DOI: 10.7256/2585-7797.2021.4.36618
Дата направления статьи в редакцию:
09-10-2021
Дата публикации:
02-03-2022
Аннотация:
В процессе изучения систем исторического расселения исследователи все чаще привлекают идеи и методы математического моделирования. В основе наиболее популярного – вероятностного подхода– лежит представление о том, что в процессе пространственного размещения населения преобладающую роль играет случайный фактор. А степень этой случайности можно выявлять, используя возможности обширного аппарата теории вероятностей и математической статистики. В частности, согласно широко используемой пуассоновской модели, события, заключающиеся в появлении новых (и исчезновении старых) поселений на непересекающихся площадках и отрезках времени, независимы друг от друга, а вероятность двух и более таких событий на одном месте чрезвычайно мала (соответствующая величина распределена по закону Пуассона). Цель настоящей статьи заключается в ознакомлении читателя с базовыми традиционными положениями данного подхода, с особенностями его методологии, текущими пределами и возможными новыми горизонтами для вероятностного моделирования систем исторического расселения. Для этого в настоящей статье рассматриваются два исследования, зарубежное и отечественное, посвященные моделированию систем исторического расселения разных эпох. В частности, указывается на критичную зависимость подхода, представленного в этих исследованиях, от масштаба и однородности условий изучаемой территории. Выход из данной ситуации автору настоящей статьи представляется на пути привлечения для моделирования новых типов данных исторических источников, пересмотра и отказа от излишних предположений о конкретном характере процесса расселения.
Ключевые слова:
вероятностное моделирование, бронзовый век, анализ квадратов, случайная величина, распределение Пуассона, критерий хи-квадрат, система сельского расселения, пятина, погост, писцовая книга
Abstract: In the process of studying the systems of historical settlement, researchers are increasingly drawing on ideas and methods of mathematical modeling. The most popular - the probabilistic approach - is based on the idea that a random factor plays a predominant role in the process of spatial distribution of the population. In particular, according to the widely used Poisson model, events involving the emergence of new (and the disappearance of old) settlements on disjoint sites and time intervals are independent of each other, and the probability of two or more such events at one site is extremely small (the corresponding random variable is distributed according to Poisson's law). The purpose of this article is to familiarize the reader with the basic traditional principles of this approach, with the features of its methodology, current limits and possible new horizons for probabilistic modeling of historical settlement systems. To do this, our paper examines two studies, foreign and domestic, devoted to modeling the systems of historical settlement of different eras. In particular, it is pointed to the critical dependence of the approach, presented in these studies, on the scale and uniformity of the conditions of the territory under consideration. The way out of this situation is presented to the author of this paper by involving new types of data from historical sources for modeling, revising and rejecting unnecessary assumptions about the specific nature of the settlement process.
Keywords: probabilistic modelling, bronze age, quadrat analysis, random variable, Poisson distribution, chi-squared test, rural settlement system, pyatina, pogost, cadastral book
Историко-географические исследования являются, пожалуй, одной из первых гуманитарных областей знаний, в которой успешно применяются идеи и методы математических наук. В частности, к таковым относится идея привлечения вероятностного подхода в задачах изучения исторических систем расселения, выяснения характера поселенческих структур. В первую очередь это связано с тем, что в процессе пространственного размещения всегда присутствует в той или иной степени случайный фактор. А степень этой случайности можно выявлять, используя возможности обширного аппарата теории вероятностей и математической статистики. Первые вероятностные модели при изучении пространственного размещения исторического населения появляются еще в 1960-х годах. Тогда же складывается методология подобных исследований, дошедшая почти в неизменном виде (со всеми плюсами и минусами) до наших дней. В качестве иллюстрации этого тезиса рассмотрим два таких исследования, одно из которых было предпринято за рубежом в 1970-е годы по исследованию поселений бронзового века, а второе, отечественное, сравнительно недавнее – по анализу средневековой сельской системы расселения. Цель настоящей статьи – на примере этих двух исследований познакомить читателя с традиционными базовыми принципами данного подхода, изложить особенности его методологии, выяснить текущие пределы и новые горизонты при вероятностном моделировании систем исторического расселения.
Модели размещения населения Э. Чедвика
Э. Чедвик применяет вероятностный подход при моделировании поселенческой структуры Мессении (область на западе полуострова Пелопонесс, площадь 3800 кв. км.) эпохи бронзы. Зажатая со всех сторон цепями гор и морем, она включает в себя весьма плодородную равнину, прорезаемую по середине ущельем реки Неды. Именно на этой территории располагалось воспетое Гомером Пилосское царство и дворец, из которого царь Нестор со своим войском отправился в троянский поход.
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)
Рис. 1. Мессения (источник: [1, стр.48])
Число обнаруженных поселений бронзового века на этой территории невелико. Так, исходя из анализа керамического материала и данных аэрофотосъемки, 94 остатков поселений датируются среднеэлладским периодом (около 1600 г. до н. э.) и 169 – позднеэлладским III (около 1250 г. до н. э.). Их локализация приводится на рис.2, где цветом выделены участки с разной степенью плотности размещения этих поселений.
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)
Рис. 2. Размещение поселений среднеэлладского и позднеэлладского периодов на территории Мессении (источник: [1, стр.49])
В своем анализе поселенческой структуры Э. Чедвик исходит из стохастической, вероятностной модели пространственного размещения населения:
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)
Рис. 3. Типы пространственного размещения населения (гнездовой, случайный, упорядоченный) (источник: [2, с. 33].
Вначале, согласно методу анализа квадратов (quadrat analysis), исследуемая территория покрывается равномерной сеткой из квадратных ячеек размера 2×2 км (в количестве N=1109). Далее для обоих периодов бронзового века подсчитывается число поселений, попавших в каждую ячейку. Для оценки влияния масштаба аналогичная процедура проводится для сетки из квадратных ячеек размером 4×4 и 6×6 км (см. таб.1):
Таблица 1. Частоты размещения поселений сетках из квадратов 2×2, 4×4 и 6×6 км (источник: [1, стр.50])
Размер площадки
|
Период
|
Число поселений на ячейку
|
0
|
1
|
2
|
3
|
4
|
5
|
6
|
7
|
8
|
9
|
2×2 км N=1109
|
среднеэлладский
|
958
|
135
|
14
|
2
|
-
|
-
|
-
|
-
|
-
|
-
|
позднеэлладский III
|
1019
|
87
|
2
|
1
|
-
|
-
|
-
|
-
|
-
|
-
|
4×4 км N=308
|
среднеэлладский
|
195
|
74
|
31
|
6
|
1
|
1
|
1
|
-
|
-
|
-
|
позднеэлладский III
|
233
|
61
|
13
|
1
|
1
|
-
|
-
|
-
|
-
|
-
|
6×6 км N=152
|
среднеэлладский
|
70
|
40
|
22
|
11
|
2
|
2
|
3
|
1
|
-
|
1
|
позднеэлладский III
|
95
|
33
|
14
|
8
|
1
|
1
|
-
|
-
|
-
|
-
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Далее подсчитанные величины сравниваются с теоретическими исходя из выбранной вероятностной модели. Первой была рассмотрена пуассоновская гипотеза, согласно которой появление новых поселений (и исчезновение старых) в разных ячейках независимы, а вероятность двух и более таких событий в одной ячейке чрезвычайно мала (подчиняется закону Пуассона) ([3], с.163-166). В качестве параметра распределения выступает величина λ, равная среднему числу поселений на ячейку. Проверка с помощью критерия хи-квадрат показывает, что эта модель соответствует реальным данным лишь для сетки с малым размером ячеек.
Этого недостатка лишена модель, основанная на гипотезе об отрицательном биномиальном распределении числа поселений. Напомним, что это распределение случайной величины, равной числу происшедших неудач в последовательности испытаний Бернулли с вероятностью p до r-го успеха ([3], с.171-174). Подбирая значения параметров p и r, можно добиться хорошего соответствия модели реальным данным для всех 6 случаев (3 размера решетки для обоих хронологических периодов). Однако, эта модель, как замечает Э. Чедвик, страдает переопределенностью.
Далее автор переходит к рассмотрению других вероятностных моделей: обобщенной, составной. Первая из них использует комбинацию двух распределений, а вторая, схожая с вышеописанной пуассоновской, варьирует параметр λ от ячейки к ячейке. На основе проведенного анализа Э. Чедвик заключает, что характер поселенческой структуры отклоняется от случайного из-за неоднородности территории.
Модель размещения населения О.Н. Трапезниковой и А.А. Фролова
Предметом исследования авторов является моделирование системы сельского расселения двух погостов-округов Деревской пятины Новгородской земли, отраженной в писцовых книгах конца XV века.
Оба погоста-округа, как и вся Деревская пятина, располагаются в пределах Валдайской возвышенности. Площадь первого микрорегиона (Городенского погоста) составляет 602 кв. км, площадь второго (Березайского погоста) – 104 кв. км. В плане ландшафта территория первого погоста распадается на две части: повышенную и пониженную с двумя основными реками (см. рис.4). Второй погост по природным условиям близок к пониженной части первого микрорегиона.
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)
Рис. 4. Картосхема Городенского погоста (источник: [4, c.48]) 1-поселения возвышенной части, 2-поселения пониженной части, 3-поселения по схеме Генерального межевания в границах бывшего Городенского погоста, 4-реки, 5-границы частей погоста, 6-озера
Всего к анализу было привлечено 191 поселение Городенского погоста и 34 поселения Березайского. В силу невозможности точной локализации большинства поселений, авторы прибегают не к детерминированному, а к вероятностному моделированию. Это накладывает дополнительные требования на исследуемую территорию, а именно однородность физико-географических и социально-экономических условий.
Вначале с помощью датчика случайных чисел формируется серия из 100 испытаний, заключающаящихся в “набрасывании” на изучаемую территорию площадки в виде круга с базовым радиусом и подсчете числа попавших в нее поселений. Для учета влияния масштаба аналогичная процедура проводится для площадок трех-четырех размеров, больших базового. В своем анализе характера поселенческой структуры авторы исходят из пуассоновской гипотезы. Результаты проверки этой гипотезы с помощью критерия хи-квадрат приводятся в таб.2:
Таблица 2. Результаты проверки распределения поселений конца XV в. на соответствие распределению Пуассона (источник: [4, стр.52])
Участок
|
Радиус пробной площадки, м.
|
Среднее число поселений на площадку
|
Значение критерия хи-квадрат
|
Число степеней свободы
|
Значение критерия хи-квадрат на уровне значимости 0,95 (0,99)*
|
|
Городенский погост в целом
|
1000
1500
2000
3000
|
1,17
2,84
4,92
11,23
|
12,12
21,65
58,42
67,54
|
2
5
6
3
|
5,99 (9,21)
11,1 (15,1)
12,6 (16,8)
7,81 (11,3)
|
|
|
Городенский погост–возвышенная часть
|
1000
1125
1700
2250
|
0,77
1,06
2,57
4,91
|
4,19
9,56
13,3
18,45
|
1
2
4
6
|
3,84 (6,63)
5,99 (9,21)
9,49 (13,3)
12,6 (16,8)
|
|
|
Городенский погост–пониженная часть
|
800
1000
1320
1500
|
0,44
0,91
1,39
1,74
|
5,45
2,78
5,32
14,06
|
1
2
3
3
|
3,84 (6,63)
5,99 (9,21)
7,81 (11,3)
7,81 (11,3)
|
|
|
|
|
Березайский микрорегион
|
1500
2000
3000
|
0,76
1,56
2,95
|
0,17
1,44
12,71
|
1
3
5
|
3,84 (6,63)
7,81 (11,3)
11,1 (15,1)
|
|
Примечание*. Выделены те значения, которые демонстрируют согласие с гипотезой на уровне значимости 0,95 и/или 0,99.
Как можно заключить из таб.2, пуассоновская гипотеза не подтверждается для Городенского погоста в целом. Это соответствует заключению авторов о внутренней неоднородности данной территории, о наличии в ней двух природных частей: возвышенной и пониженной. Для каждой из них пуассоновское гипотеза согласуется с реальными данными для площадок малых радиусов (1-1,7 км), на что также есть свое логичное объяснение.
* * *
Для дальнейшего анализа принципиальными являются следующие выводы исследователей относительно границ применимости подобного вероятностного моделирования. Во-первых, это требование однородности изучаемой территории, которое весьма трудно соблюсти при анализе регионов сколько-нибудь значимых размеров (как Мессения в первом примере или погосты-округа Деревской пятины во втором). Во-вторых, и это признают О.Н. Трапезникова и А.А. Фролов в качестве главной методологической проблемы, необходимость более менее точной локализации изучаемых археологических объектов.
Как нам представляется, выход из создавшегося положения лежит в привлечении к рассмотрению источников принципиально иного свойства, чем археологические данные. Новому типу привлекаемых источников должна соответствовать и иная математическая модель. Во-первых, эта модель должна включать, в известной мере, все предыдущие вероятностные модели размещения населения (принцип универсальности). Во-вторых, она должна быть способна оперировать территориями на порядок большего масштаба, чем предыдущие модели. Наконец, эта модель должна иметь простой и ясный критерий, на основе которого можно делать вывод о том, носит ли изучаемая система случайный характер или нет.
Библиография
1. Chadwick A.J. A computer simulation of Mycenean settlement// Simulation studies in archaeology/ ed.by I.Hodder. – Cambridge, 1978. – Pp.47-97;
2. Дегтярев А.Я. Русская деревня в XV-XVII веках. Очерки истории сельского расселения. – Л., 1980, 176 С.;
3. Феллер В. Введение в теорию вероятностей и ее приложения.– М., 1964. – Т.1. – 499 C.;
4. Трапезникова О.Н., Фролов А.А. Математическое моделирование и геоэкологическая оценка сельского расселения Валдайской возвышенности и его трансформации на рубеже средневековья и Нового времени// Известия Российского географического общества. – СПб., 2017.– Т. 149. – вып.4. – С. 46-61.
References
1. Chadwick A.J. A computer simulation of Mycenean settlement// Simulation studies in archaeology/ ed.by I.Hodder. – Cambridge, 1978. – Pp.47-97;
2. Degtyarev A.Ya. Russkaya derevnya v XV-XVII vekakh. Ocherki istorii sel'skogo rasseleniya. – L., 1980, 176 S.;
3. Feller V. Vvedenie v teoriyu veroyatnostei i ee prilozheniya.– M., 1964. – T.1. – 499 C.;
4. Trapeznikova O.N., Frolov A.A. Matematicheskoe modelirovanie i geoekologicheskaya otsenka sel'skogo rasseleniya Valdaiskoi vozvyshennosti i ego transformatsii na rubezhe srednevekov'ya i Novogo vremeni// Izvestiya Rossiiskogo geograficheskogo obshchestva. – SPb., 2017.– T. 149. – vyp.4. – S. 46-61.
Результаты процедуры рецензирования статьи
В связи с политикой двойного слепого рецензирования личность рецензента не раскрывается.
Со списком рецензентов издательства можно ознакомиться здесь.
Когда в годы Перестройки на волне демократизации и гласности возрос интерес к гуманитарным и общественным наукам, вряд ли кто мог предположить, что свобода дискуссии приведёт к коммерциализации и погоне за сенсационностью, вызвав целый ряд псевдонаучных теорий, в частности так называемую «Новую хронологию» А.Т. Фоменко и Г.В. Носовского. И все же совершенно ошибочно считать историю как науку неконкретную, которая не оперирует конкретными данными и фактами. Более того, сегодня различные информационно-коммуникационные технологии позволяют проводить анализ прошлого с гораздо большей точностью. В то же время различные математические методы использовались в исторической науке и ранее.
Указанные обстоятельства определяют актуальность представленной на рецензирование статьи, предметом которой является вероятностный подход при моделировании систем исторического расселения. Автор ставит своими задачами проанализировать традиционные базовые принципы данного подхода, изложить особенности его методологии, выяснить текущие пределы и новые горизонты при вероятностном моделировании систем исторического расселения.
Работа основана на принципах историзма, анализа и синтеза, достоверности, методологической базой исследования выступает системный подход, в основе которого находится рассмотрение объекта как целостного комплекса взаимосвязанных элементов.
Научная новизна статьи заключается в самой постановке темы: автор стремится охарактеризовать использование вероятностного подхода при моделировании систем исторического расселения.
Рассматривая библиографический список статьи укажем на его краткость: однако, в данном случае, это отчасти объясняется сосредоточенностью автора на конкретной теме. Среди привлекаемых автором трудов укажем на Э. Чедвика, О.Н. Трапезниковой и А.А. Фролова, А.Я. Дегтерева и В. Феллера, в центре внимания которых различные аспекты изучения исторических систем расселения. В целом, на наш взгляд, комплексное использование различных источников и исследований способствовало решению стоящих перед автором задач.
Стиль написания статьи можно отнести к научному, вместе с тем доступному для понимания не только специалистам, но и широкой читательской аудитории, всем, кто интересуется как исторической наукой в целом, так и математическими методами в исторической науке, в частности. Аппеляция к оппонентам представлена на уровне собранной информации, полученной автором в ходе работы над темой статьи.
Структура работы отличается определённой логичностью и последовательностью, в ней можно выделить введение, основную часть, заключение. В начале автор определяет актуальность темы, показывает, что «историко-географические исследования являются, пожалуй, одной из первых гуманитарных областей знаний, в которой успешно применяются идеи и методы математических наук». В рамках выявления плюсов и минусов использования вероятностных моделей при изучении пространственного размещения исторического населения автор рассматривает два таких исследования, «одно из которых было предпринято за рубежом в 1970-е годы по исследованию поселений бронзового века, а второе, отечественное, сравнительно недавнее – по анализу средневековой сельской системы расселения». Если Э. Чадвик использует вероятностный подход при моделировании поселенческой структуры Мессении (область на западе полуострова Пелопонесс, площадь 3800 кв. км.) эпохи бронзы, то предметом исследования О.Н. Трапезниковой и А.А. Фролова является моделирование системы сельского расселения двух погостов-округов Деревской пятины Новгородской земли, отраженной в писцовых книгах конца XV в.
Главным выводом статьи является то, что автором определены границы применимости вероятностного подхода: во-первых, это требование однородности изучаемой территории, которое весьма трудно соблюсти при анализе регионов сколько-нибудь значимых размеров, во-вторых, необходимость более менее точной локализации изучаемых археологических объектов.
Представленная на рецензирование статья посвящена актуальной теме, снабжена 4 рисунками и 2 таблицами, вызовет читательский интерес, а ее материалы могут быть использованы в различных спецкурсах.
В целом, на наш взгляд, статья может быть рекомендована для публикации в журнале «Историческая информатика».
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