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Chemical kinetics

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Table of Contents

Overview

Key Concepts in Chemical Kinetics

, also referred to as reaction kinetics, is a branch of that focuses on understanding the rates of chemical reactions and the mechanisms by which they occur. The fundamental concepts in this field include reaction rates, elementary reactions, mechanisms, kinetic constants, and their relationship to and activation energies.[3.1] The study of chemical kinetics is essential for predicting, measuring, and controlling the speed of chemical reactions. It emphasizes the importance of collision dynamics and the mechanistic information that can be derived from various experimental approaches.[6.1] A critical aspect of chemical kinetics is the determination of reaction rates, which can be influenced by several factors, including the concentration of reactants, temperature, and the presence of catalysts.[14.1] Van 't Hoff's pioneering work in the late 19th century laid the groundwork for modern chemical kinetics, leading to the formulation of rate and constants that describe how reaction rates vary with different conditions.[3.1] The half-life of a reactant, defined as the time required for half of the initial amount to undergo reaction, serves as a useful measure of reaction rates.[4.1] Chemical kinetics is a vital field that examines the rates and mechanisms of chemical processes, offering significant practical value across various domains, including industrial processes and .[12.1] In industrial settings, understanding the principles of chemical kinetics can lead to more efficient processes, ultimately reducing costs and minimizing environmental impacts.[10.1] For example, optimizing chemical processes involves a multi-step flow of input materials, which includes reactions, neutralization, crystallization, and , highlighting the importance of kinetics in achieving high product yields.[7.1] Furthermore, in , the study of reaction rates is crucial for assessing the degradation of pollutants, as it helps manage environmental concerns.[16.1] The rate and extent of degradation are influenced by various physical, chemical, and ecological factors, with temperature playing a central role by enhancing reaction rates and microbial .[15.1] Thus, the principles of chemical kinetics not only drive innovation and sustainability in industrial practices but also provide predictive insights essential for addressing environmental challenges.[9.1]

History

Early Studies and Contributions

The early studies and contributions to chemical kinetics can be traced back to the mid-19th century. In the 1850s, Ludwig Wilhelmy conducted significant research on the rate of inversion of sucrose, discovering that the reaction rate was proportional to the concentrations of both the sugar and the acid involved in the hydrolysis process.[50.1] This foundational work laid the groundwork for future developments in the field. In 1864, Peter Waage and Cato Guldberg further advanced chemical kinetics by formulating the of mass action, which posits that the speed of a chemical reaction is directly proportional to the quantity of the reacting substances.[55.1] This principle became a cornerstone of chemical kinetics, influencing subsequent research and theories. Jacobus van 't Hoff emerged as a pivotal figure in the late 19th century, publishing his influential work "Études de dynamique chimique" in 1884. His research provided critical insights into chemical dynamics and thermodynamics, establishing him as a pioneer in the field.[51.1] Van 't Hoff's contributions included the formulation of a between temperature and reaction rate, known as van 't Hoff's rule, which states that a temperature increase of 10°C typically results in a two- to fourfold increase in reaction rate.[52.1] He also developed the van 't Hoff equation, which describes the relationship between the equilibrium constant and the heat of reaction, further enhancing the understanding of reaction kinetics.[53.1] The early 20th century saw the establishment of modern chemical kinetics, with significant contributions from scientists such as Henry Eyring and Michael Polanyi in the 1930s. They developed the transition state theory, which provided a theoretical framework for understanding the rates of chemical reactions by examining the energy barriers that reactants must overcome.[49.1] This theory, along with the earlier foundational work, solidified the principles of chemical kinetics as a vital area of study within physical chemistry.

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Factors Affecting Reaction Rates

Concentration and Temperature

The concentration of reactants significantly influences the rates of chemical reactions. In many cases, an increase in the concentration of reactants leads to a higher reaction rate, as there are more particles available to collide and react. This principle is particularly relevant in environmental contexts, where the concentration of pollutants can dictate the speed at which they are transformed or degraded.[87.1] Temperature is often considered the most significant factor affecting reaction rates. An increase in temperature provides reactant particles with greater kinetic energy, leading to more rapid movement and a higher likelihood of collisions between them. This added energy increases the chances that these collisions will meet the activation energy requirement necessary for the reaction to occur.[84.1] It is generally observed that the rate of a reaction can double, or increase by 100%, with a temperature rise of just 10 °C.[86.1] However, it is important to note that this relationship is not universally applicable; the rate of a reaction can also depend on the of the reactants and their bonding characteristics. Additionally, factors such as the surface area of solid reactants can influence the reaction rate, indicating that temperature is just one of several factors that can chemical kinetics.[86.1] The Arrhenius equation further illustrates the relationship between temperature and reaction rates, indicating that the rate constant (k) for a reaction increases exponentially with temperature. This relationship underscores the importance of temperature control in various chemical processes, including industrial applications where efficiency and are paramount.[91.1] For instance, in the production of sulfuric acid through the Contact process, the selection of an appropriate catalyst and the optimization of temperature are crucial for enhancing reaction rates and overall process efficiency.[92.1]

Role of Catalysts

Catalysts play a crucial role in influencing the rates of chemical reactions by providing an alternative pathway that lowers the activation energy required for the reaction to proceed. This reduction in activation energy allows a greater proportion of reactant molecules to undergo effective collisions, thereby increasing the reaction rate.[106.1] Catalysts are not consumed in the reaction, meaning they can be used repeatedly without altering the overall stoichiometry of the reaction they facilitate.[107.1] In industrial processes, the selection of appropriate catalysts is vital for optimizing reaction rates and enhancing overall process efficiency. For instance, in the production of sulfuric acid through the Contact process, the choice of catalyst significantly impacts the efficiency of the reaction.[104.1] Similarly, in the pharmaceutical industry, optimizing reaction rates through effective is essential for the efficient and cost-effective production of drugs.[104.1] The role of catalysts in chemical reactions is fundamentally linked to their ability to lower the activation energy barrier, which is quantitatively described by the Arrhenius equation. This equation indicates that as the activation energy (Ea) increases, the rate constant (k) decreases, resulting in a slower reaction rate.[110.1] Consequently, reactions with lower activation energies proceed more rapidly than those with higher activation energies, highlighting the significance of catalysts in enhancing reaction rates.[111.1] Furthermore, the Arrhenius equation suggests that the rate of an uncatalyzed reaction is more sensitive to changes in temperature compared to that of a catalyzed reaction, thereby emphasizing the critical role of catalysts in reaction kinetics.[111.1]

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Reaction Mechanisms

Understanding Reaction Pathways

Understanding reaction pathways is a crucial aspect of chemical kinetics, a branch of physical chemistry that examines the rates of chemical reactions and the underlying reasons for these rates.[123.1] The study of chemical kinetics involves analyzing macroscopic properties, such as the rate of change in the concentration of reactants or products over time, to uncover the sequence of events that occur at the molecular level during a reaction.[122.1] This molecular description is known as the reaction mechanism, which details how individual atoms, ions, or molecules interact to form specific products.[122.1] The overall sequence of these elementary reactions constitutes the reaction mechanism, and within this framework, the slowest step is identified as the rate-determining step, which significantly influences the overall reaction rate.[122.1] Chemical kinetics employs of macroscopic properties, such as the concentration of reactants and products over time, to elucidate these molecular mechanisms. By analyzing kinetic data, chemists can gain insights not only into the speed of reactions but also into the pathways through which they occur.[124.1] This understanding is crucial for various applications, including drug , where the metabolism of pharmaceuticals is influenced by specific reaction mechanisms. For instance, modifications to drug structures can enhance their metabolic and by altering the pathways through which they are processed in the body.[126.1] Understanding reaction pathways is essential for comprehending the , distribution, metabolism, and excretion (ADME) of drugs, which significantly influence the biological and physiological processes determining drug concentrations in target organs and tissues over time.[129.1] The mechanisms of are particularly important, as they can affect whether therapeutic goals are achieved while minimizing .[129.1] For instance, the first-pass effect necessitates that healthcare providers recognize that multiple doses of an oral medication may be required before sufficient free drug remains active in circulation to produce the desired effect.[128.1] Additionally, some drugs may inhibit metabolic , increasing sensitivity to other medications that are metabolized by those enzymes, which can further complicate dosing and therapeutic outcomes.[128.1] The liver plays a crucial role in drug metabolism, with hepatic drug transporters influencing a drug's disposition and elimination.[127.1] The cytochrome P-450 system is particularly significant in phase I metabolism, as it catalyzes the oxidation of many drugs, impacting their metabolic rates and overall .[127.1] Understanding these mechanisms is vital for optimizing drug design and ensuring effective therapeutic interventions.

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Recent Advancements

Innovations in Experimental Techniques

Recent advancements in chemical kinetics have been significantly influenced by innovations in experimental techniques, particularly through the development of ultrafast . This technique allows scientists to observe and analyze chemical reactions on extremely short timescales, reaching resolutions in the femtosecond (10^-15 seconds) and even attosecond (10^-18 seconds) domains. Such time resolutions enable the investigation of fast chemical dynamics, including the observation of transient chemical and transition states, which are crucial for understanding reaction mechanisms.[198.1] Ultrafast and spectroscopy have significantly advanced the study of chemical kinetics by enabling the observation of reactions on femtosecond timescales. This technology employs femtosecond laser pulses to create, detect, and analyze very short-lived transient chemical reaction intermediates and transition states, which is crucial for understanding the dynamics of chemical reactions.[183.1] The ability to visualize the continuous motion of nuclei and throughout a reaction allows researchers to study the instantaneous structures of reacting molecules, thereby enhancing our understanding of transition states and their implications for predicting reaction rates.[185.1] Furthermore, facilitated by ultrafast spectroscopy has important applications in understanding reaction mechanisms, optimizing chemical processes, and designing new materials.[197.1] Collaborative initiatives between materials scientists, physicists, and engineers are further expanding the applications of ultrafast spectroscopy in , emphasizing its role in studying molecular dynamics in real time.[197.1] The integration of ultrafast spectroscopy with other analytical techniques has significantly advanced our understanding of . Recent developments include innovative methods to combine ultrafast probes with in situ reactions in both gas and condensed phases, as well as the creation of multidimensional and probes that operate in the attosecond time domain.[184.1] This progress allows for real-time monitoring of reactions on femtosecond timescales, which is crucial for understanding reaction mechanisms, optimizing chemical processes, and designing new materials.[197.1] Ultrafast spectroscopy has emerged as a leading area in physical chemistry, enabling researchers to observe and even control the outcomes of chemical and biological reactions in real time, thereby enhancing our comprehension of reaction pathways.[199.1]

Computational Approaches in Kinetics

Computational approaches have become increasingly vital in the field of chemical kinetics, particularly in the context of electrocatalysis. These methods facilitate the rational design of highly active by providing insights into reaction mechanisms and transition states. For instance, computational modeling allows researchers to closely examine transition states and minimize key activation energy barriers, which is essential for advancing electrocatalysis and addressing challenges.[187.1] and data-driven techniques are also being leveraged to streamline the design process of next-generation electrocatalysts. These advancements enable a more efficient exploration of the vast chemical space, accelerating the discovery of novel catalysts.[188.1] Furthermore, the integration of computational methods with experimental data enhances the understanding of intrinsic kinetic behavior and the active sites of catalysts, thereby improving the accuracy of predictive models.[189.1] Molecular dynamics (MD) simulations play a crucial role in elucidating the mechanisms of electrochemical reactions and predicting the performance of catalysts. These simulations can provide detailed insights into the and desorption processes of reactants, intermediates, and products, which are fundamental to the overall reaction kinetics.[191.1] Additionally, MD simulations help visualize the dynamic nature of chemical events, allowing for a better understanding of reaction pathways and their discrepancies on potential energy surfaces.[201.1]

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Applications Of Chemical Kinetics

Industrial Applications

Chemical kinetics is fundamental in various industrial applications, especially within the pharmaceutical sector, where it is crucial for predicting the of drug products. Accelerated stability studies are designed to enhance the rate of chemical degradation or physical change of a drug substance by employing exaggerated storage conditions, which are integral to formal stability studies.[233.1] These studies, particularly Accelerated Predictive Stability (APS) studies, typically span a 3–4-week period and utilize extreme temperatures and relative humidity conditions (40–90 °C and 10–90% RH) to predict long-term stability more efficiently and in a less time-consuming manner.[232.1] The Arrhenius Equation serves as a cornerstone in this context, as it is widely used in accelerated stability testing to model the relationship between temperature and reaction rates, thereby facilitating the estimation of drug potency and degradation over time.[229.1] Data obtained from these accelerated studies, in conjunction with long-term stability studies, can be utilized to ensure that pharmaceutical products meet specified limits for potency and degradation.[233.1] In environmental science, chemical kinetics is applied to enhance the degradation rates of pollutants. For instance, light-activated catalysts can be employed to decompose organic pollutants into harmless byproducts, demonstrating the practical application of kinetics in .[209.1] This understanding of reaction rates is vital for developing sustainable chemical processes that minimize environmental impact. The scaling up of a chemical reaction from laboratory to industrial production is a complex process that requires careful to several key factors. Chemists should pay special attention to the choice of reaction route, as well as the selection of appropriate and solvents, to ensure the efficiency and safety of large-scale operations.[239.1] Additionally, health and safety considerations are critical during this transition, as they influence the overall feasibility of the production process.[239.1]

Biological and Environmental Implications

Chemical kinetics plays a crucial role in understanding biological processes and environmental phenomena. In biological systems, enzyme activity is significantly influenced by various factors, including substrate concentration, enzyme concentration, temperature, and pH. For instance, increasing substrate concentration can enhance the reaction rate until a maximum is reached, while higher enzyme concentrations also boost the rate until all substrates are bound to the enzymes.[214.1] Temperature enzyme-catalyzed reactions by influencing the frequency of collisions between enzymes and substrates; lower temperatures result in reduced reaction rates due to fewer collisions.[215.1] In the context of pharmaceuticals, the study of chemical kinetics is essential for ensuring drug stability and efficacy. Stability studies are conducted to assess how the quality of drug substances is affected by various factors such as light, humidity, and temperature.[220.1] These studies help determine optimal storage conditions, which are critical for maintaining the integrity of pharmaceutical products over time.[222.1] Kinetic models are employed to evaluate the stability behavior of drug products, allowing researchers to predict degradation rates under different environmental conditions.[219.1] The principles of chemical kinetics play a crucial role in , particularly in optimizing pharmacokinetics (PK) and pharmacodynamics (PD) properties. Studies on drug metabolism are essential for refining lead compounds to achieve optimal PK/PD characteristics, identifying new chemical entities based on active metabolites, and minimizing potential safety liabilities associated with the formation of reactive or toxic metabolites. Furthermore, these studies facilitate the comparison of preclinical metabolism in animals with that in humans, ensuring adequate coverage of human metabolites in and supporting human dose prediction.[227.1] Enzymes are regarded as the most desirable targets in drug development, as their accurate characterization is vital for understanding their reactions. Various analytical methods, including purification, kinetics, and protein stabilization, are necessary to achieve this characterization and to assess optimal conditions for enzyme activity.[228.1] In environmental contexts, reaction kinetics is pivotal for understanding pollution degradation and . The concentration of reactants significantly influences the rates of chemical reactions, which can dictate the speed at which pollutants are transformed or nutrients are cycled in .[225.1] Additionally, temperature and pH are critical factors that affect the rate and mechanism of many chemical processes occurring in .[225.1] Thus, the application of chemical kinetics in both biological and environmental domains underscores its importance in advancing scientific knowledge and practical applications.

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Challenges And Future Directions

Current Limitations in the Field

Current limitations in the field of chemical kinetics are multifaceted, encompassing challenges in both and practical applications. One significant limitation arises in the modeling of flames and hydrocarbon ignition within practical systems, where the complexities of chemical kinetics can hinder advancements in technology. Reviews indicate that while chemical kinetics serves as a valuable tool for enhancing existing combustion systems and developing new combustion , substantial challenges remain in accurately capturing the dynamics involved.[247.1] In the realm of predictive kinetics, the development of kinetic models a priori presents its own set of challenges. These models rely on the identification of elementary reactions that accurately represent real molecular processes. However, the validation of these models a posteriori can be problematic, as it requires comprehensive studies to determine reaction rates. Various approaches exist for generating kinetic mechanisms, such as the implementation of pre-ordered reaction pathways, yet these methods can be limited by their complexity and the need for extensive experimental validation.[248.1] The modeling of chemical kinetics in biological environments presents significant challenges due to the unique properties of biological systems. These systems face difficulties that arise not only from the usual complexities encountered in modeling the dynamics of physical or chemical systems but also from their intrinsic multiscale and stochastic nature.[280.1] As a result, accurately simulating kinetic processes within these biological contexts becomes increasingly complicated, which is particularly critical for advancements in targeted .[280.1]

Emerging Research Areas

Emerging research areas in chemical kinetics are increasingly focused on the integration of advanced computational techniques, particularly machine learning (ML), which holds significant promise for enhancing the understanding and modeling of chemical processes. One of the primary challenges in this domain is the accurate prediction of kinetic rates and molecular thermochemistry, which are essential for developing detailed kinetic models that can effectively describe complex chemical reactions.[252.1] As machine learning methodologies advance, they offer new avenues for addressing these challenges by enabling rapid calculations of energies and gradients, thus facilitating efficient searches for transition states on machine learning energy surfaces.[250.1] The integration of machine learning (ML) methods, including artificial neural networks (ANNs), is increasingly transforming the field of by enhancing the prediction of and kinetic properties of chemical reactions.[251.1] These ML approaches are particularly promising for accelerating the integration of chemical kinetics in combustion modeling; however, their application is often constrained to simpler reaction mechanisms.[253.1] Furthermore, while deep neural networks (DNNs) offer a potential alternative to traditional methods in reacting flow simulations, significant challenges remain in achieving high precision and generalization across various fuels and flow conditions, especially in time-evolving flame simulations.[254.1] The successful implementation of these advanced computational techniques necessitates a collaborative effort between experts in and physical sciences to overcome the existing hurdles.[258.1] Emerging research areas in predictive kinetic modeling are increasingly leveraging machine learning techniques to enhance the accuracy and efficiency of processes. For instance, a pyrolytic kinetic predictive model constructed using machine learning has demonstrated a high accuracy for predictions, achieving an R² value of 0.9964, with the content identified as the most significant factor influencing pyrolytic activation energy.[255.1] However, the development of machine-learned kinetic models necessitates a well-sampled training set derived from microkinetic model simulations. This approach allows for the creation of surrogate models that can efficiently propagate uncertainties, addressing the challenge of time-consuming computations associated with repeatedly solving microkinetic models.[256.1] The integration of principles into chemical kinetics research is increasingly recognized as a crucial area of focus. Green chemistry is a pivotal discipline that addresses the urgent need for sustainable and environmentally friendly chemical processes, emphasizing the minimization of hazardous compounds and the reduction of waste generated in conventional .[261.1] Recent advances in green chemistry, particularly in pharmaceutical synthesis, highlight the transformation of chemical processes to enhance sustainability. This includes practices such as reduced solvent usage, the adoption of aqueous conditions, and the implementation of catalytic variants, which collectively aim to reduce the environmental impact of chemical reactions.[262.1] The ultimate goal of these advancements is to fundamentally change the approach to chemical research, charting a sustainable course for the future of chemical sciences.[263.1]

References

en.wikipedia.org favicon

wikipedia

https://en.wikipedia.org/wiki/Chemical_kinetics

[3] Chemical kinetics - Wikipedia Chemical kinetics, also known as reaction kinetics, is the branch of physical chemistry that is concerned with understanding the rates of chemical reactions. Van 't Hoff studied chemical dynamics and in 1884 published his famous "Études de dynamique chimique". In 1901 he was awarded the first Nobel Prize in Chemistry "in recognition of the extraordinary services he has rendered by the discovery of the laws of chemical dynamics and osmotic pressure in solutions". After van 't Hoff, chemical kinetics dealt with the experimental determination of reaction rates from which rate laws and rate constants are derived. At a given temperature, the chemical rate of a reaction depends on the value of the A-factor, the magnitude of the activation energy, and the concentrations of the reactants.

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https://www.britannica.com/science/chemical-kinetics

[4] Chemical kinetics | Definition, Equations, & Facts | Britannica Chemical kinetics | Definition, Equations, & Facts | Britannica Ask the Chatbot Games & Quizzes History & Society Science & Tech Biographies Animals & Nature Geography & Travel Arts & Culture ProCon Money Videos https://www.britannica.com/science/chemical-kinetics chemical kinetics, the branch of physical chemistry that is concerned with understanding the rates of chemical reactions. The principles of chemical kinetics apply to purely physical processes as well as to chemical reactions. Measurements of the rates of chemical reactions over a range of conditions can show whether a reaction proceeds by one or more steps. A useful rate measure is the half-life of a reactant, which is defined as the time that it takes for half of the initial amount to undergo reaction.

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libretexts

https://chem.libretexts.org/Courses/can/CHEM_220:_General_Chemistry_II_-_Chemical_Dynamics/06:_Chemical_Kinetics

[6] Chapter 6: Chemical Kinetics - Chemistry LibreTexts By understanding the principles of reaction rates, we can predict, measure, and even control the speed of chemical reactions, including understanding complexities in the mechanism of a reaction - the steps in which it occurs.

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chemiprocess

https://chemiprocess.com/optimization-of-chemical-process/

[7] Optimization of Chemical Process - ChemiProcess Manufacturing of any chemical in commercial scale involves mutli-step flow of the input material starting with reaction, neutralization, crystalization or precipitation of solids, filtration, washing and drying, as a typical example shows importance optimization of chemical process. The first step towards optimization of chemical process

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solubilityofthings

https://www.solubilityofthings.com/kinetics-industrial-processes

[9] Kinetics in Industrial Processes | Solubility of Things In conclusion, embracing the principles of chemical kinetics is essential for industries striving for sustainability. By optimizing processes, reducing waste, and improving energy efficiency, chemical kinetics paves the way for innovative practices that meet the demands of modern society while being mindful of our planet's health.

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solubilityofthings

https://www.solubilityofthings.com/real-life-applications-chemical-kinetics

[10] Real-life Applications of Chemical Kinetics Adaptive Industrial Practices: For industries, awareness of kinetics can lead to more efficient manufacturing processes, ultimately reducing costs and minimizing environmental impacts. In the competitive landscape of modern business, understanding these principles can drive innovation and sustainability.

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inflibnet

https://ebooks.inflibnet.ac.in/esp16/chapter/environmental-chemical-kinetics/

[12] 3 Environmental Chemical Kinetics - INFLIBNET Centre Chemical kinetics is the study of the rates and the mechanisms of chemical processes. It is of great practical value. It is often necessary to know under what conditions a slow but useful reaction can be made to proceed rapidly to yield a desired product in high yield. For environmental chemistry, it has great predictive value.

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libretexts

https://chem.libretexts.org/Ancillary_Materials/Exemplars_and_Case_Studies/Exemplars/Environmental_and_Green_chemistry/Waste_and_Reaction_Rates

[14] Waste and Reaction Rates - Chemistry LibreTexts There are five factors that influence the reaction rate. They are: the nature of reactants, the surface area, the temperature, the concentration, and the presence of catalysts. 1. ... If not monitored and contained properly sites can cause severe water and air pollution. There are two main categories of waste management sites. They are

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biologyinsights

https://biologyinsights.com/complete-degradation-key-pathways-and-environmental-factors/

[15] Complete Degradation: Key Pathways and Environmental Factors Environmental Factors That Influence the Process. The rate and extent of degradation are shaped by physical, chemical, and ecological variables. Temperature plays a central role, as higher thermal energy increases reaction rates, enhances microbial metabolism, and accelerates enzymatic activity.

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solubilityofthings

https://www.solubilityofthings.com/factors-affecting-reaction-rates

[16] Factors affecting reaction rates | Solubility of Things Environmental Impact: Understanding reaction rates is crucial for assessing the rate of pollutant degradation, which helps in managing environmental concerns. ... In conclusion, understanding the factors affecting reaction rates is fundamental to the field of chemical kinetics and has far-reaching implications across various scientific domains

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intechopen

https://www.intechopen.com/chapters/62152

[49] A Brief Introduction to the History of Chemical Kinetics The following text provides brief historical background to chemical kinetics, lays the foundation of transition state theory (TST), and reaction thermodynamics from the early Wilhelmy quantitative study of acid-catalyzed conversion of sucrose, through the deduction of mathematical models to explain the rates of chemical reactions, to the transition state theory (absolute rate theory) developed by Eyring, Evans, and Polanyi. A branch of physical chemistry (closely related to chemical kinetics) that seeks to explain the time-dependent phenomena, such as energy transfer and chemical reactions, in terms of detailed motion of nuclei and electrons which constitute the system , i.e. the investigation why chemical reaction proceeds.

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https://personal.ems.psu.edu/~radovic/KineticsHistory.html

[50] A BRIEF HISTORY OF CHEMICAL KINETICS - Pennsylvania State University A BRIEF HISTORY OF CHEMICAL KINETICS (AND OF CRE) (Ref.: "The World of Physical Chemistry," by K. J. Laidler, Oxford Univ. Press, 1993) • 1850: Wilhelmy (Germany) studied the rate of inversion of sucrose (hydrolysis into D-(+)-glucose and D-(-)-fructose in the presence of an acid) and found it to be proportional to the concentrations of both the sugar and the acid.

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http://www.chemistryexplained.com/Va-Z/Van-t-Hoff-Jacobus-Hendricus.html

[51] Jacobus Hendricus van't Hoff - Chemistry Explained In 1884 he published his well-known Études de dynamique chimique (Studies in chemical dynamics); it contained many important ideas on chemical kinetics and thermodynamics that confirm van't Hoff's status as a true pioneer in the field. Based on numerous measurements of organic reaction rates, he classified chemical reactions according to

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sciepub

https://pubs.sciepub.com/wjce/8/2/5/index.html

[52] Experiments to Introduce Students into the Temperature Dependence of ... Experimental Derivation of Van't Hoff Rule 2.1. Background Information. A first correlation between temperature and reaction rate was already formulated by Jacobus Henricus van't Hoff in 1884. His rule states that a temperature rise of 10°C results in an approximately two- to fourfold increase in reaction rate.

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ias

https://www.ias.ac.in/article/fulltext/reso/012/05/0021-0030

[53] Jacobus Henricus van 't Hoff - Indian Academy of Sciences the van 't Hoff-Le Chatelier principle. van 't Hoff developed a graphical method for obtaining the rate constant and order of a reaction, and proposed an equation, now known as van 't Hoff equation, that lays down the relationship between equilibrium constant and the heat of reaction. His ideas

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academia

https://www.academia.edu/79071449/Chemical_Kinetics_an_Historical_Introduction

[55] Chemical Kinetics, an Historical Introduction - Academia.edu History In 1864, Peter Waage and Cato Guldberg pioneered the development of chemical kinetics by formulating the law of mass action, which states that the speed of a chemical reaction is proportional to the quantity of the reacting substances. ... We will concentrate on searching for the theoretical grounds of three key chemical equilibrium

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https://sciencenotes.org/factors-that-affect-reaction-rate-chemical-kinetics/

[84] Factors That Affect Reaction Rate - Chemical Kinetics A Closer Look at the Factors Temperature. Temperature is often the factor that has the greatest effect on reaction rate. Increasing temperature gives particles kinetic energy so they bounce around more quickly and are more likely to combine. More importantly, the added energy is more likely to meet the activation energy requirement for the reaction. In contrast, lowering the temperature makes

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adichemistry

http://www.adichemistry.com/physical/kinetics/factors/factors-affecting-rate-reaction.html

[86] Factors Affecting Rate of Chemical Reactions Hence the rate of reactions involving gaseous reactants increases with increase in partial pressures. Therefore, usually it is observed that the rate of reaction increases with increase in temperature. But usually the rate of a reaction is doubled (i.e., increased by 100%) when the temperature is increased by 10 oC. However it is not always true that the rate of a reaction increases with increase in temperature. Rate of a reaction depends on the nature of bonding in the reactants. The rate of a reaction increases with increase in the surface area of solid reactant, if any used. Question-4) The rate of chemical reaction depends on the nature of reactants because:

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solubilityofthings

https://www.solubilityofthings.com/environmental-aspects-reaction-kinetics

[87] Environmental aspects of reaction kinetics | Solubility of Things Reaction kinetics, which is the study of rates and mechanisms of chemical reactions, plays a pivotal role in various environmental phenomena, including pollution degradation, atmospheric chemistry, and biogeochemical cycles. As climate change continues to challenge ecosystems, a deeper understanding of how temperature affects chemical reaction rates is essential for designing effective environmental management strategies. The concentration of reactants significantly influences the rates of chemical reactions in environmental contexts, often dictating the speed at which pollutants are transformed or nutrients are cycled. The influence of pH on environmental reaction kinetics is significant, affecting the rate and mechanism of many chemical processes that occur in natural systems. This equation highlights the kinetic implications of temperature changes on reaction rates, emphasizing the importance of incorporating environmental factors into models.

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https://www.solubilityofthings.com/examples-temperature-effects-real-chemical-reactions

[91] Examples of Temperature Effects in Real Chemical Reactions Examples of Temperature Effects in Real Chemical Reactions | Solubility of Things In conclusion, understanding the effects of temperature variations on acid-base reactions is essential for optimizing chemical processes, ensuring safety in industrial applications, and maintaining equilibrium in biological systems. By manipulating temperature, chemists can influence solubility, reaction rates, and product characteristics, ultimately driving efficiency and effectiveness in various chemical processes. According to the Arrhenius equation, the rate constant (k) for a reaction increases exponentially with temperature, which translates to a significant increase in reaction rates: k \= e ^ ( - E ₐ / RT ) This relationship underscores the need to control temperature in processes like combustion, where increased reaction rates can lead to efficiency and safety improvements.

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https://www.solubilityofthings.com/real-world-examples-reaction-rates-industrial-processes

[92] Real-world examples of reaction rates in industrial processes A variety of factors influence reaction rates in industrial processes, with each element playing a significant role in determining how efficiently reactants are transformed into products. In summary, catalytic converters exemplify the real-world application of chemical kinetics and reaction rate optimization in industrial processes, showcasing how advancements in chemistry can lead to significant improvements in environmental outcomes. The production of sulfuric acid through the Contact process stands as a quintessential example of optimizing reaction rates in industrial chemistry. The selection of the appropriate catalyst in the Contact process for sulfuric acid production is pivotal for optimizing reaction rates and enhancing overall process efficiency. In the pharmaceutical industry, the optimization of reaction rates is paramount to developing effective drugs and ensuring their production is both efficient and cost-effective.

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https://www.solubilityofthings.com/real-world-examples-reaction-rates-industrial-processes

[104] Real-world examples of reaction rates in industrial processes A variety of factors influence reaction rates in industrial processes, with each element playing a significant role in determining how efficiently reactants are transformed into products. In summary, catalytic converters exemplify the real-world application of chemical kinetics and reaction rate optimization in industrial processes, showcasing how advancements in chemistry can lead to significant improvements in environmental outcomes. The production of sulfuric acid through the Contact process stands as a quintessential example of optimizing reaction rates in industrial chemistry. The selection of the appropriate catalyst in the Contact process for sulfuric acid production is pivotal for optimizing reaction rates and enhancing overall process efficiency. In the pharmaceutical industry, the optimization of reaction rates is paramount to developing effective drugs and ensuring their production is both efficient and cost-effective.

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https://chem.libretexts.org/Courses/Chabot_College/Introduction_to_General_Organic_and_Biochemistry/10:_Reaction_Rates_and_Equilibrium/10.03:_Effects_of_Temperature_Concentration_and_Catalysts_on_Reaction_Rates

[106] 10.3: Effects of Temperature, Concentration, and Catalysts on Reaction ... 10.3: Effects of Temperature, Concentration, and Catalysts on Reaction Rates - Chemistry LibreTexts 10.3: Effects of Temperature, Concentration, and Catalysts on Reaction Rates https://chem.libretexts.org/@app/auth/3/login?returnto=https%3A%2F%2Fchem.libretexts.org%2FCourses%2FChabot_College%2FIntroduction_to_General_Organic_and_Biochemistry%2F10%253A_Reaction_Rates_and_Equilibrium%2F10.03%253A_Effects_of_Temperature_Concentration_and_Catalysts_on_Reaction_Rates 10.3: Effects of Temperature, Concentration, and Catalysts on Reaction Rates 10.3: Effects of Temperature, Concentration, and Catalysts on Reaction Rates Describe how temperatures, concentration of reactant, and a catalyst affect the reaction rate. A catalyst is a substance that increases the rate of a chemical reaction without being used up in the reaction. With a lower activation energy barrier, a greater percentage of reactant molecules are able to have effective collisions, and the reaction rate increases. 10.3: Effects of Temperature, Concentration, and Catalysts on Reaction Rates is shared under a CC BY-NC-SA 3.0 license and was authored, remixed, and/or curated by LibreTexts.

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https://chem.libretexts.org/Bookshelves/General_Chemistry/Map:_Chemistry_-_The_Central_Science_(Brown_et_al.

[107] 14.7: Catalysis - Chemistry LibreTexts Catalysts are substances that increase the reaction rate of a chemical reaction without being consumed in the process. A catalyst, therefore, does not appear in the overall stoichiometry of the reaction it catalyzes, but it must appear in at least one of the elementary reactions in the mechanism for the catalyzed reaction.

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[110] Activation Energy and the Arrhenius Equation The Arrhenius equation allows us to calculate activation energies if the rate constant is known, or vice versa. As well, it mathematically expresses the relationships we established earlier: as activation energy term E a increases, the rate constant k decreases and therefore the rate of reaction decreases. Determining the Activation Energy

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https://chem.libretexts.org/Bookshelves/Physical_and_Theoretical_Chemistry_Textbook_Maps/Supplemental_Modules_(Physical_and_Theoretical_Chemistry

[111] 6.2.3.1: Arrhenius Equation - Chemistry LibreTexts Because a reaction with a small activation energy does not require much energy to reach the transition state, it should proceed faster than a reaction with a larger activation energy. In addition, the Arrhenius equation implies that the rate of an uncatalyzed reaction is more affected by temperature than the rate of a catalyzed reaction.

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https://chem.libretexts.org/Bookshelves/General_Chemistry/Map:_Chemistry_-_The_Central_Science_(Brown_et_al.

[122] 14.6: Reaction Mechanisms - Chemistry LibreTexts One of the major reasons for studying chemical kinetics is to use measurements of the macroscopic properties of a system, such as the rate of change in the concentration of reactants or products with time, to discover the sequence of events that occur at the molecular level during a reaction. This molecular description is the mechanism of the reaction; it describes how individual atoms, ions, or molecules interact to form particular products. The stepwise changes are collectively called the reaction mechanism. The overall sequence of elementary reactions is the mechanism of the reaction. The slowest step in a reaction mechanism is the rate-determining step.

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[123] Chemical Kinetics: Reaction Rates, Equations and Mechanisms - GeeksforGeeks Chemical Kinetics: Reaction Rates, Equations and Mechanisms - GeeksforGeeks Tutorials Chemical Kinetics is a part of physical chemistry that focuses on the rate of chemical reactions and the reasons behind them. Different types of chemical reactions are categorized based on how the rate of the reaction depends on the concentration of the reactants: Integrated rate law is a fundamental concept in chemical kinetics that describes the concentration of reactants or products over time during a chemical reaction. For a first-order reaction, the relationship between the half-life (t1/2), the rate constant k, and the initial concentration of the reactant [A0]can be expressed as Chemical kinetics is the branch of physical chemistry focused on understanding the rates of chemical reactions.

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https://chem.libretexts.org/Bookshelves/General_Chemistry/CLUE:_Chemistry_Life_the_Universe_and_Everything/08:_How_Far_How_Fast/8.3:_Kinetics_and_the_Mechanisms_of_Reactions

[124] 8.3: Kinetics and the Mechanisms of Reactions The study of reaction rates, called chemical kinetics, encompasses a wide range of activities, measurements, and calculations. You might wonder why anyone would bother with this, but it turns out that we can use kinetic data to get more information about a reaction than just how fast it goes; we can find out about the pathway that the reaction

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https://www.pharmaacademias.com/drug-metabolism-principles-phase-i-and-phase-ii-reactions/

[126] Drug Metabolism: Principles, Phase I, and Phase II Reactions Understanding the principles and mechanisms of drug metabolism is essential for optimizing drug design and therapeutic outcomes. This note provides a comprehensive overview of drug metabolism, focusing on Phase I and Phase II reactions, along with illustrative examples.

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https://www.msdmanuals.com/professional/clinical-pharmacology/pharmacokinetics/drug-metabolism

[127] Drug Metabolism - Clinical Pharmacology - MSD Manual Professional Edition Drug Metabolism - Clinical Pharmacology - MSD Manual Professional Edition Hepatic drug transporters are present throughout parenchymal liver cells and affect a drug’s liver disposition, metabolism, and elimination (for review, see ). However, at therapeutic concentrations of most drugs, usually only a small fraction of the metabolizing enzyme’s sites are occupied, and the metabolism rate increases with drug concentration. However, when most of the enzyme sites are occupied, metabolism occurs at its maximal rate and does not change in proportion to drug concentration; instead, a fixed amount of drug is metabolized per unit time (zero-order kinetics). The most important enzyme system of phase I metabolism is cytochrome P-450 (CYP450), a microsomal superfamily of isoenzymes that catalyzes the oxidation of many drugs.

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[128] Chapter 1 Pharmacokinetics & Pharmacodynamics - Nursing Pharmacology ... Due to the first-pass effect, prescribing providers and nurses administering medications must understand that several doses of an oral medication may be needed before enough free drug stays active in the circulation to exert the desired effect. In contrast, some drugs have an inhibitory effect on enzymes, making the client more sensitive to other medications metabolized through the action of those enzymes. Depending on whether a drug is metabolized and eliminated by the kidneys or liver, impairment in either of these systems can significantly alter medication dosing, frequency of doses, anticipated therapeutic effect, and even whether a particular medication can be used at all. These medications may require repeated dosing throughout the day in order to achieve steady blood levels of active free drug and a sustained therapeutic effect.

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https://pmc.ncbi.nlm.nih.gov/articles/PMC11022858/

[129] Absorption, Distribution, Metabolism, and Excretion of US Food and Drug ... Absorption, distribution, metabolism, and excretion (ADME) of a drug affect the biologic and physiologic processes that determine the drug concentrations reaching to its organ (s) and tissue (s) over time. ADME parameters influence whether desired therapeutic goals can be reached while undesired adverse drug reactions (ADRs) can be avoided.

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https://www.physics.utoronto.ca/~photonic/wwwphotonics/dloads/ReidUfastLaserReview2000.pdf

[183] PDF Ultrafast laser technology and spectroscopy involves the use of femtosecond (10 15 s) laser and other (particle) sources to study the properties of matter. The extremely short pulse duration allows one to create, detect and study very short-lived transient chemical reaction intermediates and transition states. Ultrafast lasers can also be used

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https://pubs.acs.org/doi/10.1021/acsphyschemau.4c00100

[184] Ultrafast Spectroscopy of Chemical Transformations In parallel, ultrafast probes of chemical transformations have continued to advance. New developments include new ways to combine ultrafast probes with in situ reactions, whether in the gas or condensed phase. Other advancements include development of probes that reach the attosecond time domain, spectroscopies that are multidimensional, and

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[185] ULTRAFAST SPECTROSCOPY GROUP | Molecular Spectroscopy Laboraotry - Riken Especially for ultrafast reactions, it is key to observe and "visualize" the continuous motion of nuclei (structural change) throughout the reaction. Therefore, we study the "instantaneous" structures of the reacting molecules by advanced multi-pulse experiments, and try to determine the structure of the transition state that plays

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acs

https://pubs.acs.org/doi/10.1021/acs.accounts.4c00631

[187] Computational Modeling of Electrocatalysts for CO Our research suggests that incorporating the three coordination spheres in a holistic approach may be vital for advancing electrocatalysis toward viability in mitigating climate disruption. Computational methods allow us to closely examine transition states and determine how to minimize key activation energy barriers.

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[188] Optimizing the Electrocatalytic Discovery with Machine Learning as a ... Leveraging computational modeling, machine learning, and data-driven approaches can streamline the design process and accelerate the development of next-generation electrocatalysts. C. Role of Machine Learning in Accelerating Discovery

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https://www.nature.com/articles/s41929-022-00789-0

[189] Enhancing the connection between computation and experiments in ... Connections between computation and experiments in electrocatalysis can be enhanced by measuring the intrinsic kinetic behaviour of catalysts, creating accurate models for the active site and its

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https://www.sciencedirect.com/science/article/pii/S2772970223000159

[191] Molecular dynamics for electrocatalysis: Mechanism explanation and ... Molecular dynamics for electrocatalysis: Mechanism explanation and performance prediction - ScienceDirect Search ScienceDirect Short Review Article Molecular dynamics for electrocatalysis: Mechanism explanation and performance prediction Open access There are two main applications for Molecular dynamics (MD) simulations in electrochemical reactions: explaining mechanisms and predicting performance, which play important roles in fabricating robust electrocatalysts. MD simulations of electrocatalysis include the adsorption and desorption of reactants, intermediates, and products in this review. Then the prediction of the catalysts performance in specific reaction using MD simulations are introduced. Previous article in issue Next article in issue No articles found. All content on this site: Copyright © 2025 or its licensors and contributors. For all open access content, the relevant licensing terms apply.

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[197] PDF reactions on femtosecond timescales. Real-time monitoring has applications in understanding reaction mechanisms, optimizing chemical processes, and designing new materials. Collaborative initiatives between materials scientists, physicists, and engineers are expanding the applications of ultrafast spectroscopy in materials science.

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[198] Ultrafast Spectroscopy - an overview | ScienceDirect Topics Ultrafast Spectroscopy refers to a type of spectroscopy that involves time-resolved signal acquisition, allowing the observation of very fast processes in the femtosecond and attosecond time domains. It is a powerful tool in chemistry for studying the kinetics of chemical reactions and molecular dynamics in real time.

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https://www.physics.utoronto.ca/~photonic/wwwphotonics/dloads/ReidUfastLaserReview2000.pdf

[199] PDF Ultrafast spectroscopy has become one of the most active areas of physical chemistry. Rather than postulating mechanisms for chemical and biological reactions, ultra-short laser pulses can now be used to observe and even control the outcome of reactions in real time. Because of our improved understanding of reaction pathways,

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https://www.sciencedirect.com/science/article/pii/S0065316008440042

[201] Molecular dynamics simulations and mechanism of organic reactions: non ... Molecular dynamics (MD) simulations can give information on the dynamic nature of a chemical event and the results are, in principle, comparable with the experiments. ... In this section further examples of the discrepancy between reaction pathways on the PESs and dynamics pathways are discussed. One of the earlier examples was reported on S N

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[209] Applications of reaction rate knowledge in various fields Applications of reaction rate knowledge in various fields | Solubility of Things Overview of chemical kinetics and its role in understanding reaction rates Chemical kinetics is the branch of physical chemistry that focuses on understanding the rates of chemical reactions and the factors influencing them. This process involves enhancing reaction rates with the help of light-activated catalysts to decompose organic pollutants into harmless byproducts, showcasing the practical application of kinetics in environmental remediation. By enhancing our understanding of how catalysts influence reaction rates, chemists can catalyze progress towards sustainable and economically viable chemical processes. A thorough understanding of the kinetics of these reactions helps chemists and engineers develop electrodes with faster reaction rates, improving energy delivery.

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[214] Factors Influencing Enzyme Activity: Concentration, Temperature, and pH ... Several factors affect enzyme activity, including substrate concentration, enzyme concentration, temperature, and pH. Increasing substrate concentration boosts reaction rate until a maximum is reached. Higher enzyme concentration also increases the rate until all substrates are bound. Optimal temperature and pH levels vary for each enzyme but generally, human enzymes are most active at body

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https://www.monash.edu/student-academic-success/biology/regulation-of-biochemical-pathways/factors-affecting-enzyme-activity

[215] Factors affecting enzyme activity - Student Academic Success Temperature. Temperature affects enzyme-catalysed reactions by influencing the rate at which they occur. For a reaction to occur between an enzyme and substrate the two molecules need to collide. At lower temperatures the reaction rate is low as the enzymes and substrates do not collide frequently.

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springeropen

https://jast-journal.springeropen.com/articles/10.1186/s40543-022-00317-6

[219] Systematic strategies for degradation kinetic study of pharmaceuticals ... Degradation kinetic study ascertains the shelf life of drugs under different environmental conditions. It can facilitate the prediction of specific critical factors that can affect the quality of pharmaceuticals during storage. To date, general systematic strategies for performing degradation kinetics of drugs have not been discussed in any literature. Moreover, no regulatory guideline is

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https://pmc.ncbi.nlm.nih.gov/articles/PMC9693625/

[220] Drug Stability: ICH versus Accelerated Predictive Stability Studies Stability studies are essential to ensure the quality, efficacy, and security of drug substances and products. These stability guidelines have the purpose to provide evidence of how the quality of the drugs is modified under different factors (light, humidity, and temperature) as well as the degradation processes that take place.

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https://www.academia.edu/34621552/Chemical_kinetics_and_pharmaceuticals

[222] (DOC) Chemical kinetics and pharmaceuticals - Academia.edu This paper discusses the significance of chemical kinetics in the pharmaceutical industry, focusing on how reaction rates influence drug stability, storage, and effectiveness. It highlights the factors that affect reaction rates, such as concentration, temperature, and catalysts, and outlines the implications of zero-order and first-order

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https://www.solubilityofthings.com/environmental-aspects-reaction-kinetics

[225] Environmental aspects of reaction kinetics | Solubility of Things Reaction kinetics, which is the study of rates and mechanisms of chemical reactions, plays a pivotal role in various environmental phenomena, including pollution degradation, atmospheric chemistry, and biogeochemical cycles. As climate change continues to challenge ecosystems, a deeper understanding of how temperature affects chemical reaction rates is essential for designing effective environmental management strategies. The concentration of reactants significantly influences the rates of chemical reactions in environmental contexts, often dictating the speed at which pollutants are transformed or nutrients are cycled. The influence of pH on environmental reaction kinetics is significant, affecting the rate and mechanism of many chemical processes that occur in natural systems. This equation highlights the kinetic implications of temperature changes on reaction rates, emphasizing the importance of incorporating environmental factors into models.

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https://pmc.ncbi.nlm.nih.gov/articles/PMC6146880/

[227] Drug metabolism in drug discovery and development - PMC Studies on drug metabolism are key processes to optimize lead compounds for optimal PK/PD properties, to identify new chemical entities based on the finding of active metabolites, to minimize potential safety liabilities due to formation of reactive or toxic metabolites, and to compare preclinical metabolism in animals with humans for ensuring potential adequate coverage of human metabolites in animals and for supporting human dose prediction, etc.2 This review focuses on the study of drug metabolism as a discipline for its roles in optimizing pharmacokinetics (PK), pharmacodynamics (PD), and safety profiles of drug candidates in drug discovery and development.

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https://pmc.ncbi.nlm.nih.gov/articles/PMC9964764/

[228] Enzymes as Targets for Drug Development II - PMC - PubMed Central (PMC) Enzymes are viewed as the most desirable targets for drug development by the pharmaceutical community. The accurate characterization of enzymes is essential in comprehending their reactions, and various analytical methods are necessary to achieve this. Purification, kinetics, protein stabilization, the assessment of optimal conditions for pH

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https://www.stabilitystudies.in/the-role-of-arrhenius-equation-in-accelerated-stability-testing/

[229] The Role of Arrhenius Equation in Accelerated Stability Testing The Arrhenius Equation is a cornerstone of chemical kinetics, widely used in accelerated stability testing to predict the shelf life of pharmaceutical products.

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https://pmc.ncbi.nlm.nih.gov/articles/PMC9693625/

[232] Drug Stability: ICH versus Accelerated Predictive Stability Studies For this reason, Accelerated Predictive Stability (APS) studies, carried out over a 3–4-week period and combining extreme temperatures and RH conditions (40–90 °C)/10–90% RH, have emerged as novel approaches to predict the long-term stability of pharmaceutical products in a more efficient and less time-consuming manner. APS studies carried out over a 3–4-week period and combining extreme temperatures and RH conditions (>40 °C and up to 90% RH) have emerged as novel approaches to predicting the long-term stability of pharmaceutical products in a more efficient and less time-consuming manner. However, the most important contribution of APS studies is the use of isoconversion time to predict stability, for which the conditions of relative humidity and temperature should be carefully selected to reach a certain specification limit for potency and degradants.

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https://www.philadelphia.edu.jo/academics/yalthaher/uploads/Unit+8+Chemical+Kinetics+Stability.pdf

[233] PDF Accelerated Stability Testing • Accelerated stability studies are designed to increase the rate of chemical degradation or physical change of a drug substance or drug product by using exaggerated storage conditions as part of the formal stability studies. • Data from these studies, in addition to long-term stability studies, can be used to

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https://www.nature.com/articles/s43586-022-00116-8

[239] The scale up of chemical reactions - Nature The scaling up of a chemical reaction is a complex process. Chemists should pay special attention to a number of key factors, including the choice of route, reagents and solvents; health and

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https://www.suicideslabs.com/dw/arc/papers/002_Cathonnet.pdf

[247] PDF challenges in the chemical kinetic modeling of flames and of hydrocarbon ignition in practical systems , as well as in chemical theory . It is clear from these reviews that chemical kinetics can be used as a tool for improving present combustion systems and building new technologies of combustion.

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https://www.sciencedirect.com/science/article/pii/S1540748922000025

[248] Automation of chemical kinetics: Status and challenges In predictive kinetics the kinetic model is developed a priori, by identifying a set of elementary reactions that represent real molecular processes and therefore whose rates can be determined through separated focused studies, and then validated a posteriori. Different approaches are possible to generate a kinetic mechanism, ranging from the implementation of pre-ordered reaction pathways, as implemented in MAMOX , one of the first codes developed to generate kinetic mechanisms and exploiting a strategy similar to the one proposed in REACTION by Blurock and by Broadbelt et al. Combustion chemistry in the twenty-first century: developing theory-informed chemical kinetics models

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https://link.springer.com/chapter/10.1007/978-3-031-37196-7_7

[250] Machine Learning Applications in Chemical Kinetics and ... - Springer One of the major challenges is the lack of accurate kinetic rates and molecular thermochemistry, ... Since energies and gradients can be calculated rapidly using machine learning models, the search for transition states can be carried efficiently on the machine learning energy surface. ... Machine Learning Applications in Chemical Kinetics and

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https://pubmed.ncbi.nlm.nih.gov/35803803/

[251] Successes and challenges in using machine-learned activation ... - PubMed The prediction of the thermodynamic and kinetic properties of chemical reactions is increasingly being addressed by machine-learning (ML) methods, such as artificial neural networks (ANNs). ... Successes and challenges in using machine-learned activation energies in kinetic simulations J Chem Phys. 2022 Jul 7;157(1):014109. doi: 10.1063/5.0096027.

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https://www.degruyter.com/document/doi/10.1515/revce-2024-0027/html

[252] Machine learning applications for thermochemical and kinetic property ... Detailed kinetic models play a crucial role in comprehending and enhancing chemical processes. A cornerstone of these models is accurate thermodynamic and kinetic properties, ensuring fundamental insights into the processes they describe. The prediction of these thermochemical and kinetic properties presents an opportunity for machine learning, given the challenges associated with their

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github

https://ml4physicalsciences.github.io/2023/files/NeurIPS_ML4PS_2023_132.pdf

[253] PDF Abstract Modeling detailed chemical kinetics stands as a primary challenge in combustion simulations. Recent machine learning (ML) approaches aim to accelerate chemical kinetics integration, though their application is often limited to simpler reaction mechanisms. This study presents a novel framework to enforce physical constraints, specifically total mass and elemental conservation, into the

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https://pubs.aip.org/aip/pof/article/37/1/015162/3329490/Comprehensive-deep-learning-for-combustion

[254] Comprehensive deep learning for combustion chemistry integration: Multi ... The application of deep neural networks (DNNs) holds considerable promise as a substitute for the direct integration of combustion chemistry in reacting flow simulations. However, challenges persist in ensuring high precision and generalization across various fuels and flow conditions, particularly in a posteriori time-evolving flame simulations. This study performs comprehensive deep learning

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https://www.sciencedirect.com/science/article/pii/S0196890422004095

[255] A machine learning model to predict the pyrolytic kinetics of different ... A pyrolytic kinetic predictive model was constructed by using machine learning. The established model shows good accuracy for the prediction with an R 2 of 0.9964. The carbon content had the most influence on the pyrolytic activation energy.

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https://www.sciencedirect.com/science/article/pii/S2211339822000685

[256] Improving the predictive power of microkinetic models via machine learning Solving the microkinetic model repeatedly for a large-enough ensemble can become time-consuming. However, machine-learned kinetic models can be developed using a well-sampled training set of microkinetic model simulations and the ensuing surrogate model can then be used in forward propagation of the uncertainties quickly.

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acs

https://pubs.acs.org/doi/10.1021/acs.chemrev.1c00107

[258] Combining Machine Learning and Computational Chemistry for Predictive ... Machine learning models are poised to make a transformative impact on chemical sciences by dramatically accelerating computational algorithms and amplifying insights available from computational chemistry methods. However, achieving this requires a confluence and coaction of expertise in computer science and physical sciences. This Review is written for new and experienced researchers working

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https://www.sciencedirect.com/science/article/pii/S0022328X25000026

[261] Advancing chemistry sustainably: From synthesis to benefits and ... Advancing chemistry sustainably: From synthesis to benefits and applications of green synthesis - ScienceDirect Advancing chemistry sustainably: From synthesis to benefits and applications of green synthesis Green chemistry emphasizes the minimization of hazardous compounds, reduction of waste generated in conventional organic synthesis, and consideration of both production and disposal impacts. Green chemistry emphasizes the minimization of hazardous compounds, reduction of waste generated in conventional organic synthesis, and consideration of both production and disposal impacts. Green synthesis, also known as sustainable methods or environmentally friendly synthesis, is a chemical synthesis method aimed at reducing the environmental effect of chemical reactions and processes . Green chemistry emphasizes limiting utilize of hazardous compounds and decreasing waste generation in conventional organic synthesis.

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https://www.sciencedirect.com/science/article/pii/S2950357424000295

[262] Recent advances in green chemistry approaches for pharmaceutical ... Recent advances in green chemistry approaches for pharmaceutical synthesis - ScienceDirect Green chemistry transforms pharmaceutical synthesis for sustainability. Green chemistry (GC) is the design of chemical products and processes that reduces or eliminates the generation of hazardous substances; it adopts practices such as reduced solvent usage, shifting to aqueous conditions, catalytic variants, microwave irradiation, ultrasound facilitation, and photochemical routes viewed within the pharmaceutical context . As a significant advancement in green chemistry approaches of chemical synthesis, this study was focused on the development of microwave-assisted green synthesis of dosage forms and pharmaceutical compounds. Green chemistry has become one of the most profitable chemical industries used in oxidative synthesis under environmental constraints with improved efficiency and lower production cost in pharmaceutical synthesis.

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wiley

https://onlinelibrary.wiley.com/doi/10.1002/anie.202318676

[263] The Future of Chemical Sciences is Sustainable The ultimate goal is to fundamentally change the approach to chemical research, charting a sustainable course for the future of chemical sciences. 2 Triple E Framework. The emergence of green, circular, and sustainable chemistry frameworks reflects a global acknowledgement of the profound impacts of chemical processes.

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nih

https://pmc.ncbi.nlm.nih.gov/articles/PMC2877599/

[280] Kinetic Modeling of Biological Systems - PMC Due to the unique properties of biological systems, in addition to the usual difficulties faced in modeling the dynamics of physical or chemical systems, biological simulations encounter difficulties that result from intrinsic multiscale and stochastic nature of the biological processes.