Xi Zhang

48 papers A* 1A 1Misc 1Journal 35Unranked 10
YearRankTypeTitle / Venue / Authors
2026 J jnl
IEEE Trans Autom. Sci. Eng.
Tanaorn Bamroongshawgasame, Yilan Shen, Xi Zhang
2026 A* conf
AAAI
Boyang Li, Lingzheng Zhang, Fugee Tsung, Xi Zhang
2025 J jnl
IEEE Trans Autom. Sci. Eng.
Yikun Feng, Yu An, Hongqiang Sun, Zhihong Li, Xi Zhang
2025 J jnl
Eng. Appl. Artif. Intell.
Chenyang Chang, Yu An, Xi Zhang
2025 A conf
CIKM
Boyang Li, Lingzheng Zhang, Fugee Tsung, Xi Zhang
2024 J jnl
J. Intell. Manuf.
Chi Zhang, Jian Cui, Jianguo Wu, Xi Zhang
2024 J jnl
ACM Trans. Sens. Networks
Di Wang, Fangyu Li, Kaibo Liu, Xi Zhang
2024 J jnl
IEEE Trans Autom. Sci. Eng.
Yilan Shen, Nianmin Zhang, Xi Zhang, Leyuan Shi
2024 J jnl
IEEE Trans Autom. Sci. Eng.
Yu An, Di Wang, Lili Chen, Xi Zhang
2023 J jnl
IEEE Trans Autom. Sci. Eng.
Yu An, Shanen Chen, Xi Zhang
2023 J jnl
IEEE Trans. Ind. Informatics
Ge Yu, Di Wang, Jinhai Liu, Xi Zhang
2023 conf
CASE
Ge Yu, Xi Zhang
2023 J jnl
Neural Comput. Appl.
Chi Zhang, Xi Zhang
2022 J jnl
IEEE Trans Autom. Sci. Eng.
Di Wang, Kaibo Liu, Xi Zhang
2022 conf
CASE
Yu An, Shanen Chen, Xi Zhang
2022 J jnl
Reliab. Eng. Syst. Saf.
Yilan Shen, Xi Zhang, Leyuan Shi
2022 J jnl
Technometrics
Andi Wang, Juan Du, Xi Zhang, Jianjun Shi
2022 conf
ASCC
Ge Yu, Zixiao Zhang, Xi Zhang
2021 J jnl
J. Mach. Learn. Res.
Changyue Song, Kaibo Liu, Xi Zhang
2021 J jnl
Biomed. Signal Process. Control.
Shanen Chen, Lili Chen, Xi Zhang, Zhixian Yang
2021 conf
CAA SAFEPROCESS
Ge Yu, Xi Zhang
2020 J jnl
IEEE Trans Autom. Sci. Eng.
Di Wang, Kaibo Liu, Xi Zhang, Hui Wang
2020 J jnl
IEEE Trans Autom. Sci. Eng.
Di Wang, Kaibo Liu, Xi Zhang
2019 J jnl
IEEE Trans Autom. Sci. Eng.
Juan Du, Xi Zhang, Jianjun Shi
2019 conf
MedInfo
Shanen Chen, Jian Xu, Lili Chen, Xi Zhang, Li Zhang, Jinfeng Li
2019 J jnl
IISE Trans.
Changyue Song, Kaibo Liu, Xi Zhang
2019 J jnl
IEEE Access
Shanen Chen, Xi Zhang, Lili Chen, Zhixian Yang
2019 J jnl
Sensors
Di Wang, Xi Zhang
2019 J jnl
IISE Trans.
Di Wang, Kaibo Liu, Xi Zhang
2019 J jnl
J. Biomed. Informatics
Shanen Chen, Jian Xu, Yongsheng Wu, Xin Wang, Shisong Fang, Jinquan Cheng, Hanwu Ma, Ren-li Zhang, Yachuan Liu, Li Zhang, Xi Zhang, Lili Chen, Xiaojian Liu
2018 J jnl
IEEE Trans. Reliab.
Changyue Song, Kaibo Liu, Xi Zhang
2017 J jnl
IEEE Robotics Autom. Lett.
Juan Du, Xi Zhang, Qingpei Hu
2017 conf
CASE
Shanen Chen, Xi Zhang
2017 J jnl
Int. J. Imaging Syst. Technol.
Shanen Chen, Xi Zhang, Zhixian Yang
2017 J jnl
Asia Pac. J. Oper. Res.
Yu Zhao, Xi Zhang, Zhongshun Shi, Lei He
2017 conf
SII
Di Wang, Xi Zhang
2017 J jnl
Asia Pac. J. Oper. Res.
Pai Liu, Xi Zhang, Zhongshun Shi, Zewen Huang
2017 J jnl
IEEE Trans Autom. Sci. Eng.
Lili Chen, Xi Zhang
2016 J jnl
IEEE Trans Autom. Sci. Eng.
Cheng Zhou, Kaibo Liu, Xi Zhang, Weidong Zhang, Jianjun Shi
2016 J jnl
IEEE Trans. Biomed. Eng.
Changyue Song, Kaibo Liu, Xi Zhang, Lili Chen, Xiaochen Xian
2016 J jnl
IEEE Trans. Reliab.
Hao Yan, Kaibo Liu, Xi Zhang, Jianjun Shi
2015 conf
CASE
Di Wang, Xi Zhang
2015 J jnl
IEEE Trans Autom. Sci. Eng.
Lili Chen, Xi Zhang, Changyue Song
2015 J jnl
J. Medical Syst.
Lili Chen, Xi Zhang, Hui Wang
2014 J jnl
IEEE Trans Autom. Sci. Eng.
Kaibo Liu, Xi Zhang, Jianjun Shi
2013 conf
CASE
Lili Chen, Xi Zhang, Changyue Song
2013 conf
CASE
Siyang Gao, Xi Zhang, Leyuan Shi
2011 Misc conf
WSC
Xiaoyun Xu, Xi Zhang, Long Wang
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"