По-русски

​MasterMind: a Neural Network for Developers and Architects

Created by Genpro, this software allows you to generate within half an hour dozens of development and construction options in accordance with the set parameters. At the same time, however, being more focused on the technical aspects, the program does not exclude creative work, and can be used by architects for preparing projects with a subsequent data export to AutoCAD, Revit, and ArchiCAD.

30 April 2021
Object
mainImg
Systems for urban planning based on neural networks and machine learning are emerging everywhere, and in each case, such technologies are developed with regard to the requirements of a particular client and the specifics of the region. The MasterMind technology can be used both on the US and Russian markets. 

We already tested our software at one of the New York sites.
The software is in constantly update and functionally expanded. The MasterMind team actively works with various consultants – architects and general planners – and quickly implements new solutions. Among other things, the methods of the standard developed by DOM.RF and KB Strelka are being actively studied and implemented as well.


MasterMind uses generative tools, which means that it can independently create 3D models based on the set conditions; what makes it different is the fact that it works with a site or a small piece of urban land without taking into account the system processes occurring on the city level, and it is mostly focused on housing design.

The program takes into account effective construction and sanitary regulations; it also offers a library of presets consisting of Genpro’s proprietary developments.

In Russia, MasterMind is already used by the company in projects that it does in the Moscow region; there are plans for applying this software in other regions as well. Working with the program starts with identifying the site by its address or geo location; the data is loaded from the Mapbox and OpenStreetMap services, which immediately allows you to visually assess the site’s position in the city and its context in terms of typology and maximum permitted height. If the data, uploaded from these services, seems to be no longer relevant, the program allows you to edit them manually. 

After you enter the borders of the site, the program at once forms the regulation berths and shows possible options of positioning buildings with regard to the context.





Before the program launches the generation process, you need to enter a few parameters into it; their range may vary depending upon the tasks set by the user. The portal offers a calculated standard area; if the user is not satisfied with it, they can specify their own version, and the script will create the required number of buildings for these area indicators. The same holds true for such an important factor as the price of the square meter of the constructed buildings.

Other mandatory givens include ranges of all the apartment floor spaces and the construction height, editable for each section; you can also set the density and typology of construction, minimum and maximum height of the buildings, the height of the first, standard, and maintenance floors, apartment layouts, and a few analytical parameters that influence the composition in terms of height.



Since the program is capable of making a preliminary budget estimate of the project, the data must include the necessary set of economic indicators, such as: the cost of the site, the aggregated cost of structures by the square meter, the estimated cost per square meter of housing, the interest rate, and the construction period.

As was already said, MasterMind works with a library of apartment layouts created on the basis of Genpro’s proprietary developments – for each individual project, you can take from this library the part that you need, or even add other external libraries. 

The program creates thousands of versions of 3D models of the master plan, taking into account insolation requirements, positioning driveways in accordance with fire safety regulations, and even calculating an estimated number of pedestrians. In other words, the program performs a huge amount of purely technical work, where human error is completely eliminated. The next step is that the program itself selects the best possible options, whose number is also editable – by default, there are thirty end versions. With these, you are at once getting such key indicators as floor space, the final costs, the number of apartments, the number of blocks, etc. These numbers will allow you to manually filter the versions by various parameters and/or compare them. You may set the criteria of comparison, and edit their range – because every developer has their own notions of which performance indicators are particularly important during the shortlisting process.

This way, within 30 minutes, the program can produce 30 optimal master plan versions, which already includes massing, planting of all buildings, their number of stories and apartments – this makes MasterMind indispensable for assessing a site, because compared to the work of a designer, the process is accelerated not even by tens, but by hundreds of times.

However, MasterMind is developed for various types of users: it is created not just for project managers and marketing agents but first of all to aid architects and designers. This is why for each of the selected versions the program at once creates BIM models where all the models already have plans, section views, and so on. This model is designed to be uploaded to AutoCADCivil 3D, Revit, or AutoCAD, so that you could work with it further. 

This turns MasterMind into a tool specifically developed for architects that helps them to broaden the range of their search, relieving the architects of the necessity to perform routine processes, performing them with impeccable precision, which allows the architect to focus solely on the creative process. This program is a smart assistant, with whose help the architect gets a large amount of analytical data on the project.

30 April 2021

Headlines now
Living in the Architecture of One’s Own Making
Do architects design houses for themselves? You bet! In this article, we are examining a new book by TATLIN publishing house. This book – unprecedented for Russia – features 52 private homes designed and built by contemporary architects for themselves. It includes houses that are famous, even iconic, as well as lesser-known ones; large and small, stylish and eccentric. To some extent, the book reflects the history of Russian architecture over the past 30 years.
A City Block Isoline
Another competition project for a residential complex on the banks of the Volga in Nizhny Novgorod has been prepared by Studio 44. A team of architects led by Ivan Kozhin concluded that using a regular block layout in such a location would be inappropriate and developed a “custom design” approach: a chain of parceled multi-section buildings stretching along the entire embankment. Let’s explore the features and advantages of this unconventional method.
Competition: The Price of Creativity?
Any day now, we’re expecting the results of a competition held by the “Samolet” development group for a plot in Kommunarka. In the meantime, we share the impressions of Editor-in-Chief Julia Tarabarina, who managed to conduct a public talk. Though technically focused on the interaction between developers and architects, the public talk turned into a discussion about the pros and cons of architectural competitions.
Terraced Design
The “River Park” residential complex has confidently and securely shaped the Nagatinsky Backwater shoreline. Featuring a public embankment, elevated courtyards connected by pedestrian bridges, and brick façades, the development invites exploration of its nuanced response to the surrounding context, as well as hints of the architects’ megalithic design thinking.
A Kremlin’s Core and Meteorite Fragments
We continue our coverage of the competition projects for the residential district that the development company GloraX plans to build along the embankment of the Rowing Channel in Nizhny Novgorod. ASADOV Architects approached the concept through a deep dive into local identity, using storytelling to pinpoint a central idea for the design: the master plan and composition are imagined as if a meteorite had struck a “proto-Kremlin”. Sounds weird? Find more details below!
The Volga Regatta
GloraX plans to develop a residential complex spanning 14 hectares along the Volga River in Nizhny Novgorod. The winning design in a closed-door competition, created by GORA Architects, features housing typologies ranging from townhouses to terraced high-rise slabs, a balance of functions, diverse ways of engaging with the water, and even a dedicated island (no less!) for the city residents.
A New Track
We took a thorough look at D_Station, a railcar repair depot dating back to 1906, recently reconstructed while preserving its century-old industrial structure, upon the project by Sergey Trukhanov and T+T Architects. Though work on the interiors – set to house restaurants and public spaces – is still underway, the building’s exterior already offers plenty to see. Visitors can explore the blend of old and new brickwork, appreciate the architect’s unique interpretation of ruin aesthetics, and enjoy the newly built pedestrian route that connects the Citydel Business Center’s arches to Kazakova Street.
Four Different Surveys
The “Explore the City” competition, organized this year by the Genplan Institute of Moscow, stands out as a pretty unconventional one for the architectural field but aligns perfectly well with the character of urban planning work. The winning project analyzed contemporary residential complexes, combining urban planning insights with a realtor’s perspective to propose a hybrid approach. Other entries explored public centers, motivations for car ownership, and housing vacancy rates. A fifth participant withdrew. Here’s a closer look at the four completed works.
Scheduled Evolution
ASADOV Architects unveiled the EvyCenter pavilion, a microcultural hub for fostering personal growth, organizing workshops, and doing gymnastics. Additionally, this pavilion serves as a prototype for a scalable country house, drawing inspiration from the “Loskutok” project, and constructed from CLT panels in a factory. This marks the beginning of a developer project initiated by the architectural firm (sic!), which is seeking partners to expand both small Evy settlements and even larger Evy cities, which are, according to Andrey Asadov, aimed at fostering the “evolutionary” development of the people who will inhabit them.
The Golden Crown
The concept for a dental clinic in Yekaterinburg, developed by CNTR Studio, revolves around the idea of a “mouth full of gold”: pristine white porcelain stoneware walls are complemented by matte brass details. To avoid an overly literal interpretation, the architects focused on the building’s proportions, skillfully navigating between sunlight requirements and fire safety regulations.
Flexibility and Integration
Not long ago, we covered the project for the fourth phase of the ÁLIA residential complex, designed by APEX. Now, we’ve been shown different fence concepts they developed to enclose the complex’s private courtyards, incorporating a variety of public functions. We believe that the sheer fact that the complex’s architects were involved in such a detail as fencing speaks volumes.
A Step Forward
The HIDE residential complex represents a major milestone for ADM architects and their leaders Andrey Romanov and Ekaterina Kuznetsova in their quest for a fresh high-rise aesthetic – one that is flexible and layered, capable of bringing vibrancy to mass and silhouette while shaping form. Over recent years, this approach has become ADM’s “signature style”, with the golden HIDE tower playing a pivotal role in its evolution. Here, we delve into the project’s story, explore the details of the complex’s design, and uncover its core essence.
Gold in the Sands
A new office for a transcontinental company specializing in resource extraction and processing has opened in Dubai. Designed by T+T Architects, masters of creating spaces that are contemporary, diverse, flexible, and original, this project exemplifies their expertise. On the executive floor, a massive brass-clad partition dominates, while layered textures of compressed earth create a contextually resonant backdrop.
Layers and Levels of Flight
This project goes way back – Reserve Union won this architectural competition at the end of 2011, and the building was completed in 2018, so it’s practically “archival”. However, despite being relatively unknown, the building can hardly be considered “dated” and remains a prime example of architectural expression, particularly in the headquarters genre. And it’s especially fitting for an aviation company office. In some ways, it resembles the Aeroflot headquarters at Sheremetyevo but with its own unique identity, following the signature style of Vladimir Plotkin. In this article, we take an in-depth look at the United Aircraft Corporation (UAC) headquarters in the Moscow agglomeration town of Zhukovsky, supplemented by recent photographs from Alexey Naroditsky – a shoot that became only recently possible due to the fact that improvements were finally made in the surrounding area.
Light and Shadow
In this article, we delve into the architectural design of the “Chaika” house by DNK ag architects, which was recently completed in 2023 as part of the collection of signature designs at ZILArt. As is well-known, all the buildings in this complex follow a design code, yet each one is distinct. This particular building stands out not only for its whiteness and minimalism but also for the refined use of a limited number of techniques that, together, create what can confidently be called synergy.
Casus Novae
A master plan was developed for a large residential area with a name of “DNS City”, but now that its implementation began, the plan has been arbitrarily reformatted and replaced with something that, while similar on the surface, is actually quite different. This is not the first time such a thing happens, but it’s always frustrating. With permission from the author, we are sharing Maria Elkina’s post.
Treasure Hunting
The GAFA bureau, in collaboration with Tegola and Arkhitail, organized an expedition to the island of Kilpola in Karelia as part of Moskomarkhitektura’s “Open City” festival. There, amidst moss and rocks, the students sought answers to questions like: what is the sacred, where does it dwell, and what sustains it? Assisting the participants in this quest were landscape engineer Evgeny Levin, artist Nicholas Roerich, a moose, and the lack of cellular connection. Here’s how the story unfolded.
Depths of the Earth, Streams of Water
In the Malaya Okhta district, the Akzent building, designed by Stepan Liphart, was constructed. It follows a classic tripartite structure, yet it’s what you might call “hand-drawn”: each façade is unique in its form and details, some of which aren’t immediately noticeable. In this article, we explore the context and, together with the architect, delve into how the form was developed.
Fir Tree Dynamics
The “Airports of Region” holding is planning to build an airport in Karachay-Cherkessia, aiming to make the Arkhyz and Dombay resorts more accessible to travelers. The project that won in an invitation-only competition, submitted by Sergey Nikeshkin’s KPLN, blends natural imagery inspired by the shape of a conifer seed, open-air waiting spaces, majestic large trees, and a green roof elevated on needle-like columns. The result is both nature-inspired and WOW.
​A Brick Shell
In the process of designing a clubhouse situated among pine trees in a prestigious suburban area near Moscow, the architectural firm “A.Len” did the façade design part. The combination of different types of brick and masonry correlates with the volumetric and plastique solutions, further enhanced by the inclusion of wood-painted fragments and metal “glazing”.
Word Forms
ATRIUM architects love ambitious challenges, and for the firm’s thirtieth anniversary, they boldly play a game of words with an exhibition that dives deep into a self-created vocabulary. They immerse their projects – especially art installations – into this glossary, as if plunging into a current of their own. You feel as if you’re flowing through the veins of pure art, immersed in a universe of vertical cities, educational spaces – of which the architects are true masters – and the cultural codes of various locations. But what truly captivates is the bold statement that Vera Butko and Anton Nadtochy make, both through their work and this exhibition: architecture, above all, is art – the art of working with form and space.
Flexibility and Acuteness of Modernity
Luxurious, fluid, large “kokoshniks” and spiral barrel columns, as if made from colorful chewing gum: there seem to be no other mansion like this in Moscow, designed in the “Neo-Russian-Modern” style. And the “Teremok” on Malaya Kaluzhskaya, previously somewhat obscure, has “come alive with new colors” and gained visibility after its restoration for the office of the “architectural ecosystem” as the architects love to call themselves. It’s evident that Julius Borisov and the architects at UNK put their hearts into finding this new office and bringing it up to date. Let’s delve into the paradoxes of this mansion’s history and its plasticity. Spoiler: two versions of modernity meet here, both balancing on the razor’s edge of “what’s current”.
Yuri Vissarionov: “A modular house does not belong to the land”
It belongs to space, or to the air... It turns out that 3D printing is more effective when combined with a modular approach: the house is built in a workshop and then adapted to the site, including on uneven terrain. Yuri Vissarionov shares his latest experience in designing tourist complexes, both in central Russia and in the south. These include houseboats, homes printed from lightweight concrete using a 3D printer, and, of course, frame houses.
​Moscow’s First
“The quality of education largely depends on the quality of the educational environment”. This principle of the last decade has been realized by Sergey Skuratov in the project for the First Moscow Gymnasium on Rostovskaya Embankment in the Khamovniki district. The building seamlessly integrates into the complex urban landscape, responding both to the pedestrian flow of the city and the quiet alleyways. It skillfully takes advantage of the height differences and aligns with modern trends in educational space design. Let’s take a closer look.
Looking at the Water
The site of Villa Sonata stretches from the road to the water’s edge, offering its own shoreline, pier, and a picturesque river panorama. To reveal these sweeping views, Roman Leonidov “cut” the façade diagonally parallel to the river, thus getting two main axes for the house and, consequently, “two heads”. The internal core – two double-height spaces, a living room and a conservatory, with a “bridge” above them – makes the house both “transparent” and filled with light.
The White Wing
Well, it’s not exactly white. It’s more of a beige, white-stone structure that plays with the color of limestone – smoother surfaces are lighter, while rougher ones are darker. This wing unites various elements: it absorbs and interprets the surrounding themes. It responds to everything, yet maintains a cohesive expression – a challenging task! – while also incorporating recognizable features of its own, such as the dynamic cuts at the bottom, top, and middle.
Urban Dunes
The XSA Ramps team designed and built a three-part sports hub for a park in Rostov-on-Don, welcoming people of all ages and fitness levels. The skate plaza, pump track, and playground are all meticulously crafted with details that attract a diverse range of visitors. The technical execution of the shapes and slopes transforms this space into a kind of sculptural composition.
Proportional Growth
The project for the fourth phase of the ÁLIA residential area has been announced. The buildings are situated on an elongated plot – almost a “ray” that shoots out from the center of the area towards the river. Their layout reflects both a response to Moscow’s architectural preferences over the past 15 years, shifting “from blocks to towers”, and an interpretation of the neighboring business park designed by SOM. Additionally, the best apartments here are not located at the very top but closer to the middle, forming a glowing “waistline”.
The “Staircase” Building
In designing the “Details” residential complex in New Moscow, Rais Baishev spiced up the now-popular Moscow theme of a “courtyard” building with an idea drawn from the surrealist drawings by Maurits Escher. He envisioned the stepped silhouettes and descending slopes as a metaphysical mega-staircase, creating a key void within the courtyard that gave the project an internal “spine”. This concept is felt both in the building’s silhouette and on its façades.
Projection of the Quarter
No one doubted that the building that Vladimir Plotkin designed as part of the “Garden Quarters” would be the most modernist of all. And it turned out just that way: while adhering to the common design code, the building successfully combines brick and white stone, rhythmically responding to the neighboring building designed by Ostozhenka, yet tactfully and persistently making a few statements of its own. This includes the projection of the ideal urban development composition “14–9–6”, which can be found right next door, mathematical calculations, including those for various types of terraces (and perhaps the only reminder of the Soviet past of the Kauchuk rubber factory!), and the white “cross-stitch” pattern of the façade grid.