Ikou Kaku

26 papers Journal 23Unranked 3
YearRankTypeTitle / Venue / Authors
2025 J jnl
Eur. J. Oper. Res.
Zhecong Zhang, Yang Yu, Xuqiang Qi, Yangguang Lu, Xiaolong Li, Ikou Kaku
2025 J jnl
Reliab. Eng. Syst. Saf.
Xue Yang, Bo Li, Xinhao Cui, Siyue Zhang, Ziguang Ji, Yi Ren, Ikou Kaku, Yiyong Xiao
2023 J jnl
Appl. Intell.
Guanghui Fu, Cheng Han, Yang Yu, Wei Sun, Ikou Kaku
2019 J jnl
Pattern Recognit.
Yiyong Xiao, Changhao Huang, Jiaoying Huang, Ikou Kaku, Yuchun Xu
2017 J jnl
Int. J. Prod. Res.
Yang Yu, Wei Sun, Jiafu Tang, Ikou Kaku, Junwei Wang
2016 J jnl
IEEE Trans Autom. Sci. Eng.
Dongni Li, Rongxin Zhan, Dan Zheng, Miao Li, Ikou Kaku
2014 J jnl
Eur. J. Oper. Res.
Yiyong Xiao, Ren-Qian Zhang, Qiuhong Zhao, Ikou Kaku, Yuchun Xu
2014 J jnl
Eur. J. Oper. Res.
Yang Yu, Jiafu Tang, Jun Gong, Yong Yin, Ikou Kaku
2014 J jnl
Asia Pac. J. Oper. Res.
Yong Yin, Chen Guang Liu, Ikou Kaku
2013 J jnl
Int. J. Comput. Integr. Manuf.
Yang Yu, Jiafu Tang, Wei Sun, Yong Yin, Ikou Kaku
2013 J jnl
J. Appl. Math.
Yi Han, Ikou Kaku, Jianhu Cai, Yanlai Li, Yang Chao, Lili Deng
2012 J jnl
Comput. Oper. Res.
Yiyong Xiao, Qiuhong Zhao, Ikou Kaku, Yuchun Xu
2012 J jnl
Comput. Oper. Res.
Yiyong Xiao, Ikou Kaku, Qiuhong Zhao, Ren-Qian Zhang
2012 J jnl
Appl. Math. Comput.
Yiyong Xiao, Ren-Qian Zhang, Qiuhong Zhao, Ikou Kaku
2012 J jnl
Int. J. Strateg. Decis. Sci.
Kathryn E. Stecke, Yong Yin, Ikou Kaku, Yasuhiko Murase
2012 J jnl
Comput. Ind. Eng.
Ren-Qian Zhang, Lankang Zhang, Yiyong Xiao, Ikou Kaku
2011 J jnl
Expert Syst. Appl.
Yiyong Xiao, Ren-Qian Zhang, Ikou Kaku
2011 J jnl
Eur. J. Oper. Res.
Yiyong Xiao, Ikou Kaku, Qiuhong Zhao, Ren-Qian Zhang
2011 J jnl
Comput. Ind. Eng.
Yiyong Xiao, Ikou Kaku, Qiuhong Zhao, Ren-Qian Zhang
2011 J jnl
Eur. J. Oper. Res.
Ren-Qian Zhang, Ikou Kaku, Yiyong Xiao
2010 conf
BIC-TA
Ikou Kaku, Yiyong Xiao
2010 J jnl
J. Intell. Manuf.
Jiafu Tang, Xiaoqing Wang, Ikou Kaku, Kai-Leung Yung
2009 conf
CIS (2)
Han Yi, Ikou Kaku, Gengui Zhou, Jianhu Cai, Huazhen Lin
2009 J jnl
Comput. Math. Appl.
Yi Han, Jiafu Tang, Ikou Kaku, Li-Feng Mu
2008 conf
ICIC (2)
Yiyong Xiao, Ikou Kaku, Wenbing Chang
2008 J jnl
Ann. Oper. Res.
Jiafu Tang, Kai-Leung Yung, Ikou Kaku, Jianbo Yang
redb/extractors/pe_extractors/pe_resources.py
← Index redb/extractors/pe_extractors/pe_resources.py python
from hashlib import sha256
import inspect
from datetime import datetime, timezone
from typing import Any

import magic
from magika import Magika
import pefile
from pefile import UnicodeStringWrapperPostProcessor

from redb.extractors.enum import Tag
from redb.extractors.pe_extractor import PEExtractor
from redb.models.dataclasses import PEResource


class PEResourceExtractor(PEExtractor):

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        elastic_index=None,
        known_benign=False,
        known_malicious=False,
        pe=None,
    ):
        super().__init__(
            filepath,
            log,
            exporters,
            index_prefix,
            elastic_index,
            known_benign,
            known_malicious,
            pe,
        )
        self.elastic_index = self.index_prefix + "-pe_resources"
        self.log.debug(inspect.currentframe().f_code.co_name)

    def tag(self):
        return Tag.PE_RESOURCE.value

    def _extract_resources(self):
        """
        Returns:
        resources: a list of dictionaries, one per each resources type found.
                    each dictionary the key represents the name of the content,
                    which is the value itself.
                    Empty list if no resources present.
        """
        self.log.debug(inspect.currentframe().f_code.co_name)
        resources_list = []
        try:
            if hasattr(self.pe, "DIRECTORY_ENTRY_RESOURCE"):
                for resource_type in self.pe.DIRECTORY_ENTRY_RESOURCE.entries:
                    # if resource_type.name is not None:
                    #     name = resource_type.name
                    # else:
                    #     name = pefile.RESOURCE_TYPE.get(resource_type.struct.Id)
                    # if not name:
                    #     name = resource_type.struct.Id
                    name = (
                        resource_type.name
                        if resource_type.name is not None
                        else pefile.RESOURCE_TYPE.get(resource_type.struct.Id)
                    )
                    if isinstance(name, UnicodeStringWrapperPostProcessor):
                        name = name.decode()
                    try:
                        if hasattr(resource_type, "directory"):
                            for resource_id in resource_type.directory.entries:
                                if hasattr(resource_id, "directory"):
                                    for resource_lang in resource_id.directory.entries:
                                        rsrc_data = self.pe.get_data(
                                            resource_lang.data.struct.OffsetToData,
                                            resource_lang.data.struct.Size,
                                        )
                                        file_type = magic.from_buffer(rsrc_data)
                                        magik = Magika().identify_bytes(rsrc_data).output.label

                                        rsrc_entropy = (
                                            "%.2f"
                                            % pefile.SectionStructure.entropy_H(
                                                self.pe, rsrc_data
                                            )
                                        )
                                        rsrc_sha256 = sha256(rsrc_data).hexdigest()
                                        lang = pefile.LANG.get(
                                            resource_lang.data.lang, "*unknown*"
                                        )
                                        sublang = pefile.get_sublang_name_for_lang(
                                            resource_lang.data.lang,
                                            resource_lang.data.sublang,
                                        )
                                        pe_resource = PEResource(
                                            _id=rsrc_sha256,
                                            resource_type=name,
                                            resource_entropy=rsrc_entropy,
                                            resource_sha256=rsrc_sha256,
                                            resource_filetype=file_type,
                                            resource_magika=magik,
                                            resource_language=lang,
                                            resource_rva=resource_lang.data.struct.OffsetToData,
                                            resource_size=resource_lang.data.struct.Size,
                                            resource_sub_lang=sublang,
                                        )
                                        resources_list.append(pe_resource)
                    except Exception as e:
                        self.log.warning(
                            f"Continue after Error in {self.hash.sha256}: {resource_type.name} "
                            f"Exception: {e}",
                            stack_info=True,
                        )
                        # resources_list.append({f"{e} - {resource_type.name}"})
                        continue
        except Exception as e:
            self.log.exception(
                f"Extract exports error {self.hash.sha256} Exception: {e}"
            )
        self.log.debug(f"Resource list {resources_list}")
        return resources_list

    def extract(self):
        try:
            self.log.debug(inspect.currentframe().f_code.co_name)
            resources = self._extract_resources()
            # self.export_to_elastic(resources)  # Let the exporters handle this
            return resources
        except Exception as e:
            self.log.error(f"Extract resources error {self.hash.sha256} Exception: {e}")
            return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ElasticsearchExporter":
            return self.extract()
        elif exporter_type == "ClickHouseExporter":
            resources = self.extract()
            if resources is None:
                return None
            
            data = []
            current_time = datetime.now(timezone.utc)
            
            for resource in resources:
                data.append([
                    self.sha256,                    # sha256
                    self.md5,                       # md5
                    self.sha1,                      # sha1
                    resource.resource_type,         # resource_type
                    resource.resource_entropy,      # resource_entropy
                    resource.resource_sha256,       # resource_sha256
                    resource.resource_filetype,     # resource_filetype
                    resource.resource_magika,       # resource_magika
                    resource.resource_language,     # resource_language
                    resource.resource_sub_lang,     # resource_sub_lang
                    resource.resource_size,         # resource_size
                    resource.resource_rva,          # resource_rva
                    current_time                    # analysis_date
                ])
            
            column_names = [
                'sha256', 'md5', 'sha1', 'resource_type', 'resource_entropy',
                'resource_sha256', 'resource_filetype', 'resource_magika',
                'resource_language', 'resource_sub_lang', 'resource_size',
                'resource_rva', 'analysis_date'
            ]
            
            if not data:
                return None

            column_type_names = [
                'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
                'LowCardinality(Nullable(String))', 'Float64',
                'FixedString(64)', 'LowCardinality(Nullable(String))', 'LowCardinality(Nullable(String))',
                'LowCardinality(Nullable(String))', 'LowCardinality(Nullable(String))', 'UInt64',
                'UInt64', 'DateTime64(3, \'UTC\')'
            ]

            return (data, column_names, column_type_names)

    def get_clickhouse_table(self) -> str:
        return "redb_pe_resources"