Bonding Analysis of the Effect of Strain on Trigger Bonds in Organic-Cage
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Applying Machine Learning Techniques to Predict the Properties of Energetic Materials
Applying machine learning techniques to predict the properties of energetic materials Daniel C. Elton1,*, Zois Boukouvalas1, Mark S. Butrico1, Mark D. Fuge1, and Peter W. Chung1,** 1Department of Mechanical Engineering, University of Maryland, College Park, 20742, United States ABSTRACT We present a proof of concept that machine learning techniques can be used to predict the properties of CNOHF energetic molecules from their molecular structures. We focus on a small but diverse dataset consisting of 109 molecular structures spread across ten compound classes. Up until now, candidate molecules for energetic materials have been screened using predictions from expensive quantum simulations and thermochemical codes. We present a comprehensive comparison of machine learning models and several molecular featurization methods - sum over bonds, custom descriptors, Coulomb matrices, Bag of Bonds, and fingerprints. The best featurization was sum over bonds (bond counting), and the best model was kernel ridge regression. Despite having a small data set, we obtain acceptable errors and Pearson correlations for the prediction of detonation pressure, detonation velocity, explosive energy, heat of formation, density, and other properties out of sample. By including another dataset with ≈ 300 additional molecules in our training we show how the error can be pushed lower, although the convergence with number of molecules is slow. Our work paves the way for future applications of machine learning in this domain, including automated lead generation and interpreting machine learning models to obtain novel chemical insights. * [email protected] ** [email protected] 1 Introduction During the past few decades, enormous resources have been invested in research efforts to discover new energetic materials with improved performance, thermodynamic stability, and safety. -
Synthetic Advances in the C‐H Activation of Rigid Scaffold Molecules
Synthesis Review Synthetic Advances in the C‐H Activation of Rigid Scaffold Molecules Nitika Grovera Mathias O. Senge*a a School of Chemistry, Trinity College Dublin, The University of Dublin, Trinity Biomedical Sciences Institute, 152–160 Pearse Street, Dublin 2, Ireland [email protected] Dedicated to Prof. Dr. Henning Hopf Received: only recall the epic endeavors involved in Eaton’s cubane Accepted: Published online: synthesis,3 Parquette’s preparation of dodecahedrane, DOI: Prinzbach’s pagodane route thereto, or Maier’s synthesis of Abstract The remarkable structural and electronic properties of rigid non‐ tetra-tert-butyltetrahedrane.4 conjugated hydrocarbons afford attractive opportunities to design molecular building blocks for both medicinal and material applications. The bridgehead positions provide the possibility to append diverse functional groups at specific angles and in specific orientations. The current review summarizes the synthetic development in CH functionalization of the three rigid scaffolds namely: (a) cubane, (b) bicyclo[1.1.1]pentane (BCP), (c) adamantane. 1 Introduction 2 Cubane 2.1 Cubane Synthesis 2.2 Cubane Functionalization 3 BCP 3.1 BCP Synthesis 3.2 BCP Functionalization 4 Adamantane 4.1 Adamantane Synthesis 4.2 Adamantane Functionalization 5 Conclusion and Outlook Key words Cubane, bicyclo[1.1.1]pentane, adamantane, rigid scaffolds, CH‐ functionalization. Figure 1 The structures of cubane, BCP and adamantane and the five platonic hydrocarbon systems. The fascinating architecture of these systems significantly 1 Introduction differs from scaffolds realized in natural compounds. Hence, they attracted considerable attention from synthetic and The practice of synthetic organic chemistry of non-natural physical organic chemists to investigate their properties and to compounds with rigid organic skeletons provides a deep establish possible uses.3,5 Significantly, over the past twenty understanding of bonding and reactivity. -
Octanitrocubane - the Most Powerful Explosive of All?
Octanitrocubane - The most powerful explosive of all? Since the invention of gunpowder in 9th in the international edition of "Angewandte century China[1] and its subsequent distribution Chemie" in Jan. 2000[6]. over Europe and Arabia, humanity has since strived for new and better forms of explosives, What finally culminated in Eaton's and especially after the military relevance of such Zhang's successful synthesis had been a long compounds became obvious. It took, however, and tedious journey: For over 10 years several centuries until notable progress was synthetic chemists had worked on adding nitrate groups to cubane, one by one, until made, aside from improving the already [5] known gunpowder: In the middle of the 19th octanitrocubane was finally created . It is no century Nitroglycerine became one of the first wonder, that the final synthesis is not only very complex, but also difficult: No less than practical explosives not derived from [5] gunpowder thanks to the ongoing 40 steps were required to get to the final product, while only yielding it in sparse advancements in science and technology [4] (mainly in chemistry).[2] Since then the quantities . diversity of explosives has steadily increased. Now only one question stays unanswered: It is no wonder, that at some point, after the Can the "real" octanitrocubane stand up to its very elementary principles of explosives had "theoretical" twin? Does it exhibit the finally been discovered, scientists started to predicted properties? Well, yes and no: theorize, which compound might be the most While it is insensitive to shock and friction as powerful of all explosives. -
Synthesis and Characterization of Metal Complexes Containing
Wayne State University Wayne State University Dissertations 1-1-2010 Synthesis And Characterization Of Metal Complexes Containing Tetrazolate, Poly(tetrazolyl)borate, And Aryl Pentazole Ligands As High Energy Density Materials Dongmei Lu Wayne State University Follow this and additional works at: http://digitalcommons.wayne.edu/oa_dissertations Part of the Inorganic Chemistry Commons Recommended Citation Lu, Dongmei, "Synthesis And Characterization Of Metal Complexes Containing Tetrazolate, Poly(tetrazolyl)borate, And Aryl Pentazole Ligands As High Energy Density Materials" (2010). Wayne State University Dissertations. Paper 68. This Open Access Dissertation is brought to you for free and open access by DigitalCommons@WayneState. It has been accepted for inclusion in Wayne State University Dissertations by an authorized administrator of DigitalCommons@WayneState. SYNTHESIS AND CHARACTERIZATION OF METAL COMPLEXES CONTAINING TETRAZOLATE, POLY(TETRAZOLYL)BORATE, AND ARYL PENTAZOLE LIGANDS AS HIGH ENERGY DENSITY MATERIALS by DONGMEI LU DISSERTATION Submitted to the Graduate School of Wayne State University, Detroit, Michigan in partial fulfillment of the requirements for the degree of DOCTOR OF PHILOSOPHY 2010 MAJOR: CHEMISTRY (Inorganic) Approved by: ______________________________ Advisor Date ______________________________ ______________________________ ______________________________ DEDICATION To my parents ii ACKNOWLEDGMENTS I would like to express my sincere gratitude to my advisor, Professor Charles H. Winter, for his guidance and support though the years at Wayne State University. I am grateful to my committee members, Professor Stephanie L. Brock, Professor Jin K. Cha, and Professor Mark Ming-Cheng Cheng, for reviewing my thesis and giving valuable comments and suggestions. I would like to thank Dr. Mary Jane Heeg for determining all the crystal structures, and Dr. Bashar Ksebati for his help with the NMR experiments. -
Forensic Analysis of Explosives
Forensic analysis of explosives Youngeun Choi, Dario Remmler, Maximilian Ries, Felix Rösicke, Radwan Sarhan, Felix Stete, Zhiyang Zhang Detecting and identifying explosives is of great importance ●Airport and airline security ●Demining Picture: Wo st 01/Wikipedia ●Removal of unexploded ordnance Picture: MatthiasKabel/Wikipedia ●Forensic analysis Picture: Tom Oates/Wikipedia Picture: Mark A. Moore/Wikipedia Outline ● Forensic analysis ● Common explosives ■ Inorganic explosives ● examples and sample preparation ● selected analytical techniques ■ Organic explosives containing Nitro-moieties ● Principle of detection ● selected analytical techniques ■ Other important explosives Forensic analysis After an incident with an explosion: Where was the source of the explosion? Which explosive was used? Where did the explosive come from? Commonly used explosives Inorganic explosives: Explosives with containing Nitro- Others: moieties: K++ + S + C Black powder Trinitrotoluene (TNT) Triacetone triperoxide (TATP) Dust of flammable materials Ammonium nitrate Nitroglycerin (NG) Inorganic Explosives Pure compounds Type Decomposition mechanism Characteristic ions − + Ammonium nitrate 2 NH4NO3 → 4 H2O + 2 N2 + O2 NO3 , NH4 − - + Ammonium perchlorate 2 NH4ClO4 → Cl2 + 2 O2 + N2 + 4 H2O NO3 , ClO4 , NH4 Ignition needed! Inorganic Explosives Pure compounds Mixtures Type Composition Characteristic ions − + + ANFO NH4NO3, fuel oil NO3 , NH4 , MeNH3 (Ammonium nitrate fuel oil) (long chain hydrocarbons) − 2- 2− Black powder Nitrates, sulfur, charcoal NO3 , SO4 , -
Enhanced Performance from Insensitive Explosives
Calhoun: The NPS Institutional Archive Faculty and Researcher Publications Faculty and Researcher Publications Collection 2013 Enhanced performance from insensitive explosives Brown, Ronald Monterey, California. Naval Postgraduate School 2013 Insensitive Munitions and Energetic Materials Technology SymposiumPaper 16169 http://hdl.handle.net/10945/47519 Approved for Public Release ENHANCED PERFORMANCE FROM INSENSITIVE EXPLOSIVES Ronald Brown, John Gamble, Dave Amondson, Ronald Williams, Paul Murch, and Joshua Lusk Physics Department Naval Postgraduate School, Monterey, CA 93943 Contact: [email protected] 2013 Insensitive Munitions and Energetic Materials Technology Symposium Paper 16169 Approved for Public Release Acknowledgement Dr. Kevin Vandersall Lawrence Livermore National Laboratory Technical Staff ANSYS-AUTODYN Berkeley, CA 2013 Insensitive Munitions and Energetic Materials Technology Symposium Paper 16169 Approved for Public Release Projected 14 Demonstrated Levels of Increase 12 “ONC” = Octanitrocubane “N8” = Octaazacubane > - e Overview of s c a e 10 e s r / c > - Achievements n m I e k s , a y e t i Relative to 8 r c c o n l I e V n o 6 i t Explosives a n o t Chronology e D 4 2 0 TNT RDX HMX CL-20 ONC N8 IMX HPX HPX+ 2013 Insensitive Munitions and Energetic Materials Technology Symposium Paper 16169 Approved for Public Release OUTLINE • Objective • Background • Modeling & Validations • Effect of Detonation Convergence on Energy Partitioning • Coaxial Initiation Limitations • Results of Novel Dynamic Compression • Conclusions 2013 Insensitive Munitions and Energetic Materials Technology Symposium Paper 16169 Approved for Public Release Develop means for enhancing directed energy from explosive weapon systems by exploiting the effects of overdriven detonation. Explore means for overcoming the limitations of coaxial charges. -
Applying Machine Learning Techniques to Predict the Properties of Energetic Materials
Applying machine learning techniques to predict the properties of energetic materials Daniel C. Elton1,*, Zois Boukouvalas1, Mark S. Butrico1, Mark D. Fuge1, and Peter W. Chung1,** 1Department of Mechanical Engineering, University of Maryland, College Park, 20742, United States ABSTRACT We present a proof of concept that machine learning techniques can be used to predict the properties of CNOHF energetic molecules from their molecular structures. We focus on a small but diverse dataset consisting of 109 molecular structures spread across ten compound classes. Up until now, candidate molecules for energetic materials have been screened using predictions from expensive quantum simulations and thermochemical codes. We present a comprehensive comparison of machine learning models and several molecular featurization methods - sum over bonds, custom descriptors, Coulomb matrices, Bag of Bonds, and fingerprints. The best featurization was sum over bonds (bond counting), and the best model was kernel ridge regression. Despite having a small data set, we obtain acceptable errors and Pearson correlations for the prediction of detonation pressure, detonation velocity, explosive energy, heat of formation, density, and other properties out of sample. By including another dataset with ≈ 300 additional molecules in our training we show how the error can be pushed lower, although the convergence with number of molecules is slow. Our work paves the way for future applications of machine learning in this domain, including automated lead generation and interpreting machine learning models to obtain novel chemical insights. * [email protected] ** [email protected] 1 Introduction During the past few decades, enormous resources have been invested in research efforts to discover new energetic materials with improved performance, thermodynamic stability, and safety. -
Local Minima Then Are Used As Starting Points for the Third Step of the Procedure
LA-I142-MSI CiC-14REPO”RTCollection -- c. 3 REPRODUCTION ‘“” COPY ~ -.;,. .1.! Los Alamos Nal,onal Laboratory IS operated by the Unwersity of Cal,fornla for the Umted States Department of Energy under conlracl W.7405.ENG.36. 1 -——.Procedqre for Estima ting the Crystal SN- ,-:~.-.....—.-:”.–:,--- ~~~=m --:.”-”..... ... Densities of Organzc ~xploswes ““”P. ~-. -. .. ...- .. ‘= - - -- .- — . Los Alamos National Laboratory ~O~~l~~~~LOSA,amOSN.WM~x,Co,,,,, 9 This work was supported by the U.S. Department of Energyand the Naval Surface Weapons Center, Silver Spring, Maryland. DISCLAIMER This repon waspreparedasanaeeount of worksponsoredbyan ageneyofthe UnitedStatesGovernment. Neithcrthe UnitedStatesGovernment noranyagcney thereof,noranyoftheiremployecs, makesany warmnty,expressor implied,or assumesany legalliabilityor responsibilityfor theaccuracy, completeness, or usefulnessof any information,apparatus.product, or prmessdiselosed,or representsthat its usewould not infringeprivatelyownedrighls.Referencehereinto any specificcommercial product, process,or service bytradersame, trademark,manufacturer,or otherwise,does not necessarilyconstituteor implyits endorsemermrecommendation,or favoringby~heUnitedStatesGovemmenl or any agencythereof.The viewsandopinionsof authorsexpressedhereindo not necessarilystateor reflect!hoseof the Uni~edStates Govemmermorany ageniy thereof. LA-11142-MS UC-45 Issued: November 1987 A Procedure for Estimatingthe Crystal Densities of Organic Explosives Don T. Cromer Herman L. Ammon’ James R. Holden** . -- , “. .—.-—. ,..—,.-- -
Towards New Directions in Oxidizers/Energetic Fillers for Composite Propellants
Towards New Directions in Oxidizers/Energetic Fillers for Composite Propellants... 377 Central European Journal of Energetic Materials, 2015, 12(2), 377-399 ISSN 1733-7178 e-ISSN 2353-1843 Towards New Directions in Oxidizers/Energetic Fillers for Composite Propellants: an Overview Abhijit DEY 1,*, Arun Kanti SIKDER 1,**, Mahadev B. TALAWAR 1, Santanu CHOTTOPADHYAY 2 1 High Energy Materials Research Laboratory, Sutarwadi, Pune-411021, India 2 Indian Institute of Technology, Kharagpur-721302, West Bengal, India E-mails:*[email protected], **[email protected] Abstract: There is continued interest in the development of safe and reliable composite propellant formulations using modern energetic ingredients such as energetic oxidizers/energetic ingredients, energetic binders, and energetic ballistic modifiers. There are continued efforts by energetic materials researchers, scientists, technologists and engineers to design composite propellant formulations with better ballistic properties than conventional formulations. The efforts in many research and development (R & D) laboratories all over the world are aimed at utilizing modern oxidizers/ energetic fillers for the development of composite propellant formulations for both space and defence applications. Composite propellants are considered to be the major source of chemical energy for rockets and missiles. Energetic oxidizers/fillers play vital roles in the preparation or manufacture of composite propellant formulations. Various energetic oxidizers/fillers have been developed during the last five decades to address environmental safety, high energy and processing conditions. In this article, the authors have reviewed the characteristic properties of the energetic oxidizers/fillers used in the preparation of composite propellants. The characteristic properties of the energetic ingredients play an important role in the preparation of composite propellant formulations with the desired mechanical properties. -
Design and Synthesis of Explosives: Polynitrocubanes and High Nitrogen Content Heterocycles Reported by Andrew L
Design and Synthesis of Explosives: Polynitrocubanes and High Nitrogen Content Heterocycles Reported by Andrew L. LaFrate March 17th, 2005 Introduction In the ninth century, Chinese alchemists discovered black powder, a mixture of sulfur, charcoal, 1 and saltpeter (KNO3), while trying to invent a formula for immortality. Since then humans have been fascinated by explosives and have strived to develop more powerful formulations. In 1846, the Italian chemist Ascanio Sobrero, prepared nitroglycerine (1) by adding glycerine to concentrated HNO3 and H2SO4. Nitroglycerine was not used as an explosive until 1863 when Alfred Nobel stabilized it by adding a nitrocellulose binder, a mixture he termed “dynamite” (from Greek: dynamis meaning power).2 Dynamite and 2,4,6-trinitrotoluene (2) were the explosives of choice until the advent of the nitramine explosives RDX (3) and HMX (4) prior to the second World War. More than 60 years later, HMX (and its formulations) is still O N CH3 2 ONO the workhorse for most 2 O N NO NO N NO 2 2 2 N 2 N military and heavy duty ONO2 N O2N N N N civilian applications. ONO2 NO2 O2N NO2 NO2 Nitroglycerine (1) TNT (2) RDX (3) HMX (4) Background The two most common methods used to quantitate the performance of explosives are the velocity of detonation (VOD) and the detonation pressure (PD). VOD is the rate at which the chemical reaction propagates through the solid explosive or the velocity of the shockwave produced by an explosion. PD is a measure of the increase in pressure followed by detonation of an explosive.3 Despite the development of high explosives such as HMX, active efforts have continued within the military and scientific communities to produce better explosives to complement emerging weapons and space technologies. -
Organic Chemistry of Explosives
JWBK121-FM October 11, 2006 21:10 Char Count= 0 Organic Chemistry of Explosives Dr. Jai Prakash Agrawal CChem FRSC (UK) Former Director of Materials Defence R&D Organisation DRDO House, New Delhi, India email: [email protected] Dr. Robert Dale Hodgson Consultant Organic Chemist, Syntech Chemical Consultancy, Morecambe, Lancashire, UK Website: http://www.syntechconsultancy.co.uk email: [email protected] iii JWBK121-FM October 11, 2006 21:10 Char Count= 0 iii JWBK121-FM October 11, 2006 21:10 Char Count= 0 Organic Chemistry of Explosives i JWBK121-FM October 11, 2006 21:10 Char Count= 0 ii JWBK121-FM October 11, 2006 21:10 Char Count= 0 Organic Chemistry of Explosives Dr. Jai Prakash Agrawal CChem FRSC (UK) Former Director of Materials Defence R&D Organisation DRDO House, New Delhi, India email: [email protected] Dr. Robert Dale Hodgson Consultant Organic Chemist, Syntech Chemical Consultancy, Morecambe, Lancashire, UK Website: http://www.syntechconsultancy.co.uk email: [email protected] iii JWBK121-FM October 11, 2006 21:10 Char Count= 0 Copyright C 2007 John Wiley & Sons Ltd, The Atrium, Southern Gate, Chichester, West Sussex PO19 8SQ, England Telephone (+44) 1243 779777 Email (for orders and customer service enquiries): [email protected] Visit our Home Page on www.wiley.com All Rights Reserved. No part of this publication may be reproduced, stored in a retrieval system or transmitted in any form or by any means, electronic, mechanical, photocopying, recording, scanning or otherwise, except under the terms of the Copyright, Designs and Patents Act 1988 or under the terms of a licence issued by the Copyright Licensing Agency Ltd, 90 Tottenham Court Road, London W1T 4LP, UK, without the permission in writing of the Publisher. -
Review of Some Newly Synthesized High Energetic Materials
Sci. Tech. Energetic Materials, Vol.65, No.6, 2004 215 Review Review of some newly synthesized high energetic materials S. Thangadurai*, K.P.S. Kartha**, D. R. Sharma**, and S. K. Shukla** *Department of Geology and Mining, Guindy, Chennai-600 032, INDIA e-mail: [email protected] (or) [email protected] **Central Forensic Science Laboratory, “Directorate of Forensic Sciences,” Govt. of India, Hyderabad-500 013, INDIA Received: April 12, 2004 Accepted: September 1, 2004 Abstract Towards the end of the last millennium many new high energetic materials were developed. These materials may replace the presently used explosives, sooner or later. In this review, the authors try to explore some of these materials viz., polynitropolycyclic cage explosives, cyclic nitramines, cage explosives, nitro derivatized heterocyclic compounds, nickel hydrazine nitrate (NHN) complex, nitrocubanes, hafnium explosives, heat-resistant explosives, new insensitive high explosives and some other novel high energetic materials. There is a need for the development of analytical methods for identification of these materials and their post explosion residues as these are likely to be encountered in crimes. 1. Introduction much as 80% ammonium nitrate. By the beginning of During the nineteenth century the developing science of World War II, the research to discover alternative explo- chemistry began to create molecular species with explosive sives resulted in another group of explosive molecules that properties. These molecules contain not only atoms that act could be used for the filling of ordnance 2). After two major as fuels, i.e. carbon and hydrogen, but also contain nitro World Wars in twentieth century, picric acid, TNT, tetryl, groups (NO2) similar to nitrates.