التنقل في عصر البيانات في صناعة البناء .البناء القائم عىل البيانات
لمن هذا الكتاب
يستهدف هذا الكتاب المكتوب بلغة يسهل الوصول إليها، مجموعة واسعة من القراء في صناعة البناء والتشييد – من الطلاب والمبتدئين الذين يرغبون في فهم أساسيات عمليات البناء الحديثة إلى المهنيين الذين يحتاجون إلى منهجية حديثة لإدارة البيانات في البناء والتشييد. سواء كنت مهندسًا معماريًا أو مهندسًا أو رئيس عمال أو مدير إنشاءات أو محلل بيانات، فإن هذا الدليل الشامل الذي يحتوي على العديد من الرسوم التوضيحية والرسومات الفريدة يقدم رؤى قيمة حول كيفية استخدام البيانات في الأعمال لتحسين وأتمتة العمليات وتحسين عملية اتخاذ القرار وإدارة مشاريع الإنشاءات على مختلف المستويات باستخدام الأدوات الحديثة
يعد الكتاب دليلاً شاملاً يجمع بين الأسس النظرية والتوصيات العملية لدمج تقنيات إدارة البيانات في عمليات البناء. يركز الكتاب على الاستخدام الاستراتيجي للمعلومات لتحسين العمليات، وأتمتة العمليات، وتحسين عملية اتخاذ القرار وإدارة المشاريع بفعالية باستخدام الأدوات الرقمية الحديثة.
يغطي هذا الكتاب الجوانب النظرية والعملية للعمل مع المعلومات في صناعة الإنشاءات. ومن خلال أمثلة مفصلة، يستكشف منهجية تحديد بارامترات المهام، وجمع المتطلبات، ومعالجة البيانات غير المنظمة ومتعددة الأشكال وتحويلها إلى حلول فعالة لشركات الإنشاءات.
يمر القارئ تباعًا من تشكيل المتطلبات وتطوير نماذج البيانات الأساسية إلى عمليات أكثر تعقيدًا لدمج مصادر المعلومات غير المتجانسة، وإنشاء عمليات ETL ، وبناء خطوط أنابيب المعلومات ونماذج التعلم الآلي. يسمح النهج المتسلسل بتوضيح آليات تنظيم وأتمتة العمليات التجارية وأنظمة دعم اتخاذ القرار في صناعة البناء والتشييد. ويختتم كل جزء من الكتاب بفصل عملي يحتوي على إرشادات خطوة بخطوة تسمح لك بتطبيق المعرفة المكتسبة على الفور في مشاريع حقيقية.
ملخص أجزاء الكتاب
يتمحور هذا الكتاب حول مفهوم تحويل البيانات في سلسلة القيمة: من جمع البيانات وضمان جودتها إلى المعالجة التحليلية واستخراج الحلول العملية القيّمة باستخدام الأدوات والمنهجيات الحديثة.
بداية القالب
الجزء الأول: التطور الرقمي في البناء – يتتبع التحول التاريخي لإدارة البيانات من الألواح الطينية إلى الأنظمة الرقمية الحديثة، ويحلل ظهور الأنظمة المعيارية والأهمية المتزايدة لرقمنة المعلومات في سياق الثورات الصناعية.
الجزء 2: تحديات المعلومات في صناعة البناء والتشييد – يستكشف مشاكل تجزئة البيانات و”صوامع المعلومات” وتأثير نهج HiPPO على عملية صنع القرار والقيود التي تفرضها التنسيقات المملوكة للملكية ويقترح النظر في الانتقال إلى أنظمة الذكاء الاصطناعي ونظم إدارة التعلم الآلي.
الجزء 3: تنظيم البيانات في مجال البناء – يشكل تصنيفاً لبيانات البناء، ويصف طرق تنظيمها وتكاملها مع أنظمة الشركات ويناقش إنشاء مراكز الكفاءة لتوحيد عمليات المعلومات.
الجزء الرابع: ضمان جودة البيانات – يكشف عن منهجيات لتحويل المعلومات المتباينة إلى بيانات منظمة عالية الجودة، بما في ذلك استخراج البيانات من مصادر مختلفة، والتحقق من صحتها ونمذجتها باستخدام نظام إدارة البيانات.
الجزء 5: حسابات التكلفة والوقت – يتناول رقمنة حسابات التكلفة والتخطيط، وأتمتة الحصول على الأحجام من نماذج التصميم بمساعدة الحاسوب (BIM)، وتقنيات النمذجة رباعية الأبعاد – 8D-8D وحساب التكلفة والتخطيط لمشاريع البناء.
الجزء 6: التصميم بمساعدة الحاسوب ونمذجة معلومات المباني – يحلل بشكل نقدي تطور تقنيات التصميم، وقضايا قابلية التشغيل البيني للأنظمة، والاتجاهات نحو صيغ البيانات المفتوحة وآفاق تطبيق الذكاء الاصطناعي على التصميم.
الجزء السابع: تحليلات البيانات والأتمتة – يتناول مبادئ تصور المعلومات، ومؤشرات الأداء الرئيسية، وعمليات ETL، وأدوات تنسيق سير العمل، وتطبيق نماذج اللغة لأتمتة المهام الروتينية.
الجزء 8: تخزين البيانات وإدارتها – يستكشف تنسيقات تخزين البيانات، ومفاهيم مستودع البيانات وبحيرة البيانات، ومبادئ إدارة البيانات، والأساليب الجديدة بما في ذلك قواعد البيانات المتجهة ومنهجيات DataOps وVectorOps.
الجزء 9: البيانات الضخمة والتعلم الآلي – يركز على الانتقال إلى التحليل الموضوعي القائم على البيانات التاريخية، وإنترنت الأشياء في مواقع البناء، وتطبيق خوارزميات التعلم الآلي للتنبؤ بتكاليف المشروع والجداول الزمنية.
الجزء 10: صناعة الإنشاءات في عصر البيانات الرقمية – يقدم نظرة على مستقبل صناعة الإنشاءات، ويحلل التحول من التحليل السببي إلى العمل مع الارتباطات، ومفهوم “أوبر” البناء واستراتيجيات التحول الرقمي.
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Additional information
UNLOCK THE POWER OF DATA
IN CONSTRUCTION
Dive into the world of data-driven construction with this accessible guide, perfect for professionals and novices alike.
From the basics of data management to cutting-edge trends in digital transformation, this book
will be your comprehensive guide to using data in the construction industry.
WHY THIS BOOK?
Dr. Zulfikar Adamu
Associate Professor of Strategic IT in Construction | LSBU, UK
“Data is the new oil" as they say, so its prospectors or miners should have the right tools and mindset to extract value from this 21st century resource. The construction industry has for too long been on the slippery slope of "3D information" based processes, whereby project delivery is based on someone else's baked information (e.g. they already plotted the pie or bar chart) whereas the underlying "data" (e.g. the raw spreadsheet) is capable of delivering much more, especially because multi-data fusion and AI bring unlimited potentials. If you are delivering (or teaching/researching) construction, this book is your best - and so far only - resource for navigating the data-driven world we have found ourselves.
Jakob Hirn
CEO | Build Informed GmbH, and Initiator of the Innovation Forum "On Top With BIM"
Data Driven Construction vividly conveys the basics of information-based work with building data. A book that deals with information flows and fundamental economic concepts and thus sets itself apart from other BIM books, because it not only represents the perspective of a software manufacturer, but also tries to convey fundamental concepts. A book worth reading and seeing
Dr. Burkhard Talebitari
Freelance editor - including for the Journal: BIM | Ernst & Sohn since 2013
Boiko is the James Carville of IT - in the latter's much-quoted "It's the economy, stupid," only one word needs to be exchanged for this famous book. "It's the data, stupid." (And to find one's way in the data universe, a saying of the ancient Romans dating back to Greek is still valid today: "Navigare necesse est". The author navigates his readers through all the depths and shallows of the data ocean with a sure hand and an unwavering compass, not to mention a comprehensive historical approach and, last but not least, highly original graphics and a good sense of humor that is not only apparent at second glance. The international response to Boiko's book ranges from euphoric approval to rather bilious skepticism, which has done the second German edition of the book some good. Boiko is an original and undogmatic data thinker. He presents the reader with exciting insights and always courageous, even provocative theses that inspire further thought. Excellent medicine for the German disease of latent consensualism. Incidentally, the above Latin proverb has a complement: "vivere non est necesse." It does not apply to Boiko's approach to the world of data - data lives and its life is necessary, not to say crucial.
Markus Eiberger
Board Member | BIM Cluster Baden-Württemberg, Lecturer at Stuttgart University of Applied Sciences, Senior Pro-ject Manager and Deputy Branch Manager at Kon-struktionsgruppe Bauen
"Data-Driven Construction" by Artem Boiko is an impressive work that offers a solid foundation for the construction industry in times of constantly growing technologies and information possibilities. Boiko manages to present complex topics in an understandable way while also introducing visionary ideas. The book is a well-thought-out compendium that not only highlights current developments but also provides an outlook on future innovations. It comes highly recommended for anyone who wants to get to grips with data-driven construction planning and execution.
Ralph Montague
Director | ArcDox, Director | BIM Coordinators Summit, and Chair of the BIM National Mirror Committee at the National Standards Authority of Ireland
If "data is the new oil", we need to learn to define it, find it, mine it, refine it, to make it valuable. I've found the book DataDrivenConstruction very informative and insightful. The book provides a useful historical background and explains working with data in plain language. For those who are interested in digital transformation, it gives a good understanding of data - how it works, how it is structured and how it can be used.”
Dr. Michael Max Buehler
Professor of Construction Management | HTWG Konstanz, Co-Owner at GemeinWerk Ventures, and Independent Director at DevvStream
Artem Boiko's book is a milestone for the democratization of digitization in the construction industry - and a real game changer for small and medium-sized enterprises (SMEs). Particularly groundbreaking: by using modern open-source low-code and no-code tools, companies can already efficiently integrate data into their business processes and analyze it profitably - without any in-depth programming knowledge. This makes the expensive use of cumbersome commercial software packages redundant. This book is a call to action! It is a valuable guide for anyone who not only wants to understand the digital transformation in the construction industry, but also wants to actively shape it - pragmatically, efficiently and in a forward-looking way. Now is the time to work together to share this knowledge and sustainably increase the productivity of the construction industry.”
Martin Loureiro-Barrientos
BIM Coordinator | Populous, London
Probably the most interesting book of the last two years that I know of. Required reading to break free from the 'matrix' perpetuated by software vendors, this book delves into how emerging tools like artificial intelligence offer fresh opportunities for data management without extensive technical expertise, poised to revolutionize even the most antiquated sectors like construction.With flawless translation and mind-bending graphics, it's a must-read. Eagerly anticipating the sequel. Very good buy in my opinion...I will read it again and waiting for the second part!
Paul Ransley
PLU Systems Engineer | Transport for London (TfL)
I highly recommend Artem's book that addresses, as the title says, a data driven information management approach for AECO. I am currently using it to help initiate a number of discussions with various groups. I have found it a very accessible reference.As well as a thorough overview of the history context of tools in AECO, data and introducing several key technologies the book contains a number of very useful diagrams, that outline the scope of data sources and end user artefacts, common database types encountered, applications working on that data and output artefacts in organisations or projects, with sample workflows.It strikes me that these are the types of diagrams we need more of when developing and monitoring information strategies and contribute to BEP's - defining the overall enterprise data model onto which the boundary for a PIM and AIM can be overlaid.
Pierpaolo Vergati
Senior Construction Project Manager | Fintecna S.p.A., Rome
For anyone in the construction industry, from rookies to seasoned pros, this book is a game-changer! It's not your typical dusty read—it's packed with insights, strategies, and a touch of humor to keep you engaged. From ancient data recording methods to cutting-edge digital technologies, it covers the evolution of data usage in construction.🚘 ⏱️It's like taking a time machine through the evolution of construction data—minus the wonky flux capacitor.😁And shoutout to Artem Boiko , our "Doc E. Brown", for crafting this data-packed journey! 🌟Whether you're an architect, engineer, project manager or data analyst, this comprehensive guide will revolutionize the way you approach projects. Get ready to optimize processes, enhance decision-making, and manage projects like never before! 💼💡
(A review of the Italian version of the book "COSTRUZIONE BASATA SUI DATI. Navigare nell’era dei dati nel settore delle costruzioni")
Mikhail Kosarev
TIM-ASG | Digital transformation expert
📚 I read the book in one breath, in less than 6 hours. The presentation of information is as simple as possible, but for deep perception and coverage of the materials requires an expanded horizon of knowledge from the construction and IT industries. At 270 pages, a huge number of schemes. The manufacturing quality of the book is excellent, dense glossy paper, color schemes, a pleasant font.🏗 The content of the book allows you to look at construction project management from an information management perspective. Will broaden your horizons and understanding of modern digital technologies in construction. The large number of practical examples on how to work with ChatGPT specific to the construction industry will save you months, if not years, of self-study.💻 Work examples are very diverse, ranging from simple to complex, without requiring you to purchase complex and expensive software. The main focus is on open source software. In the book and about data analysis and programming, visualization of information. You will look at Excel and your computer in a different way.👨💼 The book will be especially useful for BIM specialists, IT specialists working or going to work in the construction industry. Digital ISU to take a new look at project management, to increase their efficiency. The book will allow owners of any business in the construction industry to take a fresh look at their business strategy, digitalization and development prospects. And for smaller companies to increase efficiency with affordable and free tools.📖 The book will be my go-to book for regular use for the next year until the PDF version comes out.
Dr. Salih Ofluoğlu
Antalya Bilim University | Dean, Faculty of Architecture
I think that the book addresses a significant, contemporary topic relevant to the construction industry. As it was also emphasized in the book, information is a crucial asset for the construction sector, and having it in accessible formats greatly facilitates accurate decision-making and expedites project timelines.The book offers a neutral and efficient approach to accessing and taking advantage of this source in decision-making. The methodology presented in the book leverages a contemporary approach that combines artificial intelligence-driven programming with accessible open-source tools.By harnessing the power of AI and utilizing open-source software, the methodology aims to enhance automation, optimize processes, and promote accessibility and collaboration within the field. The language of the book is clear and easy to follow.Congratulations on the quality work! I have enjoyed reading it. Wishing you continued success as well.
Moayad Saleh
BIM Manager | TMM GROUP Gesamtplanungs GmbH
Artem's book, "DATA DRIVEN CONSTRUCTION," is a game-changer for anyone curious about where the construction industry is headed in the age of data. Whether you're deeply involved in construction or simply intrigued by its evolution, this book offers a captivating exploration of how technology is reshaping the field.Artem doesn't just scratch the surface; he delves deep into the current developments, challenges, and promising opportunities in construction. What sets this book apart is its accessibility—Artem explains complex ideas using relatable analogies that make the content easy to grasp.I found the book to be incredibly informative yet engaging. It's clear that Artem has a profound understanding of both the industry and the transformative power of data analytics. His writing style is approachable yet authoritative, making "DATA DRIVEN CONSTRUCTION" a must-read for anyone looking to stay ahead in this rapidly changing landscape.In summary, Artem has crafted a valuable resource that not only informs but also inspires. Whether you're a seasoned professional or a newcomer to construction, this book will broaden your perspective and deepen your understanding of where the industry is heading. Highly recommended!
Isabella Deininger
CEO LBI Association | TU München
The "DATA-DRIVEN CONSTRUCTION" by Artem Boiko is a comprehensive work that fills a gap in the "modern" construction industry.It offers valuable insights into both the basics and advanced applications of data in construction. Artem also presents an interesting approach to handling data in construction and shows how it can be used. It is a successful presentation of the various possibilities that data can offer in construction and provides practical guidance and examples.As such, it is an absolute recommendation for anyone involved in the use of data in the construction industry.
Ihor Rogchew
Head of IMT Competence Center | RZD
At the moment, the degree of chaotic and oversaturated information in the construction industry has reached such a level that any specialist in the field of working with data would be horrified. But the problem is that builders have long been working in their own closed IT world and often come up with zoned existing approaches or directly ignoring the successful experience of working with data from other industries.
Artem Boyko's work is one of the first steps beyond the boundaries of the usual world of builders, with their complex design and management systems, when, it would seem, the complexity and saturation of data does not even give a chance for radical simplification and increased transparency of work with construction data.In his book, Artem shows in simple language what opportunities modern technologies of working with data open before us, and literally gives concrete steps that you can immediately apply in your work. I urge everyone who wants to understand where automation systems will go in the construction industry to study this small book carefully in order to realize that the data revolution in construction is already knocking on our door.It's only of interest to geeks now, but in a few years, like BIM, such approaches and software will be ubiquitous!
Natasha Prinsloo
Digital Practice Lead | energylab UK
All I can say is, WOW! The way you incorporated history, ChatGPT, the graphics, and the overall ease of understanding your points is truly remarkable. The flow of the book is amazing.There are so many brilliant aspects to this book; it’s genuinely a game-changer. It’s a great source of information, and I commend you for the effort and passion you’ve put into it. Congratulations on creating such a remarkable work.
I could go on, but suffice it to say, I’m incredibly impressed!
Kristijan Vilibić
Founder | Mastery of Digital
I found this book to be an eye-opener for anyone in the construction industry interested in modernizing their approach to data. What I appreciated the most was how it doesn’t assume you’re a tech expert—it’s written in a way that feels approachable, even if you're just starting out.The book connects the dots between technical concepts and real-world applications, like improving project schedules or estimating costs more accurately. The illustrations and graphs made complex ideas so much easier to understand.If you’re curious about how data can transform construction workflows or just want to stay ahead in this fast-evolving industry, this book is a fantastic guide. It felt practical, relevant, and relatable to my work.
Dr. Ediz Yazicioglu
Owner | ArchCube
I am a civil engineer. I have a PhD in project and construction management. As a civil engineer, in addition to the many construction projects I have realized, I have been involved in the development in the field of AEC since 1987, which Artem Boiko described in BIM history https://bigdataconstruction.com/history-of-bim/. In addition to representing Archtrion, Vectorworks software in Turkey, I have realized the Turkish localization of these software. In partnership with Bentley, I provided sales and training of Bentley's AEC solutions. I produced kitchen design and order automation software called ArchKitchen. In addition to world brands such as Arup, Bayer, Mercedes, Renault, Siemens, Franke, Teka, public institutions of my country and sector leading brands have become my customers. I have produced a lot of software in the field of AEC. When I review the book Data-Driven Construction with the knowledge and experience I have gained in my professional life of more than thirty-five years, I would like to say the following.I would like to start by saying that when you take the Data-Driven Construction book in your hand, you will feel its high quality with its print quality and binding.
Most importantly, I should also say that Data-Driven Construction is worthy of being taught as a textbook in universities and is a book that will make valuable contributions to the developing BIM field.
Data-Driven Construction contains a technical glossary that explains the concepts very well. The explanation of conceptual and technical terms adds value to the understanding of the text. I think it would be appropriate to develop these sections of the book as a technical glossary.Data-Driven Construction book is supported by visual narration. Topics that are extremely difficult to explain are made simple and understandable with a very beautiful visual language. I think that what is intended to be explained in the visuals should be expressed to the reader, even if briefly. The comprehensibility of some visuals, in other words, reading the visual requires separate information.
The book Data-Driven Construction explains very well what is conceptually related to what with its historical background. I would like to suggest that in the development of the book, these narratives should be made comprehensive instead of being a summary.The book Data-Driven Construction has traces of Artem Boiko's education and software development experiences, which increases the gains of the reader. I think that it would be better to relate what is described in the book to Artem Boiko's education and software development with the links to be given and to increase the software examples in case-study style.
I must say that the topics of the Data-Driven Construction book are very well structured. I think it would be useful to give information about software development tools in the parts of the book that will guide those who want to work in this field.I think it would be useful to have a section in the Data-Driven Construction book where existing software solutions on the subject are examined. For example, I think it would be useful to explain the operation of a system such as ERP and data relationships to the reader in a short understandable language.
In the book Data-Driven Construction, many file and data sharing formats are mentioned. I think it would be useful to provide more detailed information about the content of these formats or to provide the reader with access to detailed information by referring to references.In the Data-Driven Construction book, I think that BIM standard setters such as BuildingSmart, BSI are introduced and the relationship between BIM standards and data should be given in more detail. For example, I think it is a necessity to explain the structure of IFC in the book in great detail.I think that how data is obtained from BIM model information should be exemplified in the book as in Artem Boiko's trainings.
Finally, I must say that the Data-Driven Construction book is a very good study on the essence of the subject and each title is open to be developed more comprehensively.
I would like to say a few words about Artem Boiko himself.In my PhD study, I argued that Revit-Dynamo software, a visual programming tool, can be used in the calculation of construction costs in an unconventional way. I must say that I am surprised that among the over 10.000 sources I examined for Cost Network Modeling, which I developed in my PhD, only Artem Boiko followed the same approach.
I would also like to say that I am happy to introduce Artem Boiko's valuable work in my lectures and seminars at universities.
I am happy to know Artem Boiko, a good and valuable person.
I wish him continued success.
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