultural runoff, producing biodiesel, and generating biogas within the integrated biorefinery concept.Graphical

Optimization of the methane production in batch anaerobic digestion of maize straw by adjustment of total solid and substrate-to-inoculum ratio based on kinetics

Optimization of the methane production in batch anaerobic digestion of maize straw by adjustment of total solid and substrate-to-inoculum ratio based on kinetics