Analytical Chemistry in a GMP Environment

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Publisher : Wiley-Interscience
ISBN 13 :
Total Pages : 520 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Analytical Chemistry in a GMP Environment by : James M. Miller

Download or read book Analytical Chemistry in a GMP Environment written by James M. Miller and published by Wiley-Interscience. This book was released on 2000-05 with total page 520 pages. Available in PDF, EPUB and Kindle. Book excerpt: Based on the Laboratory Analyst Training and Certification Program ... chemists from a range of pharmaceutical companies and a few academic laboratories explain how to comply with the US Food and Drug Administration's Good Manufacturing Practice rules as analytical technologies are changing rapidly .... Among the topics are the drug development process, uniform and consistent interpretation of compliance issues, the role of statistics and basic topics in analytical chemistry, and detectors and quantitative analysis. The emphasis is on high-performance liquid chromatographic methods.

Analytical Chemistry in a Gmp Environment

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Publisher :
ISBN 13 : 9780471459255
Total Pages : pages
Book Rating : 4.4/5 (592 download)

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Book Synopsis Analytical Chemistry in a Gmp Environment by : Miller

Download or read book Analytical Chemistry in a Gmp Environment written by Miller and published by . This book was released on 2003-04-01 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Essential Elements for a GMP Analytical Chemistry Department

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 1461476429
Total Pages : 203 pages
Book Rating : 4.4/5 (614 download)

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Book Synopsis Essential Elements for a GMP Analytical Chemistry Department by : Thomas Catalano

Download or read book Essential Elements for a GMP Analytical Chemistry Department written by Thomas Catalano and published by Springer Science & Business Media. This book was released on 2013-06-20 with total page 203 pages. Available in PDF, EPUB and Kindle. Book excerpt: Essential Elements for a GMP Analytical Chemistry Department is a systematic approach to understanding the essential elements required for a successful GMP Analytical Department to function as an efficient and effective organization. It describes in detail a department structure which allows for the necessary processes to become available to all its personnel in a way where there is a free flow of information and interaction. The environment and culture created by this approach encourages and rewards the sharing of ideas, skills, and abilities among department personnel. The essential elements such as , SOP’s, regulatory guidance’s/guidelines, project teams, technical and department processes, personnel motivation, outsourcing, and hiring the best is among the many topics that are discussed in detail and how they can be implemented to build an efficient and effective Analytical Department. This book will serve as a valuable asset to the many companies required to perform GMP analytical method development, validation, analyses etc including start-up, virtual, and generic pharmaceutical companies. ​

Analytical Testing for the Pharmaceutical GMP Laboratory

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Publisher : John Wiley & Sons
ISBN 13 : 1119680433
Total Pages : 420 pages
Book Rating : 4.1/5 (196 download)

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Book Synopsis Analytical Testing for the Pharmaceutical GMP Laboratory by : Kim Huynh-Ba

Download or read book Analytical Testing for the Pharmaceutical GMP Laboratory written by Kim Huynh-Ba and published by John Wiley & Sons. This book was released on 2022-03-31 with total page 420 pages. Available in PDF, EPUB and Kindle. Book excerpt: Provides practical guidance on pharmaceutical analysis, written by leading experts with extensive industry experience Analytical Testing for the Pharmaceutical GMP Laboratory presents a thorough overview of the pharmaceutical regulations, working processes, and drug development best practices used to maintain the quality and integrity of medicines. With a focus on smaller molecular weight drug substances and products, the book provides the knowledge necessary for establishing the pharmaceutical laboratory to support Quality Systems while maintaining compliance with Good Manufacturing Practices (GMP) regulations. Concise yet comprehensive chapters contain up-to-date coverage of drug regulations, pharmaceutical analysis methodologies, control strategies, testing development and validation, method transfer, electronic data documentation, and more. Each chapter includes a table of contents, definitions of acronyms, a reference list, and ample tables and figures. Addressing the principal activities and regulatory challenges of analytical testing in the development and manufacturing of pharmaceutical drug products, this authoritative resource: Describes the structure, roles, core guidelines, and GMP regulations of the FDA and ICH. Covers the common analytical technologies used in pharmaceutical laboratories, including examples of analytical techniques used for the release and stability testing of drugs. Examines control strategies established from quality systems supported by real-world case studies. Explains the use of dissolution testing for products such as extended-release capsules, aerosols, and inhalers. Discusses good documentation and data reporting practices, stability programs, and the Laboratory Information Management System (LIMS) to maintain compliance. Includes calculations, application examples, and illustrations to assist readers in day-to-day laboratory operations. Contains practical information and templates to structure internal processes or common Standard Operating Procedures (SOPs). Analytical Testing for the Pharmaceutical GMP Laboratory is a must-have reference for both early-career and experienced pharmaceutical scientists, analytical chemists, pharmacists, and quality control professionals. It is also both a resource for GMP laboratory training programs and an excellent textbook for undergraduate and graduate courses of analytical chemistry in pharmaceutical sciences or regulatory compliance programs.

Statistical Methods in Analytical Chemistry

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Publisher : John Wiley & Sons
ISBN 13 : 0471726117
Total Pages : 452 pages
Book Rating : 4.4/5 (717 download)

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Book Synopsis Statistical Methods in Analytical Chemistry by : Peter C. Meier

Download or read book Statistical Methods in Analytical Chemistry written by Peter C. Meier and published by John Wiley & Sons. This book was released on 2005-03-04 with total page 452 pages. Available in PDF, EPUB and Kindle. Book excerpt: This new edition of a successful, bestselling book continues to provide you with practical information on the use of statistical methods for solving real-world problems in complex industrial environments. Complete with examples from the chemical and pharmaceutical laboratory and manufacturing areas, this thoroughly updated book clearly demonstrates how to obtain reliable results by choosing the most appropriate experimental design and data evaluation methods. Unlike other books on the subject, Statistical Methods in Analytical Chemistry, Second Edition presents and solves problems in the context of a comprehensive decision-making process under GMP rules: Would you recommend the destruction of a $100,000 batch of product if one of four repeat determinations barely fails the specification limit? How would you prevent this from happening in the first place? Are you sure the calculator you are using is telling the truth? To help you control these situations, the new edition: * Covers univariate, bivariate, and multivariate data * Features case studies from the pharmaceutical and chemical industries demonstrating typical problems analysts encounter and the techniques used to solve them * Offers information on ancillary techniques, including a short introduction to optimization, exploratory data analysis, smoothing and computer simulation, and recapitulation of error propagation * Boasts numerous Excel files and compiled Visual Basic programs-no statistical table lookups required! * Uses Monte Carlo simulation to illustrate the variability inherent in statistically indistinguishable data sets Statistical Methods in Analytical Chemistry, Second Edition is an excellent, one-of-a-kind resource for laboratory scientists and engineers and project managers who need to assess data reliability; QC staff, regulators, and customers who want to frame realistic requirements and specifications; as well as educators looking for real-life experiments and advanced students in chemistry and pharmaceutical science. From the reviews of Statistical Methods in Analytical Chemistry, First Edition: "This book is extremely valuable. The authors supply many very useful programs along with their source code. Thus, the user can check the authenticity of the result and gain a greater understanding of the algorithm from the code. It should be on the bookshelf of every analytical chemist."-Applied Spectroscopy "The authors have compiled an interesting collection of data to illustrate the application of statistical methods . . . including calibrating, setting detection limits, analyzing ANOVA data, analyzing stability data, and determining the influence of error propagation."-Clinical Chemistry "The examples are taken from a chemical/pharmaceutical environment, but serve as convenient vehicles for the discussion of when to use which test, and how to make sense out of the results. While practical use of statistics is the major concern, it is put into perspective, and the reader is urged to use plausibility checks."-Journal of Chemical Education "The discussion of univariate statistical tests is one of the more thorough I have seen in this type of book . . . The treatment of linear regression is also thorough, and a complete set of equations for uncertainty in the results is presented . . . The bibliography is extensive and will serve as a valuable resource for those seeking more information on virtually any topic covered in the book."-Journal of American Chemical Society "This book treats the application of statistics to analytical chemistry in a very practical manner. [It] integrates PC computing power, testing programs, and analytical know-how in the context of good manufacturing practice/good laboratory practice (GMP/GLP) . . .The book is of value in many fields of analytical chemistry and should be available in all relevant libraries."-Chemometrics and Intelligent Laboratory Systems

Laboratory Control System Operations in a GMP Environment

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Publisher : John Wiley & Sons
ISBN 13 : 1119529298
Total Pages : 271 pages
Book Rating : 4.1/5 (195 download)

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Book Synopsis Laboratory Control System Operations in a GMP Environment by : David M. Bliesner

Download or read book Laboratory Control System Operations in a GMP Environment written by David M. Bliesner and published by John Wiley & Sons. This book was released on 2020-04-27 with total page 271 pages. Available in PDF, EPUB and Kindle. Book excerpt: Develop an understanding of FDA and global regulatory agency requirements for Laboratory Control System (LCS) operations In Laboratory Control System Operations in a GMP Environment, readers are given the guidance they need to implement a CGMP compliant Laboratory Control System (LCS) that fits within Global Regulatory guidelines. Using the Quality Systems Approach, regulatory agencies like the FDA and the European Medicine Agency have developed a scheme of systems for auditing pharmaceutical manufacturing facilities which includes evaluating the LCS. In this guide, readers learn the fundamental rules for operating a CGMP compliant Laboratory Control System. Designed to help leaders meet regulatory standards and operate more efficiently, the text includes chapters that cover Laboratory Equipment Qualification and Calibration, Laboratory Facilities, Method Validation and Method Transfer, Laboratory Computer Systems, Laboratory Investigations as well as Data Governance and Data Integrity. The text also includes chapters related to Laboratory Managerial and Administrative Systems, Laboratory Documentation Practices and Standard Operating Procedures and General Laboratory Compliance Practices. Additionally, a chapter outlining Stability Program operations is included in the text. In addition to these topics, it includes LCS information and tools such as: ● End of chapter templates, checklists, and LCS guidance to help you follow the required standards ● Electronic versions of each tool so users can use them outside of the text ● An In-depth understanding of what is required by the FDA and other globally significant regulatory authorities for GMP compliant systems For quality assurance professionals working within the pharmaceutical or biopharma industries, this text provides the insight and tools necessary to implement government-defined regulations.

Introduction to Pharmaceutical Analytical Chemistry

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Publisher : John Wiley & Sons
ISBN 13 : 1119362725
Total Pages : 546 pages
Book Rating : 4.1/5 (193 download)

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Book Synopsis Introduction to Pharmaceutical Analytical Chemistry by : Stig Pedersen-Bjergaard

Download or read book Introduction to Pharmaceutical Analytical Chemistry written by Stig Pedersen-Bjergaard and published by John Wiley & Sons. This book was released on 2019-04-29 with total page 546 pages. Available in PDF, EPUB and Kindle. Book excerpt: Die umfassend überarbeitete 2. Auflage enthält ein neues Kapitel zur chemischen Analyse von Biopharmazeutika, in dem die Identifizierung, Reinheitsprüfung und die Analyse on Peptiden und proteinbasierten Formulierungen erläutert werden. Die neue Auflage bietet ebenfalls verbesserte farbige Abbildungen und Tabellen, eine gestraffte Kapitelstruktur und überarbeitete Inhalte, die das Fachgebiet klarer und verständlicher präsentieren. - Bietet eine Einführung in die grundlegenden Konzepte der pharmazeutischen analytischen Chemie und Statistik. - Untersucht systematisch pharmazeutische Anwendungen, die in anderen Lehrbüchern zu dem Fachgebiet fehlen. - Untersucht verschiedene Analysetechniken, die in der Regel in Pharmalaboren zur Anwendung kommen. - Präsentiert Fragestellungen aus der Praxis, aktuelle praktische Beispiele und detaillierte Illustrationen. - Die aktualisierten Inhalte entsprechen den aktuellen europäischen und US-amerikanischen Arzneibuchvorschriften und -richtlinien.

Analytical Chemistry

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 0470887575
Total Pages : 852 pages
Book Rating : 4.4/5 (78 download)

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Book Synopsis Analytical Chemistry by : Gary D. Christian

Download or read book Analytical Chemistry written by Gary D. Christian and published by John Wiley & Sons. This book was released on 2013-10-07 with total page 852 pages. Available in PDF, EPUB and Kindle. Book excerpt: The 7th Edition of Gary Christian's Analytical Chemistry focuses on more in-depth coverage and information about Quantitative Analysis (aka Analytical Chemistry) and related fields. The content builds upon previous editions with more enhanced content that deals with principles and techniques of quantitative analysis with more examples of analytical techniques drawn from areas such as clinical chemistry, life sciences, air and water pollution, and industrial analyses.

Pharmaceutical Analysis for Small Molecules

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Publisher : John Wiley & Sons
ISBN 13 : 1119121116
Total Pages : 256 pages
Book Rating : 4.1/5 (191 download)

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Book Synopsis Pharmaceutical Analysis for Small Molecules by : Behnam Davani

Download or read book Pharmaceutical Analysis for Small Molecules written by Behnam Davani and published by John Wiley & Sons. This book was released on 2017-08-14 with total page 256 pages. Available in PDF, EPUB and Kindle. Book excerpt: A comprehensive introduction for scientists engaged in new drug development, analysis, and approvals Each year the pharmaceutical industry worldwide recruits thousands of recent science graduates—especially chemistry, analytical chemistry, pharmacy, and pharmaceutical majors—into its ranks. However, because of their limited background in pharmaceutical analysis most of those new recruits find making the transition from academia to industry very difficult. Designed to assist both recent graduates, as well as experienced chemists or scientists with limited regulatory, compendial or pharmaceutical analysis background, make that transition, Pharmaceutical Analysis for Small Molecules is a concise, yet comprehensive introduction to the drug development process and analysis of chemically synthesized, small molecule drugs. It features contributions by distinguished experts in the field, including editor and author, Dr. Behnam Davani, an analytical chemist with decades of technical management and teaching experience in compendial, regulatory, and industry. This book provides an introduction to pharmaceutical analysis for small molecules (non-biologics) using commonly used techniques for drug characterization and performance tests. The driving force for industry to perform pharmaceutical analyses is submission of such data and supporting documents to regulatory bodies for drug approval in order to market their products. In addition, related required supporting studies including good laboratory/documentation practices including analytical instrument qualification are highlighted in this book. Topics covered include: Drug Approval Process and Regulatory Requirements (private standards) Pharmacopeias and Compendial Approval Process (public standards) Common methods in pharmaceutical analysis (typically compendial) Common Calculations for assays and impurities and other specific tests Analytical Method Validation, Verification, Transfer Specifications including how to handle out of specification (OOS) and out of trend (OOT) Impurities including organic, inorganic, residual solvents and elemental impurities Good Documentation Practices for regulatory environment Management of Analytical Laboratories Analytical Instrument Qualifications including IQ, OQ, PQ and VQ Due to global nature of pharmaceutical industry, other topics on both regulatory (ICH) and Compendial harmonization are also highlighted. Pharmaceutical Analysis for Small Molecules is a valuable working resource for scientists directly or indirectly involved with the drug development process, including analytical chemists, pharmaceutical scientists, pharmacists, and quality control/quality assurance professionals. It also is an excellent text/reference for graduate students in analytical chemistry, pharmacy, pharmaceutical and regulatory sciences.

Challenges in Green Analytical Chemistry

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Publisher : Royal Society of Chemistry
ISBN 13 : 1788015371
Total Pages : 398 pages
Book Rating : 4.7/5 (88 download)

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Book Synopsis Challenges in Green Analytical Chemistry by : Salvador Garrigues

Download or read book Challenges in Green Analytical Chemistry written by Salvador Garrigues and published by Royal Society of Chemistry. This book was released on 2020-05-13 with total page 398 pages. Available in PDF, EPUB and Kindle. Book excerpt: As a key area of chemistry, improving the greenness of analytical techniques is of great interest to researchers. The last decade has seen some significant developments in this area, including the use of new smart materials as analytical tools. Covering topics including solvent selection, miniaturization and metrics for the evaluation of "greenness" this book will be of use to researchers, both in academia and in industry, interested in integrating safer and more sustainable analytical techniques into their work.

Robustness of Analytical Chemical Methods and Pharmaceutical Technological Products

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Publisher : Elsevier
ISBN 13 : 0080540635
Total Pages : 361 pages
Book Rating : 4.0/5 (85 download)

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Book Synopsis Robustness of Analytical Chemical Methods and Pharmaceutical Technological Products by : M.M.W.B. Hendriks

Download or read book Robustness of Analytical Chemical Methods and Pharmaceutical Technological Products written by M.M.W.B. Hendriks and published by Elsevier. This book was released on 1996-12-11 with total page 361 pages. Available in PDF, EPUB and Kindle. Book excerpt: In analytical chemistry and pharmaceutical technology attention is increasingly focussed on improving the quality of methods and products. This book aims at fostering the awareness of the potential of existing mathematical and statistical methods to improve this quality. It provides procedures and ideas on how to make a product or a method less sensitive to small variations in influencing factors. Major issues covered are robustness and stability improvement and ruggedness testing. General strategies and a theoretical introduction to these methods are described, and thorough overviews of methods used in both application areas and descriptions of practical applications are given. Features of this book: • Gives a good overview of mathematical and statistical methods used in two application areas, i.e. pharmaceutical technology and analytical chemistry • Illustrates the different approaches available to attain robustness • Gives ideas on how to use methods in practical situations. The book is intended for those who develop and optimize, and are responsible for the overall quality of, analytical methods and pharmaceutical technological products and procedures.

Pharmaceutical Analysis

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Publisher : John Wiley & Sons
ISBN 13 : 1405172991
Total Pages : 384 pages
Book Rating : 4.4/5 (51 download)

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Book Synopsis Pharmaceutical Analysis by : David C Lee

Download or read book Pharmaceutical Analysis written by David C Lee and published by John Wiley & Sons. This book was released on 2009-02-12 with total page 384 pages. Available in PDF, EPUB and Kindle. Book excerpt: The use of analytical sciences in the discovery, development andmanufacture of pharmaceuticals is wide-ranging. From the analysisof minute amounts of complex biological materials to the qualitycontrol of the final dosage form, the use of analytical technologycovers an immense range of techniques and disciplines. This book concentrates on the analytical aspects of drugdevelopment and manufacture, focusing on the analysis of the activeingredient or drug substance. It provides those joining theindustry or other areas of pharmaceutical research with a source ofreference to a broad range of techniques and their applications,allowing them to choose the most appropriate analytical techniquefor a particular purpose. The volume is directed at analytical chemists, industrialpharmacists, organic chemists, pharmaceutical chemists andbiochemists.

Handbook of Modern Pharmaceutical Analysis

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Publisher : Elsevier
ISBN 13 : 0080488927
Total Pages : 587 pages
Book Rating : 4.0/5 (84 download)

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Book Synopsis Handbook of Modern Pharmaceutical Analysis by : Satinder Ahuja

Download or read book Handbook of Modern Pharmaceutical Analysis written by Satinder Ahuja and published by Elsevier. This book was released on 2001-08-02 with total page 587 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book describes the role modern pharmaceutical analysis plays in the development of new drugs. Detailed information is provided as to how the quality of drug products is assured from the point of discovery until the patient uses the drug. Coverage includes state-of-the-art topics such as analytics for combinatorial chemistry and high-throughput screening, formulation development, stability studies, international regulatory aspects and documentation, and future technologies that are likely to impact the field. Emphasis is placed on current, easy-to-follow methods that readers can apply in their laboratories. No book has effectively replaced the very popular text, Pharmaceutical Analysis, that was edited in the 1960s by Tak Higuchi. This book will fill that gap with an up-to-date treatment that is both handy and authoritative.

Chemical Analysis

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Publisher :
ISBN 13 :
Total Pages : 328 pages
Book Rating : 4.2/5 (976 download)

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Book Synopsis Chemical Analysis by : Dale G. Deutsch

Download or read book Chemical Analysis written by Dale G. Deutsch and published by . This book was released on 1941 with total page 328 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Leachables and Extractables Handbook

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Publisher : John Wiley & Sons
ISBN 13 : 0470173653
Total Pages : 702 pages
Book Rating : 4.4/5 (71 download)

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Book Synopsis Leachables and Extractables Handbook by : Douglas J. Ball

Download or read book Leachables and Extractables Handbook written by Douglas J. Ball and published by John Wiley & Sons. This book was released on 2012-01-24 with total page 702 pages. Available in PDF, EPUB and Kindle. Book excerpt: A practical and science-based approach for addressing toxicological concerns related to leachables and extractables associated with inhalation drug products Packaging and device components of Orally Inhaled and Nasal Drug Products (OINDP) such as metered dose inhalers, dry powder inhalers, and nasal sprays pose potential safety risks from leachables and extractables, chemicals that can be released or migrate from these components into the drug product. Addressing the concepts, background, historical use, and development of safety thresholds and their utility for qualifying leachables and extractables in OINDP, the Leachables and Extractables Handbook takes a practical approach to familiarize readers with the recent recommendations for safety and risk assessment established through a joint effort of scientists from the FDA, academia, and industry. Coverage includes best practices for the chemical evaluation and management of leachables and extractables throughout the pharmaceutical product life cycle, as well as: Guidance for pharmaceutical professionals to qualify and risk-assess container closure system leachables and extractables in drug products Principles for defining toxicological safety thresholds that are applicable to OINDP and potentially applicable to other drug products Regulatory perspectives, along with an appendix of key terms and definitions, case studies, and sample protocols Analytical chemists, packaging and device engineers, formulation development scientists, component suppliers, regulatory affairs specialists, and toxicologists will all benefit from the wealth of information offered in this important text.

Analytical Chemistry

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Publisher : BoD – Books on Demand
ISBN 13 : 9535108379
Total Pages : 158 pages
Book Rating : 4.5/5 (351 download)

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Book Synopsis Analytical Chemistry by : Ira S. Krull

Download or read book Analytical Chemistry written by Ira S. Krull and published by BoD – Books on Demand. This book was released on 2012-11-07 with total page 158 pages. Available in PDF, EPUB and Kindle. Book excerpt: The current text deals with several, very important topics of modern, Analytical Chemistry, such as analytical method validation in biotechnology today, principal component analysis, kinetic methods of analysis using potentiometric and spectrophotometric detectors, the current status of Analytical Chemistry and where it may move in the future, peptide and amino acid separations and identification, and several other, related topics in this growing and increasingly important area of Chemistry, in general. Analytical Chemistry has come to assume an incredibly important role in most, if not all, areas of scientific research today, from the current, Mars lander/rover, to underwater explorations to forensic science to DNA characterization for dedicated medicine treatments, to climate change, and others, just as important areas of modern, scientific research and development. Its usage in modern -omics R

Practical Instrumental Analysis

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Publisher : John Wiley & Sons
ISBN 13 : 3527665919
Total Pages : 388 pages
Book Rating : 4.5/5 (276 download)

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Book Synopsis Practical Instrumental Analysis by : Sergio Petrozzi

Download or read book Practical Instrumental Analysis written by Sergio Petrozzi and published by John Wiley & Sons. This book was released on 2012-09-24 with total page 388 pages. Available in PDF, EPUB and Kindle. Book excerpt: This practical book in instrumental analytics conveys an overview of important methods of analysis and enables the reader to realistically learn the (principally technology-independent) working techniques the analytical chemist uses to develop methods and conduct validation. What is to be conveyed to the student is the fact that analysts in their capacity as problem-solvers perform services for certain groups of customers, i.e., the solution to the problem should in any case be processed in such a way as to be "fit for purpose". The book presents sixteen experiments in analytical chemistry laboratory courses. They consist of the classical curriculum used at universities and universities of applied sciences with chromatographic procedures, atom spectrometric methods, sensors and special methods (e.g. field flow fractionation, flow injection analysis and N-determination according to Kjeldahl). The carefully chosen combination of theoretical description of the methods of analysis and the detailed instructions given are what characterizes this book. The instructions to the experiments are so detailed that the measurements can, for the most part, be taken without the help of additional literature. The book is complemented with tips for effective literature and database research on the topics of organization and the practical workflow of experiments in analytical laboratory, on the topic of the use of laboratory logs as well as on writing technical reports and grading them (Evaluation Guidelines for Laboratory Experiments). A small introduction to Quality Management, a brief glance at the history of analytical chemistry as well as a detailed appendix on the topic of safety in analytical laboratories and a short introduction to the new system of grading and marking chemicals using the "Globally Harmonized System of Classification and Labelling of Chemicals (GHS)", round off this book. This book is therefore an indispensable workbook for students, internship assistants and lecturers (in the area of chemistry, biotechnology, food technology and environmental technology) in the basic training program of analytics at universities and universities of applied sciences.